diff --git a/.circleci/config.yml b/.circleci/config.yml
index 602604714bd..cc9aa7fe1c4 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -1,10 +1,33 @@
 version: 2.1
+parameters:
+  run_migration_tests:
+    type: boolean
+    default: false
+  migration_candidate_image:
+    type: string
+    default: ""
+  migration_source_sha:
+    type: string
+    default: ""
 orbs:
   codecov: codecov/codecov@4.0.1
   node: circleci/node@5.1.0 # Add this line to declare the node orb
   win: circleci/windows@5.0 # Add Windows orb
 
 commands:
+  checkout_migration_source:
+    steps:
+      - run:
+          name: Select the requested migration test revision
+          environment:
+            MIGRATION_SOURCE_SHA: << pipeline.parameters.migration_source_sha >>
+          command: |
+            revision="${MIGRATION_SOURCE_SHA:-$CIRCLE_SHA1}"
+            [[ "$revision" =~ ^[0-9a-f]{40}$ ]] || exit 1
+            git init
+            git remote add origin https://github.com/BerriAI/litellm.git
+            git fetch --depth 1 origin "$revision"
+            git checkout --detach FETCH_HEAD
   skip_if_unrelated_changes:
     parameters:
       category:
@@ -1485,7 +1508,7 @@ jobs:
       - run:
           name: Run tests
           command: |
-            uv run --no-sync python -m pytest -vv tests/local_testing/test_basic_python_version.py -k "not v2_resolver"
+            uv run --no-sync python -m pytest -vv tests/local_testing/test_basic_python_version.py -k "not legacy_resolver"
 
   installing_litellm_on_python_3_13:
     docker:
@@ -1509,7 +1532,7 @@ jobs:
       - run:
           name: Run tests
           command: |
-            uv run --no-sync python -m pytest -v tests/local_testing/test_basic_python_version.py -k "not v2_resolver"
+            uv run --no-sync python -m pytest -v tests/local_testing/test_basic_python_version.py -k "not legacy_resolver"
 
   installing_litellm_on_python_v2_migration_resolver:
     docker:
@@ -1538,10 +1561,11 @@ jobs:
           url: tcp://localhost:5432
           timeout: "60"
       - run:
-          name: Run v2 migration resolver proxy smoke test
+          name: Run both migration resolvers against Postgres
           command: |
             uv run --no-sync python -m pytest -vv \
-              tests/local_testing/test_basic_python_version.py::test_litellm_proxy_server_config_no_general_settings_v2_resolver
+              tests/local_testing/test_basic_python_version.py::test_litellm_proxy_server_config_no_general_settings \
+              tests/local_testing/test_basic_python_version.py::test_litellm_proxy_server_config_no_general_settings_legacy_resolver
 
   helm_chart_testing:
     machine:
@@ -1650,6 +1674,7 @@ jobs:
           command: |
             docker run -d \
               -p 4001:4000 \
+              -e LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY=true \
               -e DATABASE_URL="postgresql://postgres:postgres@host.docker.internal:5432/litellm_test" \
               -e LITELLM_MASTER_KEY="sk-1234" \
               --name schema-seed \
@@ -1670,6 +1695,7 @@ jobs:
           command: |
             docker run -d \
               -p 4000:4000 \
+              -e LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY=true \
               -e DATABASE_URL="postgresql://postgres:postgres@host.docker.internal:5432/litellm_test" \
               -e DEFAULT_NUM_WORKERS_LITELLM_PROXY=1 \
               -e DISABLE_SCHEMA_UPDATE="True" \
@@ -1744,7 +1770,9 @@ jobs:
           command: |
             docker run -d \
               -p 4000:4000 \
+              -e LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY=true \
               -e DATABASE_URL=postgresql://postgres:postgres@host.docker.internal:5432/circle_test \
+              -e LITELLM_MASTER_KEY="sk-1234" \
               -e USE_PRISMA_MIGRATE=True \
               -e FAKE_OPENAI_API_BASE=http://host.docker.internal:8190 \
               -e AZURE_API_KEY=$AZURE_API_KEY \
@@ -1839,7 +1867,9 @@ jobs:
           command: |
             docker run -d \
               -p 4000:4000 \
+              -e LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY=true \
               -e DATABASE_URL=postgresql://postgres:postgres@host.docker.internal:5432/circle_test \
+              -e LITELLM_MASTER_KEY="sk-1234" \
               -e AZURE_API_KEY=$AZURE_API_KEY \
               -e AZURE_API_BASE=$AZURE_API_BASE \
               -e AZURE_API_VERSION="2024-05-01-preview" \
@@ -1927,6 +1957,7 @@ jobs:
           command: |
             docker run -d \
               -p 4000:4000 \
+              -e LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY=true \
               -e DATABASE_URL=postgresql://postgres:postgres@host.docker.internal:5432/circle_test \
               -e REDIS_HOST=$REDIS_HOST \
               -e REDIS_PASSWORD=$REDIS_PASSWORD \
@@ -1987,6 +2018,7 @@ jobs:
           command: |
             docker run -d \
               -p 4000:4000 \
+              -e LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY=true \
               -e DATABASE_URL=postgresql://postgres:postgres@host.docker.internal:5432/circle_test \
               -e REDIS_HOST=$REDIS_HOST \
               -e REDIS_PASSWORD=$REDIS_PASSWORD \
@@ -2064,6 +2096,7 @@ jobs:
           command: |
             docker run -d \
               -p 4000:4000 \
+              -e LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY=true \
               -e DATABASE_URL=postgresql://postgres:postgres@host.docker.internal:5432/circle_test \
               -e REDIS_HOST=host.docker.internal \
               -e REDIS_PORT=6379 \
@@ -2146,6 +2179,7 @@ jobs:
           command: |
             docker run -d \
               -p 4000:4000 \
+              -e LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY=true \
               -e DATABASE_URL=postgresql://postgres:postgres@host.docker.internal:5432/circle_test \
               -e REDIS_HOST=$REDIS_HOST \
               -e REDIS_PASSWORD=$REDIS_PASSWORD \
@@ -2168,6 +2202,7 @@ jobs:
           command: |
             docker run -d \
               -p 4001:4001 \
+              -e LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY=true \
               -e DATABASE_URL=postgresql://postgres:postgres@host.docker.internal:5432/circle_test \
               -e REDIS_HOST=$REDIS_HOST \
               -e REDIS_PASSWORD=$REDIS_PASSWORD \
@@ -2245,6 +2280,7 @@ jobs:
             docker run -d \
               --restart on-failure \
               -p 4000:4000 \
+              -e LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY=true \
               -e DATABASE_URL=postgresql://postgres:postgres@host.docker.internal:5432/circle_test \
               -e STORE_MODEL_IN_DB="True" \
               -e LITELLM_MASTER_KEY="sk-1234" \
@@ -2319,6 +2355,7 @@ jobs:
           command: |
             docker run -d \
               -p 4000:4000 \
+              -e LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY=true \
               -e DATABASE_URL=postgresql://postgres:postgres@host.docker.internal:5432/circle_test \
               -e REDIS_HOST=$REDIS_HOST \
               -e REDIS_PASSWORD=$REDIS_PASSWORD \
@@ -2401,6 +2438,7 @@ jobs:
           command: |
             docker run -d \
               -p 4000:4000 \
+              -e LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY=true \
               -e DATABASE_URL=postgresql://postgres:postgres@host.docker.internal:5432/circle_test \
               -e LITELLM_MASTER_KEY="sk-1234" \
               -e OPENAI_API_KEY=$OPENAI_API_KEY \
@@ -2492,6 +2530,7 @@ jobs:
           command: |
             docker run -d \
               -p 4000:4000 \
+              -e LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY=true \
               -e DATABASE_URL=postgresql://postgres:postgres@host.docker.internal:5432/circle_test \
               -e LITELLM_MASTER_KEY="sk-1234" \
               -e ANTHROPIC_API_KEY=$ANTHROPIC_API_KEY \
@@ -2673,6 +2712,7 @@ jobs:
           name: Start LiteLLM proxy
           environment:
             LITELLM_MASTER_KEY: "sk-1234"
+            LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY: "true"
             MOCK_LLM_URL: "http://127.0.0.1:8090/v1"
             DISABLE_SCHEMA_UPDATE: "true"
             SERVER_ROOT_PATH: ""
@@ -2816,6 +2856,7 @@ jobs:
           name: Start LiteLLM proxy under a server root path
           environment:
             LITELLM_MASTER_KEY: "sk-1234"
+            LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY: "true"
             MOCK_LLM_URL: "http://127.0.0.1:8090/v1"
             DISABLE_SCHEMA_UPDATE: "true"
           # Output flows to this step's own log, so a boot crash is visible here
@@ -2854,20 +2895,41 @@ jobs:
           destination: e2e-server-root-path-playwright-report
 
   build_docker_database_image:
+    parameters:
+      migration_qualification:
+        type: boolean
+        default: false
     machine:
       image: ubuntu-2204:2024.04.1
     resource_class: large
     working_directory: ~/project
     steps:
-      - checkout
-      - skip_if_unrelated_changes
+      - when:
+          condition: << parameters.migration_qualification >>
+          steps:
+            - checkout_migration_source
+      - unless:
+          condition: << parameters.migration_qualification >>
+          steps:
+            - checkout
+            - skip_if_unrelated_changes
 
       - run:
           name: Build Docker image
+          environment:
+            MIGRATION_CANDIDATE_IMAGE: << pipeline.parameters.migration_candidate_image >>
           command: |
-            docker build \
-              -t litellm-docker-database:ci \
-              -f docker/Dockerfile.database .
+            if [ -n "$MIGRATION_CANDIDATE_IMAGE" ]; then
+              [[ "$MIGRATION_CANDIDATE_IMAGE" =~ ^ghcr.io/berriai/[a-z0-9._/-]+@sha256:[0-9a-f]{64}$ ]] || exit 1
+              docker pull "$MIGRATION_CANDIDATE_IMAGE"
+              docker tag "$MIGRATION_CANDIDATE_IMAGE" litellm-docker-database:ci
+            else
+              docker build \
+                --label org.opencontainers.image.revision="$(git rev-parse HEAD)" \
+                -t litellm-docker-database:ci \
+                -f docker/Dockerfile.database .
+            fi
+            python3 .circleci/scripts/run_migration_tests.py record-image
 
       - run:
           name: Save Docker image to workspace root
@@ -2878,6 +2940,78 @@ jobs:
           root: .
           paths:
             - litellm-docker-database.tar.zst
+            - migration-image.json
+
+  migration_startup_tests:
+    parameters:
+      suite:
+        type: enum
+        enum: [startup, recovery, legacy]
+    machine:
+      image: ubuntu-2204:2024.04.1
+    resource_class: large
+    working_directory: ~/project
+    environment:
+      LITELLM_MIGRATION_TESTS: "1"
+      LITELLM_MIGRATION_TEST_IMAGE: litellm-docker-database:ci
+      MIGRATION_TEST_ADMIN_URL: postgresql://postgres:postgres@127.0.0.1:5432/postgres
+      MIGRATION_TEST_CONTAINER_ADMIN_URL: postgresql://postgres:postgres@host.docker.internal:5432/postgres
+      MIGRATION_TEST_OUTPUT: /tmp/migration-results
+      PYTHONPATH: tests/e2e
+    steps:
+      - checkout_migration_source
+      - install_uv
+      - install_rust
+      - restore_cache:
+          keys:
+            - v1-uv-cache-{{ checksum "uv.lock" }}
+      - run:
+          name: Install test dependencies
+          command: uv sync --frozen --all-groups --all-extras --python 3.12
+      - attach_workspace:
+          at: ~/project
+      - run:
+          name: Load the shared candidate and start PostgreSQL
+          command: |
+            zstd -d litellm-docker-database.tar.zst --stdout | docker load
+            docker run -d --name migration-postgres \
+              -e POSTGRES_USER=postgres -e POSTGRES_PASSWORD=postgres \
+              -p 5432:5432 \
+              postgres:16@sha256:e17e86066e5ef83e0952a9347f5c792b7ece00972e2aa787a6986f471b3dd3d5
+      - wait_for_service:
+          url: tcp://localhost:5432
+          timeout: "60"
+      - run:
+          name: Run migration startup regressions
+          environment:
+            MIGRATION_TEST_SUITE: << parameters.suite >>
+            MIGRATION_CANDIDATE_IMAGE: << pipeline.parameters.migration_candidate_image >>
+          command: |
+            mkdir -p /tmp/migration-results
+            uv run --no-sync python .circleci/scripts/run_migration_tests.py
+          no_output_timeout: 15m
+      - store_test_results:
+          path: /tmp/migration-results/junit
+      - run:
+          name: Package migration diagnostics
+          when: always
+          command: |
+            mkdir -p /tmp/migration-artifacts
+            if [ -d /tmp/migration-results ]; then
+              tar -czf /tmp/migration-artifacts/diagnostics.tar.gz -C /tmp/migration-results .
+              if [ -f /tmp/migration-results/verdict.json ]; then
+                cp /tmp/migration-results/verdict.json /tmp/migration-artifacts/verdict.json
+              fi
+            fi
+      - store_artifacts:
+          path: /tmp/migration-artifacts
+          destination: migration-results
+      - run:
+          name: Remove migration test containers
+          when: always
+          command: |
+            docker ps -aq --filter label=litellm-migration-test=true | xargs -r docker rm -f
+            docker rm -f migration-postgres || true
 
   test_bad_database_url:
     machine:
@@ -2901,6 +3035,7 @@ jobs:
           command: |
             docker run --name my-app \
               -p 4000:4000 \
+              -e LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY=true \
               -e DEFAULT_NUM_WORKERS_LITELLM_PROXY=1 \
               -e DATABASE_URL="postgresql://wrong:wrong@wrong:5432/wrong" \
               myapp:latest \
@@ -3008,8 +3143,61 @@ jobs:
       - store_artifacts:
           path: test-results
 
+  unit:
+    machine:
+      image: ubuntu-2204:2024.04.1
+    resource_class: large
+    working_directory: ~/project
+    steps:
+      - setup_litellm_test_deps
+      - run:
+          name: Generate Prisma client
+          command: uv run --no-sync prisma generate --schema litellm/proxy/schema.prisma
+      - run:
+          name: Run unit tests
+          command: |
+            mkdir -p test-results/unit
+            mapfile -t files < <(find tests/unit -name 'test_*.py' | sort)
+            if [ "${#files[@]}" -eq 0 ]; then echo "tests/unit holds no test_*.py files; nothing to run"; exit 0; fi
+            set +e
+            LITELLM_LOCAL_MODEL_COST_MAP=True uv run --no-sync pytest "${files[@]}" -p no:rerunfailures -p no:pytest-retry --timeout=90 -n 4 --dist=loadscope --tb=short --junitxml=test-results/unit/junit.xml
+            status=$?
+            set -e
+            if [ "$status" -eq 5 ]; then echo "pytest collected no tests from tests/unit; passing"; exit 0; fi
+            exit "$status"
+      - store_test_results:
+          path: test-results
+      - store_artifacts:
+          path: test-results
+
 workflows:
+  migration_startup:
+    when: << pipeline.parameters.run_migration_tests >>
+    jobs: &migration_jobs
+      - build_docker_database_image:
+          migration_qualification: true
+      - migration_startup_tests:
+          name: migration-startup
+          suite: startup
+          requires: [build_docker_database_image]
+      - migration_startup_tests:
+          name: migration-recovery
+          suite: recovery
+          requires: [build_docker_database_image]
+      - migration_startup_tests:
+          name: migration-legacy-and-pooling
+          suite: legacy
+          requires: [build_docker_database_image]
+  migration_startup_scheduled:
+    triggers:
+      - schedule:
+          cron: "17 0,6,12,18 * * *"
+          filters:
+            branches:
+              only: litellm_internal_staging
+    jobs: *migration_jobs
   integration:
+    unless: << pipeline.parameters.run_migration_tests >>
     jobs:
       - integration_contracts:
           name: integration-<< matrix.suite >>
@@ -3022,6 +3210,7 @@ workflows:
                 - main
                 - /litellm_.*/
   build_and_test:
+    unless: << pipeline.parameters.run_migration_tests >>
     jobs:
       - using_litellm_on_windows:
           filters: &main_branches
@@ -3029,6 +3218,8 @@ workflows:
               only:
                 - main
                 - /litellm_.*/
+      - unit:
+          filters: *main_branches
       - provider_replay_harness
       - base_sdk_install:
           filters: *main_branches
diff --git a/.circleci/scripts/run_migration_tests.py b/.circleci/scripts/run_migration_tests.py
new file mode 100644
index 00000000000..56029c406fb
--- /dev/null
+++ b/.circleci/scripts/run_migration_tests.py
@@ -0,0 +1,113 @@
+from __future__ import annotations
+
+import json
+import os
+import re
+import subprocess
+import sys
+from pathlib import Path
+from typing import Final
+from xml.etree import ElementTree
+
+SUITES: Final = {
+    "startup": (("test_startup.py",), 12),
+    "recovery": (("test_recovery.py",), 15),
+    "legacy": (("test_legacy.py", "test_pooling.py"), 11),
+}
+
+
+def successful_junit(path: Path, expected: int, exit_code: int) -> bool:
+    if exit_code != 0 or not path.is_file():
+        return False
+    try:
+        root: Final = ElementTree.parse(path).getroot()
+    except ElementTree.ParseError:
+        return False
+    cases: Final = tuple(root.iter("testcase"))
+    identities: Final = frozenset((case.get("classname"), case.get("name")) for case in cases)
+    return len(cases) == len(identities) == expected and all(
+        not any(case.find(tag) is not None for tag in ("failure", "error", "skipped")) for case in cases
+    )
+
+
+def output(*command: str) -> str:
+    return subprocess.check_output(command, text=True, timeout=90).strip()
+
+
+def record_image() -> None:
+    source: Final = output("git", "rev-parse", "HEAD")
+    image: Final = output("docker", "image", "inspect", "litellm-docker-database:ci", "--format", "{{.Id}}")
+    revision: Final = output(
+        "docker",
+        "image",
+        "inspect",
+        "litellm-docker-database:ci",
+        "--format",
+        '{{index .Config.Labels "org.opencontainers.image.revision"}}',
+    )
+    assert re.fullmatch(r"[0-9a-f]{40}", source), "Invalid source revision"
+    assert revision == source, "Candidate image revision differs from the tested source"
+    Path("migration-image.json").write_text(
+        json.dumps(
+            {
+                "source_sha": source,
+                "image_id": image,
+                "candidate_image": os.environ.get("MIGRATION_CANDIDATE_IMAGE", ""),
+            }
+        )
+    )
+
+
+def main() -> int:
+    suite: Final = os.environ["MIGRATION_TEST_SUITE"]
+    files, expected = SUITES[suite]
+    metadata: Final = json.loads(Path("migration-image.json").read_text())
+    assert metadata["source_sha"] == output("git", "rev-parse", "HEAD"), "Image and test source revisions differ"
+    assert metadata["image_id"] == output(
+        "docker", "image", "inspect", os.environ["LITELLM_MIGRATION_TEST_IMAGE"], "--format", "{{.Id}}"
+    ), "Loaded image differs from the build output"
+    assert metadata["candidate_image"] == os.environ.get("MIGRATION_CANDIDATE_IMAGE", ""), "Wrong release candidate"
+    destination: Final = Path(os.environ["MIGRATION_TEST_OUTPUT"])
+    junit: Final = destination / "junit" / "results.xml"
+    junit.parent.mkdir(parents=True, exist_ok=True)
+    result: Final = subprocess.run(
+        (
+            sys.executable,
+            "-m",
+            "pytest",
+            *(f"tests/e2e/migrations/{name}" for name in files),
+            "-vv",
+            "--tb=short",
+            "--durations=10",
+            f"--junitxml={junit}",
+            "-o",
+            "addopts=",
+            "--reruns=0",
+        ),
+        check=False,
+        timeout=1200,
+    )
+    passed: Final = successful_junit(junit, expected, result.returncode)
+    (destination / "verdict.json").write_text(
+        json.dumps(
+            {
+                **metadata,
+                "suite": suite,
+                "expected_cases": expected,
+                "passed": passed,
+                "pytest_exit_code": result.returncode,
+                "test_revision": metadata["source_sha"],
+                "workflow_id": os.environ.get("CIRCLE_WORKFLOW_ID", ""),
+                "job_number": os.environ.get("CIRCLE_BUILD_NUM", ""),
+            },
+            indent=2,
+        )
+    )
+    return 0 if passed else 1
+
+
+if __name__ == "__main__":
+    if sys.argv[1:] == ["record-image"]:
+        record_image()
+    else:
+        raise SystemExit(main())
diff --git a/.env.example b/.env.example
index 24c2b608414..dc1fd5a6ccb 100644
--- a/.env.example
+++ b/.env.example
@@ -26,6 +26,7 @@ NOVITA_API_KEY = ""
 INFINITY_API_KEY = ""
 
 # Development Configs
-LITELLM_MASTER_KEY = "sk-1234"
+# Generate one with: echo "LITELLM_MASTER_KEY=sk-$(openssl rand -hex 32)"
+LITELLM_MASTER_KEY = ""
 DATABASE_URL = "postgresql://llmproxy:dbpassword9090@db:5432/litellm"
 STORE_MODEL_IN_DB = "True"
diff --git a/.github/e2e-stack/assert_tests_ran.py b/.github/e2e-stack/assert_tests_ran.py
index 1b051f860cc..3af49007b1e 100644
--- a/.github/e2e-stack/assert_tests_ran.py
+++ b/.github/e2e-stack/assert_tests_ran.py
@@ -18,11 +18,6 @@ def main() -> int:
         return 1
     cases: Final = tuple(report.iter("testcase"))
     expected_count: Final = os.environ.get("E2E_REQUIRED_TEST_COUNT")
-    if expected_count is not None and (
-        len(cases) != int(expected_count) or any(case.find("skipped") is not None for case in cases)
-    ):
-        _ = sys.stdout.write("::error::required test count was not met or a required case was skipped\n")
-        return 1
     passed: Final = frozenset(
         case.get("file") for case in cases if all(case.find(tag) is None for tag in ("skipped", "failure", "error"))
     )
@@ -43,9 +38,10 @@ def main() -> int:
         skipped: Final = sum(case.get("file") == path and case.find("skipped") is not None for case in cases)
         _ = sys.stdout.write(f"{path}: {collected} collected, {skipped} skipped\n")
         for case in cases:
-            if case.get("file") != path or all(case.find(tag) is None for tag in ("failure", "error")):
+            if case.get("file") != path or all(case.find(tag) is None for tag in ("failure", "error", "skipped")):
                 continue
-            _ = sys.stdout.write(f"  failed: {case.get('classname', '')}::{case.get('name', '')}\n")
+            outcome = "skipped" if case.find("skipped") is not None else "failed"
+            _ = sys.stdout.write(f"  {outcome}: {case.get('classname', '')}::{case.get('name', '')}\n")
             for prop in case.findall("./properties/property"):
                 name = prop.get("name", "")
                 value = prop.get("value", "")
@@ -53,6 +49,11 @@ def main() -> int:
                     r"[A-Za-z0-9_.:<>-]{1,240}", value
                 ):
                     _ = sys.stdout.write(f"    {name}: {value}\n")
+    if expected_count is not None and (
+        len(cases) != int(expected_count) or any(case.find("skipped") is not None for case in cases)
+    ):
+        _ = sys.stdout.write("::error::required test count was not met or a required case was skipped\n")
+        return 1
     if (
         selected
         and not missing
diff --git a/.github/e2e-stack/select_tests.py b/.github/e2e-stack/select_tests.py
index a9ca1f88660..dbc4ae8f5c2 100644
--- a/.github/e2e-stack/select_tests.py
+++ b/.github/e2e-stack/select_tests.py
@@ -4,7 +4,7 @@ from typing import Final
 
 SELECTABLE: Final = re.compile(r"^tests/e2e/([A-Za-z0-9_.-]+/)*test_[A-Za-z0-9_.-]+\.py$")
 UNSUPPORTED: Final = re.compile(
-    r"^tests/e2e/(ui|claude_code|load)/"
+    r"^tests/e2e/(ui|claude_code|load|migrations)/"
     r"|^tests/e2e/mcp/test_mcp_oauth_happy_path_e2e\.py$"
     r"|^tests/e2e/llm_translation/realtime/test_realtime_pipecat_audio_e2e\.py$"
     r"|^tests/e2e/batches/test_managed_files_enforcement_e2e\.py$"
diff --git a/.github/template.yaml b/.github/template.yaml
index d4db2c2ac1f..c77e578e53c 100644
--- a/.github/template.yaml
+++ b/.github/template.yaml
@@ -21,7 +21,7 @@ Parameters:
   WorkerConfigParameter:
     Type: String
     Description: Sample environment variable
-    Default: '{"model": null, "alias": null, "api_base": null, "api_version": "2023-07-01-preview", "debug": false, "temperature": null, "max_tokens": null, "request_timeout": 600, "max_budget": null, "telemetry": true, "drop_params": false, "add_function_to_prompt": false, "headers": null, "save": false, "config": null, "use_queue": false}'
+    Default: '{"model": null, "alias": null, "api_base": null, "api_version": "2023-07-01-preview", "debug": false, "temperature": null, "max_tokens": null, "request_timeout": 600, "max_budget": null, "drop_params": false, "add_function_to_prompt": false, "headers": null, "save": false, "config": null, "use_queue": false}'
 
 Resources:
   MyUrlFunctionPermissions:
diff --git a/.github/workflows/_test-unit-base.yml b/.github/workflows/_test-unit-base.yml
index d4e9a65e7c0..f4d4fb54ba6 100644
--- a/.github/workflows/_test-unit-base.yml
+++ b/.github/workflows/_test-unit-base.yml
@@ -165,33 +165,41 @@ jobs:
           DIST: ${{ inputs.dist }}
           COVERAGE_CORE: sysmon
         run: |
-          if [ "${WORKERS}" = "0" ]; then
-            uv run --no-sync pytest ${TEST_PATH:?} \
-              --tb=short -vv \
-              --maxfail="${MAX_FAILURES}" \
-              --reruns "${RERUNS}" \
-              --reruns-delay 1 \
-              --timeout="${TEST_TIMEOUT_SECONDS}" \
-              --rerun-except "from pytest-timeout" \
-              --durations=20 \
-              --cov=./litellm --cov=./enterprise/litellm_enterprise \
-              --cov-report=xml:coverage.xml \
-              --cov-config=pyproject.toml
-          else
-            uv run --no-sync pytest ${TEST_PATH:?} \
-              --tb=short -vv \
-              --maxfail="${MAX_FAILURES}" \
-              -n "${WORKERS}" \
-              --reruns "${RERUNS}" \
-              --reruns-delay 1 \
-              --timeout="${TEST_TIMEOUT_SECONDS}" \
-              --rerun-except "from pytest-timeout" \
-              --dist="${DIST}" \
-              --durations=20 \
-              --cov=./litellm --cov=./enterprise/litellm_enterprise \
-              --cov-report=xml:coverage.xml \
-              --cov-config=pyproject.toml
+          found_path=false
+          for path in ${TEST_PATH}; do
+            if [ -e "${path%%::*}" ]; then
+              found_path=true
+              break
+            fi
+          done
+          if [ "$found_path" = false ]; then
+            echo "No path in TEST_PATH exists (${TEST_PATH}); nothing to run"
+            exit 0
           fi
+          xdist_args=()
+          if [ "${WORKERS}" != "0" ]; then
+            xdist_args=(-n "${WORKERS}" --dist="${DIST}")
+          fi
+          set +e
+          uv run --no-sync pytest ${TEST_PATH:?} \
+            --tb=short -vv \
+            --maxfail="${MAX_FAILURES}" \
+            "${xdist_args[@]}" \
+            --reruns "${RERUNS}" \
+            --reruns-delay 1 \
+            --timeout="${TEST_TIMEOUT_SECONDS}" \
+            --rerun-except "from pytest-timeout" \
+            --durations=20 \
+            --cov=./litellm --cov=./enterprise/litellm_enterprise \
+            --cov-report=xml:coverage.xml \
+            --cov-config=pyproject.toml
+          status=$?
+          set -e
+          if [ "$status" -eq 5 ]; then
+            echo "pytest collected no tests from ${TEST_PATH}; passing"
+            exit 0
+          fi
+          exit "$status"
 
       - name: Save coverage report
         if: always() && steps.changes.outputs.decision != 'skip'
diff --git a/.github/workflows/test-e2e-changed.yml b/.github/workflows/test-e2e-changed.yml
index c9f08deb36e..6da16a33ea3 100644
--- a/.github/workflows/test-e2e-changed.yml
+++ b/.github/workflows/test-e2e-changed.yml
@@ -175,6 +175,8 @@ jobs:
         env:
           TESTS: ${{ needs.detect.outputs.tests }}
           E2E_FIXTURE_MODE: live
+          E2E_PROVIDER_EDGE_HOST_REACHABLE: '1'
+          COLUMNS: '400'
         run: |
           umask 077
           read -r -a test_files <<< "${TESTS}"
@@ -189,6 +191,7 @@ jobs:
             uv run --no-sync python .github/e2e-stack/assert_tests_ran.py "${report}" "${test_files[@]}"
             verified=$?
             set -e
+            grep -E '^(FAILED|ERROR) ' "${log}" || true
             grep -E '^=+ .* in [0-9.]+s( \([0-9:]+\))? =+$' "${log}" | tail -n 1
             echo "::endgroup::"
             if [ "${status}" = "5" ]; then
diff --git a/.github/workflows/test-mcp-oauth-e2e.yml b/.github/workflows/test-mcp-oauth-e2e.yml
index 034b9fe49ec..5c07a68714e 100644
--- a/.github/workflows/test-mcp-oauth-e2e.yml
+++ b/.github/workflows/test-mcp-oauth-e2e.yml
@@ -12,6 +12,9 @@ on:
       - 'litellm/experimental_mcp_client/**'
       - 'litellm/proxy/_experimental/mcp_server/**'
       - 'litellm/proxy/auth/**'
+      - 'litellm/proxy/management_endpoints/mcp_management_endpoints.py'
+      - 'litellm/proxy/_types.py'
+      - 'litellm/types/mcp_server/mcp_server_manager.py'
       - 'litellm/proxy/management_endpoints/*sso*.py'
       - 'litellm/proxy/management_endpoints/sso/**'
       - 'litellm/proxy/common_utils/encrypt_decrypt_utils.py'
diff --git a/.github/workflows/test-rust.yml b/.github/workflows/test-rust.yml
index 551f783d4f9..278fa7c425f 100644
--- a/.github/workflows/test-rust.yml
+++ b/.github/workflows/test-rust.yml
@@ -120,6 +120,20 @@ jobs:
 
       - run: cargo test --workspace --doc --locked
 
+      - name: Test token counter feature combinations
+        run: |
+          for features in '' fast huggingface tiktoken fast,huggingface fast,tiktoken huggingface,tiktoken fast,huggingface,tiktoken; do
+            cargo test -p litellm-token-counter --locked --no-default-features --features "$features"
+            cargo check -p litellm-python-bridge --locked --no-default-features --features "abi3${features:+,$features}"
+          done
+
+      - name: Test secret manager feature combinations
+        run: |
+          cargo test -p litellm-auth-gcp --locked --no-default-features
+          for features in '' aws google aws,google; do
+            cargo test -p litellm-secrets --locked --no-default-features --features "$features"
+          done
+
   rust-wheel:
     runs-on: ubuntu-latest
     timeout-minutes: 30
diff --git a/.github/workflows/test-unit.yml b/.github/workflows/test-unit.yml
index aa82a0bf3ee..49e6d7040d4 100644
--- a/.github/workflows/test-unit.yml
+++ b/.github/workflows/test-unit.yml
@@ -51,7 +51,7 @@ jobs:
         include:
           - shard: mcp-integration
             artifact-name: mcp-integration
-            test-path: "tests/mcp_tests"
+            test-path: "tests/mcp_tests tests/test_litellm/experimental_mcp_client"
             workers: 2
             reruns: 0
             timeout-minutes: 20
@@ -113,7 +113,6 @@ jobs:
               tests/test_litellm/compression
               tests/test_litellm/containers
               tests/test_litellm/endpoints
-              tests/test_litellm/experimental_mcp_client
               tests/test_litellm/models
               tests/test_litellm/repositories
               tests/test_litellm/images
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 82cad680a70..082b7a8fb3e 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -268,10 +268,13 @@ If you want to build the Docker image yourself:
 # Build using the non-root Dockerfile
 docker build -f docker/Dockerfile.non_root -t litellm_dev .
 
+# Generate a master key. Requests send it as the bearer token
+export LITELLM_MASTER_KEY="sk-$(openssl rand -hex 32)"
+
 # Run with your config
 docker run \
     -v $(pwd)/proxy_config.yaml:/app/config.yaml \
-    -e LITELLM_MASTER_KEY="sk-1234" \
+    -e LITELLM_MASTER_KEY \
     -p 4000:4000 \
     litellm_dev \
     --config /app/config.yaml --detailed_debug
diff --git a/README.md b/README.md
index 3f3ea0bd60b..1624d408419 100644
--- a/README.md
+++ b/README.md
@@ -168,7 +168,7 @@ from a2a.utils.constants import TransportProtocol
 from uuid import uuid4
 
 base_url = "http://localhost:4000/a2a/my-agent"  # LiteLLM proxy + agent name
-headers = {"Authorization": "Bearer sk-1234"}    # LiteLLM Virtual Key
+headers = {"Authorization": "Bearer <your-master-key>"}    # LiteLLM master key or a virtual key
 
 async with httpx.AsyncClient(headers=headers, timeout=60.0) as http_client:
     resolver = A2ACardResolver(httpx_client=http_client, base_url=base_url)
@@ -233,7 +233,7 @@ async with stdio_client(server_params) as (read, write):
 
 ```bash
 curl -X POST 'http://0.0.0.0:4000/v1/chat/completions' \
-  -H 'Authorization: Bearer sk-1234' \
+  -H 'Authorization: Bearer <your-master-key>' \
   -H 'Content-Type: application/json' \
   -d '{
     "model": "gpt-4o",
@@ -255,7 +255,7 @@ curl -X POST 'http://0.0.0.0:4000/v1/chat/completions' \
     "LiteLLM": {
       "url": "http://localhost:4000/mcp/",
       "headers": {
-        "x-litellm-api-key": "Bearer sk-1234"
+        "x-litellm-api-key": "Bearer <your-master-key>"
       }
     }
   }
diff --git a/cookbook/livekit_agent_sdk/config.example.yaml b/cookbook/livekit_agent_sdk/config.example.yaml
index 1361f36af34..072625018a7 100644
--- a/cookbook/livekit_agent_sdk/config.example.yaml
+++ b/cookbook/livekit_agent_sdk/config.example.yaml
@@ -15,7 +15,6 @@ model_list:
 
 litellm_settings:
   drop_params: True
-  telemetry: False
 
 general_settings:
   master_key: sk-1234  # Change this to a secure key
diff --git a/cookbook/misc/config.yaml b/cookbook/misc/config.yaml
index d1d06eb5842..27a6332a882 100644
--- a/cookbook/misc/config.yaml
+++ b/cookbook/misc/config.yaml
@@ -55,7 +55,6 @@ litellm_settings:
   # budget_duration: 30d
   num_retries: 5
   request_timeout: 600
-  telemetry: False
   context_window_fallbacks: [{"gpt-3.5-turbo": ["gpt-3.5-turbo-large"]}]
 
 general_settings: 
diff --git a/docker/.env.example b/docker/.env.example
index d89ddb32e76..f3d6c8a1e6e 100644
--- a/docker/.env.example
+++ b/docker/.env.example
@@ -3,7 +3,8 @@
 # YOU MUST CHANGE THESE BEFORE GOING INTO PRODUCTION
 ############
 
-LITELLM_MASTER_KEY="sk-1234"
+# Generate one with: echo "LITELLM_MASTER_KEY=sk-$(openssl rand -hex 32)"
+LITELLM_MASTER_KEY=""
 
 ############
 # Database - You can change these to any PostgreSQL database that has logical replication enabled.
diff --git a/helm/litellm/templates/backend/deployment.yaml b/helm/litellm/templates/backend/deployment.yaml
index 0db2f0b3d43..3eb64e5528c 100644
--- a/helm/litellm/templates/backend/deployment.yaml
+++ b/helm/litellm/templates/backend/deployment.yaml
@@ -7,6 +7,9 @@ metadata:
     {{- include "litellm.commonLabels" . | nindent 4 }}
     app.kubernetes.io/component: backend
 spec:
+  {{- if and (not .Values.backend.hpa.enabled) (not (kindIs "invalid" .Values.backend.replicaCount)) }}
+  replicas: {{ .Values.backend.replicaCount }}
+  {{- end }}
   {{- with .Values.backend.strategy }}
   strategy:
     {{- toYaml . | nindent 4 }}
diff --git a/helm/litellm/templates/gateway/deployment.yaml b/helm/litellm/templates/gateway/deployment.yaml
index c06cc9583a0..49b452b3053 100644
--- a/helm/litellm/templates/gateway/deployment.yaml
+++ b/helm/litellm/templates/gateway/deployment.yaml
@@ -7,6 +7,9 @@ metadata:
     {{- include "litellm.commonLabels" . | nindent 4 }}
     app.kubernetes.io/component: gateway
 spec:
+  {{- if and (not .Values.gateway.hpa.enabled) (not (kindIs "invalid" .Values.gateway.replicaCount)) }}
+  replicas: {{ .Values.gateway.replicaCount }}
+  {{- end }}
   {{- with .Values.gateway.strategy }}
   strategy:
     {{- toYaml . | nindent 4 }}
diff --git a/helm/litellm/templates/ui/deployment.yaml b/helm/litellm/templates/ui/deployment.yaml
index b992b347bad..efee2d5fc34 100644
--- a/helm/litellm/templates/ui/deployment.yaml
+++ b/helm/litellm/templates/ui/deployment.yaml
@@ -7,6 +7,9 @@ metadata:
     {{- include "litellm.commonLabels" . | nindent 4 }}
     app.kubernetes.io/component: ui
 spec:
+  {{- if and (not .Values.ui.hpa.enabled) (not (kindIs "invalid" .Values.ui.replicaCount)) }}
+  replicas: {{ .Values.ui.replicaCount }}
+  {{- end }}
   {{- with .Values.ui.strategy }}
   strategy:
     {{- toYaml . | nindent 4 }}
diff --git a/helm/litellm/tests/replica_count_tests.yaml b/helm/litellm/tests/replica_count_tests.yaml
new file mode 100644
index 00000000000..791e47ff798
--- /dev/null
+++ b/helm/litellm/tests/replica_count_tests.yaml
@@ -0,0 +1,100 @@
+suite: test fixed replica count when HPA is disabled
+templates:
+  - gateway/deployment.yaml
+  - gateway/configmap.yaml
+  - backend/deployment.yaml
+  - ui/deployment.yaml
+values:
+  - ./values/required.yaml
+tests:
+  - it: gateway renders replicaCount into spec.replicas when its HPA is disabled
+    template: gateway/deployment.yaml
+    set:
+      gateway.hpa.enabled: false
+      gateway.replicaCount: 3
+    asserts:
+      - isKind:
+          of: Deployment
+      - equal:
+          path: spec.replicas
+          value: 3
+
+  - it: backend renders replicaCount into spec.replicas when its HPA is disabled
+    template: backend/deployment.yaml
+    set:
+      backend.hpa.enabled: false
+      backend.replicaCount: 2
+    asserts:
+      - equal:
+          path: spec.replicas
+          value: 2
+
+  - it: ui renders replicaCount into spec.replicas when its HPA is disabled
+    template: ui/deployment.yaml
+    set:
+      ui.hpa.enabled: false
+      ui.replicaCount: 2
+    asserts:
+      - equal:
+          path: spec.replicas
+          value: 2
+
+  - it: replicaCount 0 scales the gateway to zero instead of being treated as unset
+    template: gateway/deployment.yaml
+    set:
+      gateway.hpa.enabled: false
+      gateway.replicaCount: 0
+    asserts:
+      - equal:
+          path: spec.replicas
+          value: 0
+
+  - it: a component with HPA disabled but no replicaCount set keeps omitting spec.replicas, so upgrades do not reset a hand-scaled Deployment
+    set:
+      gateway.hpa.enabled: false
+      backend.hpa.enabled: false
+      ui.hpa.enabled: false
+    asserts:
+      - notExists:
+          path: spec.replicas
+        template: gateway/deployment.yaml
+      - notExists:
+          path: spec.replicas
+        template: backend/deployment.yaml
+      - notExists:
+          path: spec.replicas
+        template: ui/deployment.yaml
+
+  - it: every component omits spec.replicas when its HPA is enabled, so the autoscaler owns the count
+    set:
+      gateway.hpa.enabled: true
+      gateway.replicaCount: 3
+      backend.hpa.enabled: true
+      backend.replicaCount: 3
+      ui.hpa.enabled: true
+      ui.replicaCount: 3
+    asserts:
+      - notExists:
+          path: spec.replicas
+        template: gateway/deployment.yaml
+      - notExists:
+          path: spec.replicas
+        template: backend/deployment.yaml
+      - notExists:
+          path: spec.replicas
+        template: ui/deployment.yaml
+
+  - it: a component with HPA disabled renders replicas while a sibling with HPA enabled does not
+    set:
+      gateway.hpa.enabled: false
+      gateway.replicaCount: 4
+      backend.hpa.enabled: true
+      backend.replicaCount: 4
+    asserts:
+      - equal:
+          path: spec.replicas
+          value: 4
+        template: gateway/deployment.yaml
+      - notExists:
+          path: spec.replicas
+        template: backend/deployment.yaml
diff --git a/helm/litellm/values.yaml b/helm/litellm/values.yaml
index 4ca54131d6a..2c0c7151a32 100644
--- a/helm/litellm/values.yaml
+++ b/helm/litellm/values.yaml
@@ -397,6 +397,11 @@ gateway:
   #   failureThreshold: 30
   #   periodSeconds: 10
   startupProbe: {}
+  # Optional fixed pod count, rendered into the Deployment's spec.replicas only
+  # when hpa.enabled is false. Unset by default so an existing Deployment keeps
+  # its current count; with the HPA on, the autoscaler owns the count, e.g.:
+  #   replicaCount: 3
+  replicaCount:
   hpa:
     enabled: true
     minReplicas: 1
@@ -524,6 +529,8 @@ backend:
   strategy: {}
   # Optional startupProbe; same shape as gateway.startupProbe. Empty by default.
   startupProbe: {}
+  # Same semantics as gateway.replicaCount.
+  replicaCount:
   hpa:
     enabled: true
     minReplicas: 1
@@ -590,6 +597,8 @@ ui:
   strategy: {}
   # Optional startupProbe; same shape as gateway.startupProbe. Empty by default.
   startupProbe: {}
+  # Same semantics as gateway.replicaCount.
+  replicaCount:
   hpa:
     enabled: false
     minReplicas: 1
diff --git a/litellm-proxy-extras/litellm_proxy_extras/migration_lock.py b/litellm-proxy-extras/litellm_proxy_extras/migration_lock.py
new file mode 100644
index 00000000000..e4ccbe585a9
--- /dev/null
+++ b/litellm-proxy-extras/litellm_proxy_extras/migration_lock.py
@@ -0,0 +1,89 @@
+import random
+import time
+from collections.abc import Generator, Mapping
+from contextlib import contextmanager
+from dataclasses import dataclass
+from typing import TYPE_CHECKING, Final
+from urllib.parse import parse_qsl, urlencode, urlsplit, urlunsplit
+
+from litellm_proxy_extras._logging import logger
+from litellm_proxy_extras.prisma_toolchain import MIGRATION_LOCK_TIMEOUT_ENV_VAR, migration_lock_timeout
+
+MIGRATION_LOCK_KEY: Final = int.from_bytes(b"llm_mig2", "big")
+
+if TYPE_CHECKING:
+    import psycopg
+
+
+def migration_environment(environment: Mapping[str, str]) -> Mapping[str, str]:
+    database_url: Final = environment.get("DATABASE_URL")
+    direct_url: Final = environment.get("DIRECT_URL")
+    if not database_url or not direct_url:
+        return environment
+    schema: Final = next((value for key, value in parse_qsl(urlsplit(database_url).query) if key == "schema"), "public")
+    direct: Final = urlsplit(direct_url)
+    parameters: Final = tuple((key, value) for key, value in parse_qsl(direct.query) if key != "schema")
+    return {
+        **environment,
+        "DATABASE_URL": urlunsplit(direct._replace(query=urlencode((*parameters, ("schema", schema))))),
+    }
+
+
+@dataclass(frozen=True, slots=True)
+class _LockResult:
+    acquired: bool
+
+
+def _try_lock(connection: "psycopg.Connection[tuple[object, ...]]", key: int = MIGRATION_LOCK_KEY) -> bool:
+    from psycopg.rows import class_row
+
+    with connection.cursor(row_factory=class_row(_LockResult)) as cursor:
+        row: Final = cursor.execute("SELECT pg_try_advisory_xact_lock(%s) AS acquired", (key,)).fetchone()
+    return row is not None and row.acquired
+
+
+@dataclass(frozen=True, slots=True)
+class MigrationCoordinator:
+    connection: "psycopg.Connection[tuple[object, ...]]"
+
+    def check_connection(self) -> None:
+        self.connection.execute("SELECT 1")
+
+    def acquire_prisma_lock(self) -> None:
+        deadline: Final = time.monotonic() + migration_lock_timeout()
+        while time.monotonic() < deadline:
+            if _try_lock(self.connection, 72707369):
+                return
+            time.sleep(min(random.uniform(0.5, 1.5), max(0.0, deadline - time.monotonic())))
+        raise RuntimeError(
+            "Timed out waiting for Prisma's lock to recover migration history. LiteLLM startup has stopped. "
+            "Another migration or a pooled database session may still hold the lock. Check the database lock holder. "
+            "When using a transaction pooler, configure DIRECT_URL to reach the same database without the pooler."
+        )
+
+
+@contextmanager
+def migration_lock(database_url: str) -> Generator[MigrationCoordinator, None, None]:
+    import psycopg
+
+    wait_seconds: Final = migration_lock_timeout()
+    deadline: Final = time.monotonic() + wait_seconds
+    try:
+        with psycopg.connect(database_url, connect_timeout=10, autocommit=True) as connection:
+            coordinator: Final = MigrationCoordinator(connection)
+            logger.info("Waiting for the v2 migration coordinator lock (up to %ss)", wait_seconds)
+            while time.monotonic() < deadline:
+                with connection.transaction():
+                    if _try_lock(connection):
+                        logger.info("Acquired the v2 migration coordinator lock")
+
+                        yield coordinator
+                        coordinator.check_connection()
+                        return
+                time.sleep(min(random.uniform(0.5, 1.5), max(0.0, deadline - time.monotonic())))
+    except psycopg.Error as exc:
+        raise RuntimeError(f"Lost or could not establish v2 migration coordination with the database: {exc}") from exc
+    raise RuntimeError(
+        f"Timed out waiting for another v2 migration resolver after {wait_seconds}s. "
+        f"Check the running migration or increase {MIGRATION_LOCK_TIMEOUT_ENV_VAR}."
+    )
diff --git a/litellm-proxy-extras/litellm_proxy_extras/migration_recovery.py b/litellm-proxy-extras/litellm_proxy_extras/migration_recovery.py
new file mode 100644
index 00000000000..9202317c776
--- /dev/null
+++ b/litellm-proxy-extras/litellm_proxy_extras/migration_recovery.py
@@ -0,0 +1,158 @@
+import hashlib
+import subprocess
+from collections.abc import Mapping
+from dataclasses import dataclass
+from pathlib import Path
+from typing import TYPE_CHECKING, Final
+from uuid import uuid4
+
+from litellm_proxy_extras import prisma_toolchain
+from litellm_proxy_extras._logging import logger
+from litellm_proxy_extras.migration_lock import MigrationCoordinator
+
+if TYPE_CHECKING:
+    import psycopg
+
+
+@dataclass(frozen=True, slots=True)
+class MigrationProgress:
+    checksum: str
+    applied_steps_count: int
+    logs: str
+    id: str = ""
+    finished: bool = False
+
+    def confirms_completion(self, script: bytes) -> bool:
+        return (
+            self.applied_steps_count == 1
+            and not self.logs.strip()
+            and self.checksum == hashlib.sha256(script).hexdigest()
+        )
+
+
+def _migration_records(
+    connection: "psycopg.Connection[tuple[object, ...]]", schema: str, migration: Path
+) -> tuple[MigrationProgress, ...]:
+    from psycopg import sql
+    from psycopg.rows import class_row
+
+    with connection.cursor(row_factory=class_row(MigrationProgress)) as cursor:
+        records: Final = cursor.execute(
+            sql.SQL(
+                "SELECT id, checksum, applied_steps_count, coalesce(logs, '') AS logs, "
+                "finished_at IS NOT NULL AS finished FROM {} "
+                "WHERE migration_name = %s AND rolled_back_at IS NULL"
+            ).format(sql.Identifier(schema, "_prisma_migrations")),
+            (migration.parent.name,),
+        ).fetchall()
+    return tuple(records)
+
+
+def recover_completed_migration(coordinator: MigrationCoordinator, schema: str, migration: Path) -> bool:
+    """Finish a proven successful row without erasing its durable completion evidence.
+
+    The caller commits this checkpoint before running another Prisma command.
+    """
+    from psycopg import sql
+
+    coordinator.acquire_prisma_lock()
+    records: Final = _migration_records(coordinator.connection, schema, migration)
+    unfinished: Final = tuple(record for record in records if not record.finished)
+    script: Final = migration.read_bytes()
+    if not unfinished:
+        return any(record.checksum == hashlib.sha256(script).hexdigest() for record in records)
+    if len(unfinished) != 1 or not unfinished[0].confirms_completion(script):
+        return False
+    progress: Final = unfinished[0]
+    result: Final = coordinator.connection.execute(
+        sql.SQL(
+            "UPDATE {} SET finished_at = current_timestamp "
+            "WHERE id = %s AND checksum = %s AND applied_steps_count = 1 "
+            "AND finished_at IS NULL AND rolled_back_at IS NULL AND coalesce(logs, '') = %s"
+        ).format(sql.Identifier(schema, "_prisma_migrations")),
+        (progress.id, progress.checksum, progress.logs),
+    )
+    if result.rowcount != 1:
+        raise RuntimeError("Could not complete the confirmed migration history row; retry startup.")
+    logger.info("Completed migration %s using its successful SQL step and matching checksum", migration.parent.name)
+    return True
+
+
+def migration_files(directory: Path) -> tuple[tuple[str, str], ...]:
+    return tuple(
+        (path.parent.name, hashlib.sha256(path.read_bytes()).hexdigest())
+        for path in sorted((directory / "migrations").glob("*/migration.sql"))
+    )
+
+
+def baseline_current_schema(
+    coordinator: MigrationCoordinator,
+    schema: str,
+    migrations_dir: Path,
+    prisma_command: str,
+    prisma_env: Mapping[str, str],
+) -> None:
+    from psycopg import sql
+
+    packaged_dir: Final = Path(__file__).parent
+    migrations: Final = migration_files(migrations_dir)
+    if (
+        not migrations
+        or migrations != migration_files(packaged_dir)
+        or (migrations_dir / "schema.prisma").read_bytes() != (packaged_dir / "schema.prisma").read_bytes()
+    ):
+        raise RuntimeError("Cannot automatically baseline an existing database with custom migration history.")
+
+    coordinator.acquire_prisma_lock()
+    existing: Final = coordinator.connection.execute(
+        "SELECT to_regclass(%s)", (sql.Identifier(schema, "_prisma_migrations").as_string(coordinator.connection),)
+    ).fetchone()
+    if existing is not None and existing[0] is not None:
+        return
+    try:
+        prisma_toolchain.run_prisma(
+            (
+                prisma_command,
+                "migrate",
+                "diff",
+                "--from-schema-datasource",
+                str(migrations_dir / "schema.prisma"),
+                "--to-schema-datamodel",
+                str(migrations_dir / "schema.prisma"),
+                "--exit-code",
+            ),
+            timeout=prisma_toolchain.prisma_command_timeout(),
+            env=prisma_env,
+        )
+    except (subprocess.CalledProcessError, subprocess.TimeoutExpired) as exc:
+        raise RuntimeError(
+            "Cannot automatically baseline this database: its schema has not been verified to match this build. "
+            "Establish the existing migration history before retrying. No schema reconciliation was performed. "
+            "If using a transaction pooler, configure DIRECT_URL to reach the same database without the pooler. "
+            f"Schema verification detail: {exc.stderr}"
+        ) from exc
+
+    coordinator.check_connection()
+    ledger: Final = sql.Identifier(schema, "_prisma_migrations")
+    coordinator.connection.execute(
+        sql.SQL(
+            "CREATE TABLE {} (id varchar(36) PRIMARY KEY NOT NULL, checksum varchar(64) NOT NULL, "
+            "finished_at timestamptz, migration_name varchar(255) NOT NULL, logs text, rolled_back_at timestamptz, "
+            "started_at timestamptz NOT NULL DEFAULT now(), applied_steps_count integer NOT NULL DEFAULT 0)"
+        ).format(ledger)
+    )
+    with coordinator.connection.cursor() as cursor:
+        cursor.executemany(
+            sql.SQL(
+                "INSERT INTO {} (id, checksum, migration_name, logs, started_at, finished_at) "
+                "VALUES (%s, %s, %s, '', current_timestamp, current_timestamp)"
+            ).format(ledger),
+            tuple((str(uuid4()), checksum, name) for name, checksum in migrations),
+        )
+    logger.warning(
+        "Legacy migration history was missing. The existing Prisma schema matches this build; "
+        "adopted %s packaged migrations as a baseline. No schema changes were applied, and "
+        "historical data backfills were not replayed or verified. Continuing startup; "
+        "review any feature-specific backfill requirements.",
+        len(migrations),
+    )
diff --git a/litellm-proxy-extras/litellm_proxy_extras/prisma_toolchain.py b/litellm-proxy-extras/litellm_proxy_extras/prisma_toolchain.py
index 9cd48fcf11a..07f83f76d2b 100644
--- a/litellm-proxy-extras/litellm_proxy_extras/prisma_toolchain.py
+++ b/litellm-proxy-extras/litellm_proxy_extras/prisma_toolchain.py
@@ -59,6 +59,7 @@ except ImportError:
 PRISMA_COMMAND_TIMEOUT_ENV_VAR = "LITELLM_PRISMA_COMMAND_TIMEOUT"
 PRISMA_BOOTSTRAP_TIMEOUT_ENV_VAR = "LITELLM_PRISMA_BOOTSTRAP_TIMEOUT"
 PRISMA_MIGRATE_DEPLOY_TIMEOUT_ENV_VAR = "LITELLM_PRISMA_MIGRATE_DEPLOY_TIMEOUT"
+MIGRATION_LOCK_TIMEOUT_ENV_VAR = "LITELLM_MIGRATION_LOCK_TIMEOUT"
 NODEENV_CACHE_DIR_ENV_VAR = "PRISMA_NODEENV_CACHE_DIR"
 
 DEFAULT_PRISMA_COMMAND_TIMEOUT = 60.0
@@ -106,6 +107,10 @@ def prisma_command_timeout() -> float:
     )
 
 
+def migration_lock_timeout() -> float:
+    return _timeout_from_env(MIGRATION_LOCK_TIMEOUT_ENV_VAR, 600.0)
+
+
 def prisma_bootstrap_timeout() -> float:
     """Seconds the one-time Node toolchain install may run for."""
     return _timeout_from_env(
diff --git a/litellm-proxy-extras/litellm_proxy_extras/utils.py b/litellm-proxy-extras/litellm_proxy_extras/utils.py
index 2145f891318..8a83c786e02 100644
--- a/litellm-proxy-extras/litellm_proxy_extras/utils.py
+++ b/litellm-proxy-extras/litellm_proxy_extras/utils.py
@@ -6,6 +6,7 @@ import shutil
 import subprocess
 import tempfile
 import time
+from collections.abc import Callable
 from dataclasses import dataclass, replace
 from pathlib import Path
 from typing import TYPE_CHECKING, Final, Optional
@@ -78,15 +79,10 @@ MAX_MIGRATE_DEPLOY_ATTEMPTS = 4
 
 @dataclass(frozen=True)
 class _MigrateAttemptBudget:
-    """Retries left, and the recoveries already run.
-
-    A recovery that lands something new costs nothing, so a database full of
-    objects `prisma db push` created works through them one per pass. Anything
-    that made no progress spends an attempt, so a stuck run still gives up.
-    """
+    """Independent bounds for failed attempts and Prisma lock contention."""
 
     attempts_left: int
-    recoveries: frozenset[str] = frozenset()
+    contention_seconds_left: float = 600.0
 
     @property
     def exhausted(self) -> bool:
@@ -99,10 +95,14 @@ class _MigrateAttemptBudget:
     def spend(self) -> "_MigrateAttemptBudget":
         return replace(self, attempts_left=self.attempts_left - 1)
 
-    def after_recovery(self, recovery: str) -> "_MigrateAttemptBudget":
-        if recovery in self.recoveries:
-            return self.spend()
-        return replace(self, recoveries=self.recoveries | {recovery})
+    def after_contention(self, elapsed: float) -> "_MigrateAttemptBudget":
+        remaining: Final = self.contention_seconds_left - elapsed
+        if remaining <= 0:
+            raise RuntimeError(
+                "Timed out waiting for Prisma's migration advisory lock. Check the running migration "
+                "or increase LITELLM_MIGRATION_LOCK_TIMEOUT."
+            )
+        return replace(self, contention_seconds_left=remaining)
 
 
 _SPEND_LOGS_ALTER_RE = re.compile(r'^ALTER\s+TABLE\s+"LiteLLM_SpendLogs"\s', re.IGNORECASE)
@@ -836,12 +836,51 @@ class ProxyExtrasDBManager:
 
     @staticmethod
     def _setup_database_v2(use_migrate: bool) -> bool:
+        if not use_migrate:
+            return ProxyExtrasDBManager._run_database_v2(False)
+        from litellm_proxy_extras.migration_lock import migration_environment, migration_lock
+        from litellm_proxy_extras.migration_recovery import baseline_current_schema, recover_completed_migration
+
+        database_url: Final = os.environ.get("DATABASE_URL")
+        if not database_url:
+            raise RuntimeError("DATABASE_URL is required for v2 migrations")
+        lock_url: Final = ProxyExtrasDBManager._strip_prisma_query_params(os.environ.get("DIRECT_URL") or database_url)
+        schema: Final = ProxyExtrasDBManager._prisma_schema_param(database_url) or "public"
+
+        def recover_completed(name: str) -> bool:
+            if Path(name).name != name or "\\" in name:
+                return False
+            migration: Final = Path(os.getcwd()) / "migrations" / name / "migration.sql"
+            if not migration.is_file():
+                return False
+            with migration_lock(lock_url) as coordinator:
+                return recover_completed_migration(coordinator, schema, migration)
+
+        def baseline_existing(migrations_dir: str) -> None:
+            with migration_lock(lock_url) as coordinator:
+                baseline_current_schema(
+                    coordinator,
+                    schema,
+                    Path(migrations_dir),
+                    _get_prisma_command(),
+                    migration_environment(_get_prisma_env()),
+                )
+
+        while not ProxyExtrasDBManager._run_database_v2(True, recover_completed, baseline_existing):
+            continue
+        return True
+
+    @staticmethod
+    def _run_database_v2(
+        use_migrate: bool,
+        recover_completed: Callable[[str], bool] = lambda name: False,
+        baseline_existing: "Callable[[str], None] | None" = None,
+    ) -> bool:
         """
         v2 migration resolver (opt-in via --use_v2_migration_resolver).
 
-        Runs `prisma migrate deploy` and handles standard recovery paths
-        (P3005 baseline, P3009/P3018 idempotent errors, deadlocks against a
-        concurrent migrate deploy). Critically, it does
+        Runs `prisma migrate deploy`, baselines verified existing schemas,
+        and recovers confirmed SQL completion or reported deadlocks. It does
         NOT call `_resolve_all_migrations` — the diff-and-force recovery that
         caused schema thrashing when two LiteLLM versions contended for the
         same DB during rolling deploys.
@@ -850,10 +889,9 @@ class ProxyExtrasDBManager:
         is logged as a warning, not a fatal error — users whose DBs got into
         weird shapes from the old thrashing should still be able to start.
 
-        The retry budget only counts attempts that made no progress: see
-        _MigrateAttemptBudget.
+        False requests a committed recovery checkpoint and another deploy
+        pass. True means every pending migration is complete.
         """
-        schema_path = ProxyExtrasDBManager._get_prisma_dir() + "/schema.prisma"
         migrations_dir = ProxyExtrasDBManager._get_prisma_dir()
 
         if not use_migrate:
@@ -886,14 +924,22 @@ class ProxyExtrasDBManager:
         original_dir = os.getcwd()
         os.chdir(migrations_dir)
         deploy_timeout = prisma_migrate_deploy_timeout()
-        budget = _MigrateAttemptBudget(attempts_left=MAX_MIGRATE_DEPLOY_ATTEMPTS)
+        from litellm_proxy_extras.migration_lock import migration_environment, migration_lock_timeout
+
+        migration_env: Final = migration_environment(_get_prisma_env())
+
+        budget = _MigrateAttemptBudget(
+            attempts_left=MAX_MIGRATE_DEPLOY_ATTEMPTS,
+            contention_seconds_left=migration_lock_timeout(),
+        )
         try:
             while not budget.exhausted:
+                attempt_started = time.monotonic()
                 try:
                     result = prisma_toolchain.run_prisma(
                         [_get_prisma_command(), "migrate", "deploy"],
                         timeout=deploy_timeout,
-                        env=_get_prisma_env(),
+                        env=migration_env,
                     )
                     logger.info(f"prisma migrate deploy stdout: {result.stdout}")
                     return True
@@ -909,8 +955,16 @@ class ProxyExtrasDBManager:
                     next_budget = budget.spend()
 
                 except subprocess.CalledProcessError as e:
+                    if "P3005" in (e.stderr or "") and baseline_existing is not None:
+                        baseline_existing(migrations_dir)
+                        return False
+                    failed_migration = ProxyExtrasDBManager._v2_failed_migration_name(e.stderr or "")
+                    if failed_migration and recover_completed(failed_migration):
+                        return False
                     next_budget = ProxyExtrasDBManager._budget_after_deploy_failure(
-                        e, budget, schema_path
+                        e,
+                        budget,
+                        time.monotonic() - attempt_started,
                     )
 
                 if next_budget.attempts_left < budget.attempts_left:
@@ -919,19 +973,41 @@ class ProxyExtrasDBManager:
 
             raise RuntimeError(
                 f"Database migration failed after {MAX_MIGRATE_DEPLOY_ATTEMPTS} "
-                "attempts that made no progress (timeouts, deadlock retries, or a "
-                "recovery that had already run once). Check database connectivity, "
+                "attempts that made no progress (timeouts or deadlock retries). Check database connectivity, "
                 "load, and _prisma_migrations ledger state, and raise "
                 f"{PRISMA_MIGRATE_DEPLOY_TIMEOUT_ENV_VAR} if the attempts timed out."
             )
         finally:
             os.chdir(original_dir)
 
+    @staticmethod
+    def _v2_failed_migration_name(stderr: str) -> "str | None":
+        if "P3009" in stderr:
+            match = re.search(r"`(\d+_[^`\r\n]+)`", stderr)
+            return match.group(1) if match else None
+        if "P3018" in stderr:
+            match = re.search(r"Migration name: (\d+_[^\r\n]+)", stderr)
+            return match.group(1) if match else None
+        return None
+
+    @staticmethod
+    def _v2_roll_back_migration_best_effort(migration_name: str) -> None:
+        from litellm_proxy_extras.migration_lock import migration_environment
+
+        try:
+            prisma_toolchain.run_prisma(
+                [_get_prisma_command(), "migrate", "resolve", "--rolled-back", migration_name],
+                timeout=prisma_command_timeout(),
+                env=migration_environment(_get_prisma_env()),
+            )
+        except (subprocess.CalledProcessError, subprocess.TimeoutExpired):
+            pass
+
     @staticmethod
     def _budget_after_deploy_failure(
         error: subprocess.CalledProcessError,
         budget: "_MigrateAttemptBudget",
-        schema_path: str,
+        attempt_seconds: float = 0.0,
     ) -> "_MigrateAttemptBudget":
         """Recover from one failed `prisma migrate deploy`, and price the pass.
 
@@ -940,37 +1016,35 @@ class ProxyExtrasDBManager:
         """
         stderr = error.stderr or ""
 
-        if "P3005" in stderr and "database schema is not empty" in stderr:
-            logger.info("Schema exists but no migrations ledger — creating baseline")
-            if ProxyExtrasDBManager._create_baseline_migration(schema_path):
-                return budget.after_recovery("baseline")
-            return budget.spend()
-
         if "P3009" in stderr:
-            migration_match = re.search(r"`(\d+_\S+?)`", stderr)
-            if migration_match and ProxyExtrasDBManager._is_idempotent_error(stderr):
-                name = migration_match.group(1)
-                logger.info(
-                    f"Migration {name} failed idempotently — marking applied and retrying"
-                )
-                ProxyExtrasDBManager._mark_migration_applied(name)
-                return budget.after_recovery(f"resolved:{name}")
-            if migration_match:
-                migration_name = migration_match.group(1)
+            migration_name = ProxyExtrasDBManager._v2_failed_migration_name(stderr)
+            if migration_name:
                 ledger_logs = ProxyExtrasDBManager._failed_migration_logs(migration_name)
-                if ledger_logs is not None and (
-                    ledger_logs == "" or _MIGRATION_DEADLOCK_MARKER in ledger_logs
-                ):
+                if ledger_logs and _MIGRATION_DEADLOCK_MARKER in ledger_logs:
                     logger.info(
                         "Migration %s failed in a concurrent migrate deploy "
                         "deadlock race, rolling its ledger row back and retrying",
                         migration_name,
                     )
-                    ProxyExtrasDBManager._roll_back_migration_best_effort(migration_name)
+                    ProxyExtrasDBManager._v2_roll_back_migration_best_effort(migration_name)
                     return budget.spend()
             raise RuntimeError(
-                "Database migration failed and cannot be auto-recovered. "
-                f"Manual intervention required.\n\nPrisma error:\n{stderr}"
+                "Migration completion could not be verified. LiteLLM startup has stopped.\n\n"
+                f"Prisma migration history (migration name and start time):\n{stderr}\n\n"
+                "A migration has a start record but no successful completion record. "
+                "LiteLLM cannot determine whether its SQL committed from this record alone. "
+                "Startup stopped to avoid repeating or skipping database changes.\n\n"
+                "Before resolving, stop other migration runners and inspect _prisma_migrations, "
+                "the named migration.sql from this build, database logs, and the actual database objects and data. "
+                "Use the same database and this build's schema and migration files for recovery:\n"
+                "- Only after verifying every migration change is present, run "
+                "prisma migrate resolve --applied <migration_name>, then retry startup.\n"
+                "- Only after verifying no migration changes remain (or fully undoing partial changes), run "
+                "prisma migrate resolve --rolled-back <migration_name>, then retry startup. "
+                "This command updates history; it does not undo SQL.\n"
+                "Replace <migration_name> with the reported name. If the outcome remains uncertain, "
+                "leave migration history unchanged and contact your database administrator. "
+                "Repeated restarts alone will not resolve this state."
             ) from error
 
         if "P3018" in stderr:
@@ -981,25 +1055,14 @@ class ProxyExtrasDBManager:
                     f"and retry.\n\nPrisma error:\n{stderr}"
                 ) from error
 
-            migration_match = re.search(r"Migration name: (\d+_\S+)", stderr)
-            if migration_match and ProxyExtrasDBManager._is_idempotent_error(stderr):
-                name = migration_match.group(1)
+            migration_name = ProxyExtrasDBManager._v2_failed_migration_name(stderr)
+            if migration_name and _MIGRATION_DEADLOCK_MARKER in stderr:
                 logger.info(
-                    f"Migration {name} SQL hit idempotent error — marking applied and retrying"
-                )
-                ProxyExtrasDBManager._mark_migration_applied(name)
-                return budget.after_recovery(f"resolved:{name}")
-
-            if migration_match and _MIGRATION_DEADLOCK_MARKER in stderr:
-                logger.info(
-                    "Migration %s deadlocked against a concurrent "
-                    "migrate deploy, rolling its ledger row back "
-                    "and retrying",
-                    migration_match.group(1),
-                )
-                ProxyExtrasDBManager._roll_back_migration_best_effort(
-                    migration_match.group(1)
+                    "Migration %s deadlocked against a concurrent migrate deploy, "
+                    "rolling its ledger row back and retrying",
+                    migration_name,
                 )
+                ProxyExtrasDBManager._v2_roll_back_migration_best_effort(migration_name)
                 return budget.spend()
 
             raise RuntimeError(
@@ -1009,19 +1072,17 @@ class ProxyExtrasDBManager:
 
         if _MIGRATION_DEADLOCK_MARKER in stderr:
             logger.info(
-                "prisma migrate deploy attempt %s deadlocked against "
-                "a concurrent migrate deploy, retrying",
+                "prisma migrate deploy attempt %s deadlocked against a concurrent migrate deploy, retrying",
                 budget.attempt_number,
             )
             return budget.spend()
 
         if "P1002" in stderr and "advisory lock" in stderr:
             logger.info(
-                "prisma migrate deploy attempt %s timed out waiting for "
-                "the advisory lock a concurrent migrate deploy holds, retrying",
-                budget.attempt_number,
+                "Waiting for the advisory lock held by another Prisma migration; "
+                "contention does not spend a migration failure attempt"
             )
-            return budget.spend()
+            return budget.after_contention(attempt_seconds)
 
         raise RuntimeError(
             "Database migration failed and cannot be auto-recovered. "
diff --git a/litellm-proxy-extras/tests/test_setup_database_fail_fast.py b/litellm-proxy-extras/tests/test_setup_database_fail_fast.py
index 040d67d25e4..832075f6fbe 100644
--- a/litellm-proxy-extras/tests/test_setup_database_fail_fast.py
+++ b/litellm-proxy-extras/tests/test_setup_database_fail_fast.py
@@ -6,7 +6,8 @@ The v2 resolver is opt-in via `--use_v2_migration_resolver` / the
 """
 
 import subprocess
-from unittest.mock import patch
+from types import SimpleNamespace
+from unittest.mock import MagicMock, Mock, patch
 
 import pytest
 
@@ -31,12 +32,7 @@ def _fake_migrate_deploy_failure(returncode: int, stderr: str):
 
 def test_v2_p3018_permission_error_raises_runtime_error(monkeypatch, tmp_path):
     """v2: a permission failure during migrate deploy raises RuntimeError."""
-    monkeypatch.setenv("DATABASE_URL", "postgresql://u:p@localhost:9/x")
-    monkeypatch.setattr(
-        ProxyExtrasDBManager, "_warn_if_db_ahead_of_head", lambda _: None
-    )
-    monkeypatch.setattr(ProxyExtrasDBManager, "_get_prisma_dir", lambda: str(tmp_path))
-    (tmp_path / "schema.prisma").write_text("// stub")
+    _stub_v2_env(monkeypatch, tmp_path)
 
     stderr = (
         "Error: P3018\nMigration name: 20250326162113_baseline\n"
@@ -49,19 +45,14 @@ def test_v2_p3018_permission_error_raises_runtime_error(monkeypatch, tmp_path):
 
 def test_v2_non_idempotent_p3009_raises_runtime_error(monkeypatch, tmp_path):
     """v2: a non-idempotent migration failure raises (no silent recovery)."""
-    monkeypatch.setenv("DATABASE_URL", "postgresql://u:p@localhost:9/x")
-    monkeypatch.setattr(
-        ProxyExtrasDBManager, "_warn_if_db_ahead_of_head", lambda _: None
-    )
-    monkeypatch.setattr(ProxyExtrasDBManager, "_get_prisma_dir", lambda: str(tmp_path))
-    (tmp_path / "schema.prisma").write_text("// stub")
+    _stub_v2_env(monkeypatch, tmp_path)
 
     stderr = (
         "Error: P3009\nMigration `20260101000000_genuinely_broken` failed\n"
         'Reason: syntax error at or near "BRKN" LINE 42'
     )
     with patch("litellm_proxy_extras.prisma_toolchain.run_prisma", side_effect=_fake_migrate_deploy_failure(1, stderr)):
-        with pytest.raises(RuntimeError, match="cannot be auto-recovered"):
+        with pytest.raises(RuntimeError, match="Migration completion could not be verified"):
             ProxyExtrasDBManager.setup_database(use_migrate=True, use_v2_resolver=True)
 
 
@@ -135,8 +126,7 @@ def test_v1_default_still_calls_resolve_all_migrations(monkeypatch, tmp_path):
 def test_v2_db_push_wraps_subprocess_error_as_runtime_error(monkeypatch, tmp_path):
     """v2: a failing `prisma db push` must raise RuntimeError, not leak
     CalledProcessError past proxy_cli.py's `except RuntimeError`."""
-    monkeypatch.setattr(ProxyExtrasDBManager, "_get_prisma_dir", lambda: str(tmp_path))
-    (tmp_path / "schema.prisma").write_text("// stub")
+    monkeypatch.setenv("LITELLM_MIGRATION_DIR", str(tmp_path))
 
     stderr = "db push error"
     with patch("litellm_proxy_extras.prisma_toolchain.run_prisma", side_effect=_fake_migrate_deploy_failure(1, stderr)):
@@ -153,8 +143,7 @@ def test_v2_warn_ahead_of_head_swallows_db_errors(monkeypatch, tmp_path):
     import psycopg
 
     monkeypatch.setenv("DATABASE_URL", "postgresql://u:p@localhost:9/x")
-    monkeypatch.setattr(ProxyExtrasDBManager, "_get_prisma_dir", lambda: str(tmp_path))
-    (tmp_path / "schema.prisma").write_text("// stub")
+    monkeypatch.setenv("LITELLM_MIGRATION_DIR", str(tmp_path))
 
     class _FakeConn:
         def __enter__(self):
@@ -176,70 +165,28 @@ def test_v2_warn_ahead_of_head_swallows_db_errors(monkeypatch, tmp_path):
     ProxyExtrasDBManager._warn_if_db_ahead_of_head(str(tmp_path))
 
 
-def test_v2_resolve_specific_migration_failure_raises_runtime_error(
-    monkeypatch, tmp_path
-):
-    """If marking a migration as applied fails inside P3009 idempotent
-    recovery, the subprocess error must be re-raised as RuntimeError so
-    proxy_cli.py catches it cleanly (instead of leaking CalledProcessError)."""
-    monkeypatch.setattr(
-        ProxyExtrasDBManager, "_warn_if_db_ahead_of_head", lambda _: None
-    )
-    monkeypatch.setattr(ProxyExtrasDBManager, "_get_prisma_dir", lambda: str(tmp_path))
-    (tmp_path / "schema.prisma").write_text("// stub")
-    monkeypatch.setattr(
-        ProxyExtrasDBManager, "_roll_back_migration", lambda *a, **kw: None
-    )
-
-    # First call: migrate deploy -> P3009 idempotent error.
-    # Recovery path tries _resolve_specific_migration; that also raises.
-    def _failing_resolve(*a, **kw):
-        raise subprocess.CalledProcessError(
-            returncode=1,
-            cmd="prisma migrate resolve --applied",
-            stderr="resolve failed",
-            output="",
-        )
-
-    monkeypatch.setattr(
-        ProxyExtrasDBManager, "_resolve_specific_migration", _failing_resolve
-    )
-
-    stderr = (
-        "Error: P3009\nMigration `20260101000000_some_migration` failed\n"
-        "relation already exists"
-    )
-    with patch("litellm_proxy_extras.prisma_toolchain.run_prisma", side_effect=_fake_migrate_deploy_failure(1, stderr)):
-        with pytest.raises(
-            RuntimeError, match="Failed to mark migration .* as applied"
-        ):
+def test_v2_duplicate_object_p3009_is_not_marked_applied(monkeypatch, tmp_path):
+    _stub_v2_env(monkeypatch, tmp_path, ledger_logs="relation already exists")
+    stderr = "Error: P3009\nMigration `20260101000000_some_migration` failed\nrelation already exists"
+    with patch(
+        "litellm_proxy_extras.prisma_toolchain.run_prisma", side_effect=_fake_migrate_deploy_failure(1, stderr)
+    ) as run:
+        with pytest.raises(RuntimeError, match="Migration completion could not be verified"):
             ProxyExtrasDBManager.setup_database(use_migrate=True, use_v2_resolver=True)
+    assert tuple(call.args[0][1:] for call in run.call_args_list if "migrate" in call.args[0]) == (
+        ["migrate", "deploy"],
+    )
 
 
 def test_v2_does_not_call_resolve_all_migrations(monkeypatch, tmp_path):
-    """v2 must never call _resolve_all_migrations — that's the bug it fixes."""
-    monkeypatch.setattr(
-        ProxyExtrasDBManager, "_warn_if_db_ahead_of_head", lambda _: None
+    _stub_v2_env(monkeypatch, tmp_path)
+    run = Mock(side_effect=_succeed_after(0, ""))
+    monkeypatch.setattr("litellm_proxy_extras.prisma_toolchain.run_prisma", run)
+
+    assert ProxyExtrasDBManager.setup_database(use_migrate=True, use_v2_resolver=True) is True
+    assert tuple(call.args[0][1:] for call in run.call_args_list if "migrate" in call.args[0]) == (
+        ["migrate", "deploy"],
     )
-    monkeypatch.setattr(ProxyExtrasDBManager, "_get_prisma_dir", lambda: str(tmp_path))
-    (tmp_path / "schema.prisma").write_text("// stub")
-
-    class FakeResult:
-        stdout = "Applied migration.\n"
-        stderr = ""
-
-    monkeypatch.setattr("litellm_proxy_extras.prisma_toolchain.run_prisma", lambda *a, **kw: FakeResult())
-
-    resolve_called = {"n": 0}
-    monkeypatch.setattr(
-        ProxyExtrasDBManager,
-        "_resolve_all_migrations",
-        lambda *a, **kw: resolve_called.__setitem__("n", resolve_called["n"] + 1),
-    )
-
-    ok = ProxyExtrasDBManager.setup_database(use_migrate=True, use_v2_resolver=True)
-    assert ok is True
-    assert resolve_called["n"] == 0, "v2 must not invoke the diff-and-force recovery"
 
 
 _DEADLOCK_P3018_STDERR = (
@@ -250,14 +197,34 @@ _DEADLOCK_P3018_STDERR = (
 )
 
 
-def _stub_v2_env(monkeypatch, tmp_path):
+def _stub_v2_env(monkeypatch, tmp_path, ledger_logs=""):
+    import psycopg
+
     monkeypatch.setenv("DATABASE_URL", "postgresql://u:p@localhost:9/x")
-    monkeypatch.setattr(
-        ProxyExtrasDBManager, "_warn_if_db_ahead_of_head", lambda _: None
-    )
-    monkeypatch.setattr(ProxyExtrasDBManager, "_get_prisma_dir", lambda: str(tmp_path))
-    (tmp_path / "schema.prisma").write_text("// stub")
+    monkeypatch.delenv("DIRECT_URL", raising=False)
+    monkeypatch.setenv("LITELLM_MIGRATION_DIR", str(tmp_path))
     monkeypatch.setattr("time.sleep", lambda _: None)
+    connection = MagicMock()
+    connection.__enter__.return_value = connection
+    cursor = connection.cursor.return_value.__enter__.return_value
+    cursor.execute.return_value = cursor
+    cursor.fetchone.return_value = SimpleNamespace(acquired=True)
+    cursor.fetchall.return_value = []
+    empty = MagicMock()
+    empty.fetchall.return_value = []
+    empty.fetchone.return_value = None
+    ledger = MagicMock()
+    ledger.fetchone.return_value = (ledger_logs,)
+
+    def execute(query, *args, **kwargs):
+        if "SELECT logs FROM" in str(query):
+            if ledger_logs is None:
+                raise psycopg.OperationalError("ledger is unavailable")
+            return ledger
+        return empty
+
+    connection.execute.side_effect = execute
+    monkeypatch.setattr("psycopg.connect", lambda *args, **kwargs: connection)
 
 
 def _succeed_after(failures: int, stderr: str):
@@ -272,9 +239,7 @@ def _succeed_after(failures: int, stderr: str):
             return _OkResult()
         calls["n"] += 1
         if calls["n"] <= failures:
-            raise subprocess.CalledProcessError(
-                returncode=1, cmd=args[0], stderr=stderr, output=""
-            )
+            raise subprocess.CalledProcessError(returncode=1, cmd=args[0], stderr=stderr, output="")
         return _OkResult()
 
     return _run
@@ -285,28 +250,21 @@ def test_v2_p3018_deadlock_rolls_back_and_retries(monkeypatch, tmp_path):
     instance rolls the ledger row back and retries instead of dying."""
     _stub_v2_env(monkeypatch, tmp_path)
 
-    rolled_back = []
-    monkeypatch.setattr(
-        ProxyExtrasDBManager,
-        "_roll_back_migration",
-        lambda name: rolled_back.append(name),
-    )
-    monkeypatch.setattr(
-        ProxyExtrasDBManager,
-        "_resolve_specific_migration",
-        lambda name: pytest.fail("a deadlocked migration must never be marked applied"),
-    )
-    monkeypatch.setattr("litellm_proxy_extras.prisma_toolchain.run_prisma", _succeed_after(1, _DEADLOCK_P3018_STDERR))
+    run = Mock(side_effect=_succeed_after(1, _DEADLOCK_P3018_STDERR))
+    monkeypatch.setattr("litellm_proxy_extras.prisma_toolchain.run_prisma", run)
 
     ok = ProxyExtrasDBManager.setup_database(use_migrate=True, use_v2_resolver=True)
     assert ok is True
-    assert rolled_back == ["20260415120000_health_check_latest_per_model_index"]
+    assert tuple(call.args[0][1:] for call in run.call_args_list if "migrate" in call.args[0]) == (
+        ["migrate", "deploy"],
+        ["migrate", "resolve", "--rolled-back", "20260415120000_health_check_latest_per_model_index"],
+        ["migrate", "deploy"],
+    )
 
 
 def test_v2_p3018_persistent_deadlock_exhausts_attempts(monkeypatch, tmp_path):
     """v2: a deadlock on every attempt still fails after the retry budget."""
     _stub_v2_env(monkeypatch, tmp_path)
-    monkeypatch.setattr(ProxyExtrasDBManager, "_roll_back_migration", lambda name: None)
 
     with patch(
         "litellm_proxy_extras.prisma_toolchain.run_prisma",
@@ -319,7 +277,7 @@ def test_v2_p3018_persistent_deadlock_exhausts_attempts(monkeypatch, tmp_path):
 def test_v2_p3009_deadlocked_ledger_row_rolls_back_and_retries(monkeypatch, tmp_path):
     """v2: the surviving instance sees the victim's failed ledger row as P3009.
     When that row's logs show a deadlock, roll it back and retry."""
-    _stub_v2_env(monkeypatch, tmp_path)
+    _stub_v2_env(monkeypatch, tmp_path, ledger_logs="ERROR: deadlock detected\nDETAIL: Process 72 waits for ShareLock")
 
     stderr = (
         "Error: P3009\n"
@@ -327,61 +285,39 @@ def test_v2_p3009_deadlocked_ledger_row_rolls_back_and_retries(monkeypatch, tmp_
         "The `20260415120000_health_check_latest_per_model_index` migration "
         "started at 2026-09-01 18:46:13 UTC failed"
     )
-    monkeypatch.setattr(
-        ProxyExtrasDBManager,
-        "_failed_migration_logs",
-        lambda name: "ERROR: deadlock detected\nDETAIL: Process 72 waits for ShareLock",
-    )
-    rolled_back = []
-    monkeypatch.setattr(
-        ProxyExtrasDBManager,
-        "_roll_back_migration",
-        lambda name: rolled_back.append(name),
-    )
-    monkeypatch.setattr(
-        ProxyExtrasDBManager,
-        "_resolve_specific_migration",
-        lambda name: pytest.fail("a deadlocked migration must never be marked applied"),
-    )
-    monkeypatch.setattr("litellm_proxy_extras.prisma_toolchain.run_prisma", _succeed_after(1, stderr))
+    run = Mock(side_effect=_succeed_after(1, stderr))
+    monkeypatch.setattr("litellm_proxy_extras.prisma_toolchain.run_prisma", run)
 
     ok = ProxyExtrasDBManager.setup_database(use_migrate=True, use_v2_resolver=True)
     assert ok is True
-    assert rolled_back == ["20260415120000_health_check_latest_per_model_index"]
+    assert tuple(call.args[0][1:] for call in run.call_args_list if "migrate" in call.args[0]) == (
+        ["migrate", "deploy"],
+        ["migrate", "resolve", "--rolled-back", "20260415120000_health_check_latest_per_model_index"],
+        ["migrate", "deploy"],
+    )
 
 
-def test_v2_p3009_empty_ledger_logs_rolls_back_and_retries(monkeypatch, tmp_path):
-    """v2: empty failed ledger logs mean a concurrent deploy moved it on."""
+def test_v2_p3009_empty_ledger_logs_do_not_prove_completion(monkeypatch, tmp_path):
     _stub_v2_env(monkeypatch, tmp_path)
-
     stderr = (
         "Error: P3009\n"
         "migrate found failed migrations in the target database\n"
         "The `20260415120000_health_check_latest_per_model_index` migration "
         "started at 2026-09-01 18:46:13 UTC failed"
     )
-    monkeypatch.setattr(ProxyExtrasDBManager, "_failed_migration_logs", lambda name: "")
-    rolled_back = []
-    monkeypatch.setattr(
-        ProxyExtrasDBManager,
-        "_roll_back_migration",
-        lambda name: rolled_back.append(name),
+    with patch(
+        "litellm_proxy_extras.prisma_toolchain.run_prisma", side_effect=_fake_migrate_deploy_failure(1, stderr)
+    ) as run:
+        with pytest.raises(RuntimeError, match="Migration completion could not be verified"):
+            ProxyExtrasDBManager.setup_database(use_migrate=True, use_v2_resolver=True)
+    assert tuple(call.args[0][1:] for call in run.call_args_list if "migrate" in call.args[0]) == (
+        ["migrate", "deploy"],
     )
-    monkeypatch.setattr(
-        ProxyExtrasDBManager,
-        "_resolve_specific_migration",
-        lambda name: pytest.fail("a deadlocked migration must never be marked applied"),
-    )
-    monkeypatch.setattr("litellm_proxy_extras.prisma_toolchain.run_prisma", _succeed_after(1, stderr))
-
-    ok = ProxyExtrasDBManager.setup_database(use_migrate=True, use_v2_resolver=True)
-    assert ok is True
-    assert rolled_back == ["20260415120000_health_check_latest_per_model_index"]
 
 
 def test_v2_p3009_unreadable_ledger_still_raises(monkeypatch, tmp_path):
     """v2: an unreadable ledger cannot establish that P3009 was a deadlock."""
-    _stub_v2_env(monkeypatch, tmp_path)
+    _stub_v2_env(monkeypatch, tmp_path, ledger_logs=None)
 
     stderr = (
         "Error: P3009\n"
@@ -389,21 +325,15 @@ def test_v2_p3009_unreadable_ledger_still_raises(monkeypatch, tmp_path):
         "The `20260415120000_health_check_latest_per_model_index` migration "
         "started at 2026-09-01 18:46:13 UTC failed"
     )
-    monkeypatch.setattr(ProxyExtrasDBManager, "_failed_migration_logs", lambda name: None)
-    monkeypatch.setattr(
-        ProxyExtrasDBManager,
-        "_roll_back_migration",
-        lambda name: pytest.fail("an unreadable ledger must not trigger a retry"),
-    )
     monkeypatch.setattr("litellm_proxy_extras.prisma_toolchain.run_prisma", _succeed_after(1, stderr))
 
-    with pytest.raises(RuntimeError, match="cannot be auto-recovered"):
+    with pytest.raises(RuntimeError, match="Migration completion could not be verified"):
         ProxyExtrasDBManager.setup_database(use_migrate=True, use_v2_resolver=True)
 
 
 def test_v2_p3009_non_deadlock_ledger_row_still_raises(monkeypatch, tmp_path):
     """v2: a failed ledger row whose logs show a real SQL error stays fatal."""
-    _stub_v2_env(monkeypatch, tmp_path)
+    _stub_v2_env(monkeypatch, tmp_path, ledger_logs='ERROR: syntax error at or near "BRKN"')
 
     stderr = (
         "Error: P3009\n"
@@ -411,14 +341,9 @@ def test_v2_p3009_non_deadlock_ledger_row_still_raises(monkeypatch, tmp_path):
         "The `20260101000000_genuinely_broken` migration started at "
         "2026-09-01 18:46:13 UTC failed"
     )
-    monkeypatch.setattr(
-        ProxyExtrasDBManager,
-        "_failed_migration_logs",
-        lambda name: 'ERROR: syntax error at or near "BRKN"',
-    )
 
     with patch("litellm_proxy_extras.prisma_toolchain.run_prisma", side_effect=_fake_migrate_deploy_failure(1, stderr)):
-        with pytest.raises(RuntimeError, match="cannot be auto-recovered"):
+        with pytest.raises(RuntimeError, match="Migration completion could not be verified"):
             ProxyExtrasDBManager.setup_database(use_migrate=True, use_v2_resolver=True)
 
 
diff --git a/litellm-rust/Cargo.lock b/litellm-rust/Cargo.lock
index ebab2a118fc..8c35a0be0b4 100644
--- a/litellm-rust/Cargo.lock
+++ b/litellm-rust/Cargo.lock
@@ -61,6 +61,12 @@ version = "1.0.14"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "940b3a0ca603d1eade50a4846a2afffd5ef57a9feac2c0e2ec2e14f9ead76000"
 
+[[package]]
+name = "anyhow"
+version = "1.0.104"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "330a5ed07fa54e4702c9d6c4174f74427fc0ef6e214bbd677ae50a5099946470"
+
 [[package]]
 name = "arc-swap"
 version = "1.9.2"
@@ -76,6 +82,16 @@ version = "1.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "03918c3dbd7701a85c6b9887732e2921175f26c350b4563841d0958c21d57e6d"
 
+[[package]]
+name = "assert-json-diff"
+version = "2.0.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "47e4f2b81832e72834d7518d8487a0396a28cc408186a2e8854c0f98011faf12"
+dependencies = [
+ "serde",
+ "serde_json",
+]
+
 [[package]]
 name = "async-compression"
 version = "0.4.46"
@@ -185,9 +201,9 @@ dependencies = [
 
 [[package]]
 name = "aws-runtime"
-version = "1.8.1"
+version = "1.9.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7816e98ee912159f45d307e5ee6bfea4a335a55aee15f7f3e32f81a6f3000f1d"
+checksum = "25b43ad47adc2517efe3d706559d94b97e50e80e0321b3cadbc9f77cee88adcd"
 dependencies = [
  "aws-credential-types",
  "aws-sigv4",
@@ -208,6 +224,58 @@ dependencies = [
  "uuid",
 ]
 
+[[package]]
+name = "aws-sdk-kms"
+version = "1.120.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d6b0fe38fee2ba5b6cd24d32d08365b314ae1adea123649e061a7eb6300b6f5b"
+dependencies = [
+ "arc-swap",
+ "aws-credential-types",
+ "aws-runtime",
+ "aws-smithy-async",
+ "aws-smithy-http",
+ "aws-smithy-json",
+ "aws-smithy-observability",
+ "aws-smithy-runtime",
+ "aws-smithy-runtime-api",
+ "aws-smithy-schema",
+ "aws-smithy-types",
+ "aws-types",
+ "bytes",
+ "fastrand",
+ "http 0.2.12",
+ "http 1.4.2",
+ "regex-lite",
+ "tracing",
+]
+
+[[package]]
+name = "aws-sdk-secretsmanager"
+version = "1.117.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2d32d781b34ab083e0dc54b4c68fc5e89ddf35e97d97bdcb9386d21325c14767"
+dependencies = [
+ "arc-swap",
+ "aws-credential-types",
+ "aws-runtime",
+ "aws-smithy-async",
+ "aws-smithy-http",
+ "aws-smithy-json",
+ "aws-smithy-observability",
+ "aws-smithy-runtime",
+ "aws-smithy-runtime-api",
+ "aws-smithy-schema",
+ "aws-smithy-types",
+ "aws-types",
+ "bytes",
+ "fastrand",
+ "http 0.2.12",
+ "http 1.4.2",
+ "regex-lite",
+ "tracing",
+]
+
 [[package]]
 name = "aws-sdk-sts"
 version = "1.108.0"
@@ -237,9 +305,9 @@ dependencies = [
 
 [[package]]
 name = "aws-sigv4"
-version = "1.5.1"
+version = "1.5.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "723c2234ad7511ceef63eab016b7ba6ff7c55590fefb96fa8467af014a07309f"
+checksum = "31d955e76ff96acd555bf06fa0fa6d5bf9335fa84ae7c64481b20ae61d231f70"
 dependencies = [
  "aws-credential-types",
  "aws-smithy-http",
@@ -302,9 +370,9 @@ dependencies = [
 
 [[package]]
 name = "aws-smithy-http-client"
-version = "1.2.0"
+version = "1.4.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "635d23afda0a6ab48d666c4d447c4873e8d1e83518a2be2093122397e50b838e"
+checksum = "7bd25384a4e437aa8d8f339afad4b69e786b936a7cb10db668a7aaf66717b1a8"
 dependencies = [
  "aws-smithy-async",
  "aws-smithy-runtime-api",
@@ -332,9 +400,9 @@ dependencies = [
 
 [[package]]
 name = "aws-smithy-json"
-version = "0.63.0"
+version = "0.63.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3dc65a121adb4b33729919fcfa14fa36fb33c1555a8f06bb0e2188dbfdc1d9ef"
+checksum = "3385d469edbe8b60cc72002784652b5efca39178192aa9cc4b44c9875c6bdc18"
 dependencies = [
  "aws-smithy-runtime-api",
  "aws-smithy-schema",
@@ -362,9 +430,9 @@ dependencies = [
 
 [[package]]
 name = "aws-smithy-runtime"
-version = "1.12.0"
+version = "1.14.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bea94a9ff8464016338c851e24b472d7131c388c88898a502e781815b2ee6045"
+checksum = "3296253d3a91b3f938a3f2bcce4daebadcb4aa4228153fcec90f9d23532b4484"
 dependencies = [
  "aws-smithy-async",
  "aws-smithy-http",
@@ -388,9 +456,9 @@ dependencies = [
 
 [[package]]
 name = "aws-smithy-runtime-api"
-version = "1.13.0"
+version = "1.16.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "22ed1ebe6e0a95ea84570225f5a8208dec4b8f77e61a9b0d6f51773fcb4612f0"
+checksum = "6d881a7b7ad179fd6611680c9de89f716fb00ab40299a9a7b8c6913e8f7511a8"
 dependencies = [
  "aws-smithy-async",
  "aws-smithy-runtime-api-macros",
@@ -417,9 +485,9 @@ dependencies = [
 
 [[package]]
 name = "aws-smithy-schema"
-version = "0.2.0"
+version = "0.2.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7d56e0a4e53127a632224e43633b0fe045fa9e1e3cfc68b9830f1115e103f910"
+checksum = "e8f395d93304280b64b7632fea798d177e74897fe7f063416ce627cd6fa24829"
 dependencies = [
  "aws-smithy-runtime-api",
  "aws-smithy-types",
@@ -428,9 +496,9 @@ dependencies = [
 
 [[package]]
 name = "aws-smithy-types"
-version = "1.6.1"
+version = "1.6.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d6dc683efb34b9e755675b37fedbe0103141e5b6df7bdc9eb6967756a8c167d8"
+checksum = "0b791f3ac597193fe1d08b82366986eb1f5bc31f2ac6c194c0855276116c76cd"
 dependencies = [
  "base64-simd",
  "bytes",
@@ -466,9 +534,9 @@ dependencies = [
 
 [[package]]
 name = "aws-types"
-version = "1.4.0"
+version = "1.6.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e957a6c6dbce82b7a91f44231c09273159703769f447cbe85e854dfe9cf67f86"
+checksum = "209f3a6d82a6e9e5f94abbed94c7a26e1c052341002bf57a5fb5481f625896fc"
 dependencies = [
  "aws-credential-types",
  "aws-smithy-async",
@@ -574,6 +642,12 @@ version = "0.8.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "5e764a1d40d510daf35e07be9eb06e75770908c27d411ee6c92109c9840eaaf7"
 
+[[package]]
+name = "bitflags"
+version = "1.3.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "bef38d45163c2f1dde094a7dfd33ccf595c92905c8f8f4fdc18d06fb1037718a"
+
 [[package]]
 name = "bitflags"
 version = "2.13.1"
@@ -598,6 +672,17 @@ dependencies = [
  "hybrid-array",
 ]
 
+[[package]]
+name = "bstr"
+version = "1.13.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6bb31b46c14244e20ee9984b11bf5c992b91fb6939fea616e3512c8baecdbe5f"
+dependencies = [
+ "memchr",
+ "regex-automata",
+ "serde_core",
+]
+
 [[package]]
 name = "bumpalo"
 version = "3.20.3"
@@ -615,6 +700,9 @@ name = "bytes"
 version = "1.12.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "fc652a48c352aef3ea3aed32080501cf3ef6ed5da78602a020c991775b0aff04"
+dependencies = [
+ "serde",
+]
 
 [[package]]
 name = "bytes-utils"
@@ -1048,6 +1136,55 @@ version = "0.3.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "be1e0bca6c3637f992fc1cc7cbc52a78c1ef6db076dbf1059c4323d6a2048376"
 
+[[package]]
+name = "deadpool"
+version = "0.12.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0be2b1d1d6ec8d846f05e137292d0b89133caf95ef33695424c09568bdd39b1b"
+dependencies = [
+ "deadpool-runtime",
+ "lazy_static",
+ "num_cpus",
+ "tokio",
+]
+
+[[package]]
+name = "deadpool-runtime"
+version = "0.1.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "092966b41edc516079bdf31ec78a2e0588d1d0c08f78b91d8307215928642b2b"
+
+[[package]]
+name = "defmt"
+version = "1.1.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e2953bfe4f93bbd20cc71198842756f77d161884c99ebbabc41d80231ded88d1"
+dependencies = [
+ "bitflags 1.3.2",
+ "defmt-macros",
+]
+
+[[package]]
+name = "defmt-macros"
+version = "1.1.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "bad9c72e7ca2137e0dc3813245a0d282fd6daad32fd800af018306a9169b5fe8"
+dependencies = [
+ "defmt-parser",
+ "proc-macro2",
+ "quote",
+ "syn 2.0.119",
+]
+
+[[package]]
+name = "defmt-parser"
+version = "1.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "10d60334b3b2e7c9d91ef8150abfb6fa4c1c39ebbcf4a81c2e346aad939fee3e"
+dependencies = [
+ "thiserror 2.0.19",
+]
+
 [[package]]
 name = "deranged"
 version = "0.5.8"
@@ -1181,6 +1318,17 @@ dependencies = [
  "pin-project-lite",
 ]
 
+[[package]]
+name = "fancy-regex"
+version = "0.17.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "72cf461f865c862bb7dc573f643dd6a2b6842f7c30b07882b56bd148cc2761b8"
+dependencies = [
+ "bit-set",
+ "regex-automata",
+ "regex-syntax",
+]
+
 [[package]]
 name = "fancy-regex"
 version = "0.19.2"
@@ -1412,6 +1560,224 @@ version = "0.3.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "e4eba85ea1d0a966a983acd07deee566e67395d2d96b6fb39e62b5a833f1eb0b"
 
+[[package]]
+name = "google-cloud-auth"
+version = "1.16.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ff461519b1a948200f163574be072753bcfb462a323f0eb426629d89872dd685"
+dependencies = [
+ "async-trait",
+ "base64 0.23.1",
+ "bytes",
+ "google-cloud-gax",
+ "hex",
+ "hmac",
+ "http 1.4.2",
+ "jiff",
+ "reqwest 0.13.5",
+ "rustc_version",
+ "rustls 0.23.42",
+ "rustls-pki-types",
+ "serde",
+ "serde_json",
+ "sha2 0.11.0",
+ "thiserror 2.0.19",
+ "time",
+ "tokio",
+ "url",
+]
+
+[[package]]
+name = "google-cloud-gax"
+version = "1.14.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c5615cff28ee59cfe52fbb4c11b8b1e77f650296e2ea4f4c2b7757ac6b19e752"
+dependencies = [
+ "bytes",
+ "futures",
+ "google-cloud-rpc",
+ "google-cloud-wkt",
+ "http 1.4.2",
+ "pin-project",
+ "rand 0.10.2",
+ "serde",
+ "serde_json",
+ "thiserror 2.0.19",
+ "tokio",
+ "tokio-stream",
+]
+
+[[package]]
+name = "google-cloud-gax-internal"
+version = "0.7.18"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d2766757d877a7a8ac23da9884cb0e3f10ed9b75a0ce59801ce6b19bf9d5819e"
+dependencies = [
+ "bytes",
+ "futures",
+ "google-cloud-auth",
+ "google-cloud-gax",
+ "google-cloud-rpc",
+ "google-cloud-wkt",
+ "h2 0.4.15",
+ "http 1.4.2",
+ "http-body 1.1.0",
+ "http-body-util",
+ "hyper 1.10.1",
+ "lazy_static",
+ "opentelemetry",
+ "opentelemetry-semantic-conventions",
+ "opentelemetry_sdk",
+ "percent-encoding",
+ "pin-project",
+ "prost",
+ "prost-types",
+ "reqwest 0.13.5",
+ "rustc_version",
+ "serde",
+ "serde_json",
+ "thiserror 2.0.19",
+ "tokio",
+ "tokio-stream",
+ "tonic",
+ "tonic-prost",
+ "tower",
+ "tracing",
+ "tracing-opentelemetry",
+]
+
+[[package]]
+name = "google-cloud-iam-v1"
+version = "1.12.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5f962b40234b1531e6ef73f7558871c96e117231e962086c98804323fb8d2c82"
+dependencies = [
+ "async-trait",
+ "bytes",
+ "google-cloud-gax",
+ "google-cloud-gax-internal",
+ "google-cloud-type",
+ "google-cloud-wkt",
+ "serde",
+ "serde_json",
+ "serde_with",
+ "tracing",
+]
+
+[[package]]
+name = "google-cloud-kms-v1"
+version = "1.14.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3d0f6eab19254d9abd98035cd54e3f2522d2c49abf9d93bf5425ee738d198c15"
+dependencies = [
+ "async-trait",
+ "bytes",
+ "google-cloud-gax",
+ "google-cloud-gax-internal",
+ "google-cloud-iam-v1",
+ "google-cloud-location",
+ "google-cloud-longrunning",
+ "google-cloud-lro",
+ "google-cloud-wkt",
+ "serde",
+ "serde_json",
+ "serde_with",
+ "tracing",
+]
+
+[[package]]
+name = "google-cloud-location"
+version = "1.11.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "280d5acdba8fcb1232c0719ed788d85b7e362b82cbb425b7050d3ce46f075ede"
+dependencies = [
+ "async-trait",
+ "bytes",
+ "google-cloud-gax",
+ "google-cloud-gax-internal",
+ "google-cloud-wkt",
+ "serde",
+ "serde_json",
+ "serde_with",
+ "tracing",
+]
+
+[[package]]
+name = "google-cloud-longrunning"
+version = "1.13.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1c0363c5389ffda2b55cd8a86eef4b19a3481a48467c91dc5d77f626a9572766"
+dependencies = [
+ "async-trait",
+ "bytes",
+ "google-cloud-gax",
+ "google-cloud-gax-internal",
+ "google-cloud-rpc",
+ "google-cloud-wkt",
+ "serde",
+ "serde_json",
+ "serde_with",
+ "tracing",
+]
+
+[[package]]
+name = "google-cloud-lro"
+version = "1.10.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "47af3deef75c14a2983c430898d960c765bddbcc9f9188ca0563108e9227cfe7"
+dependencies = [
+ "google-cloud-gax",
+ "google-cloud-gax-internal",
+ "google-cloud-longrunning",
+ "google-cloud-rpc",
+ "google-cloud-wkt",
+ "serde",
+ "tokio",
+ "tracing",
+]
+
+[[package]]
+name = "google-cloud-rpc"
+version = "1.6.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e2162c08a89118130979ba261080e960e44cdcb2d6e2ab8ca9b1da245285d353"
+dependencies = [
+ "bytes",
+ "google-cloud-wkt",
+ "serde",
+ "serde_json",
+ "serde_with",
+]
+
+[[package]]
+name = "google-cloud-type"
+version = "1.6.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "63acc3a92a85f96bab021c3a3e29b53bbacc97651e1b524d4c2991960a63eb82"
+dependencies = [
+ "bytes",
+ "google-cloud-wkt",
+ "serde",
+ "serde_json",
+ "serde_with",
+]
+
+[[package]]
+name = "google-cloud-wkt"
+version = "1.7.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7fccf98cfd5481a5f5a285181ab0c62123d7d47cd2bb7299448440649349e4e7"
+dependencies = [
+ "base64 0.22.1",
+ "bytes",
+ "serde",
+ "serde_json",
+ "serde_with",
+ "thiserror 2.0.19",
+ "time",
+ "url",
+]
+
 [[package]]
 name = "h2"
 version = "0.3.27"
@@ -1479,6 +1845,12 @@ version = "0.5.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "2304e00983f87ffb38b55b444b5e3b60a884b5d30c0fca7d82fe33449bbe55ea"
 
+[[package]]
+name = "hermit-abi"
+version = "0.5.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e17592d60ebacc7d5e169f4663c5f84f9161cc90328abcfe8456f41e4dfcb284"
+
 [[package]]
 name = "hex"
 version = "0.4.3"
@@ -1608,6 +1980,7 @@ dependencies = [
  "http 1.4.2",
  "http-body 1.1.0",
  "httparse",
+ "httpdate",
  "itoa",
  "pin-project-lite",
  "smallvec",
@@ -1647,6 +2020,19 @@ dependencies = [
  "webpki-roots",
 ]
 
+[[package]]
+name = "hyper-timeout"
+version = "0.5.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2b90d566bffbce6a75bd8b09a05aa8c2cb1fabb6cb348f8840c9e4c90a0d83b0"
+dependencies = [
+ "hyper 1.10.1",
+ "hyper-util",
+ "pin-project-lite",
+ "tokio",
+ "tower-service",
+]
+
 [[package]]
 name = "hyper-util"
 version = "0.1.20"
@@ -1856,6 +2242,43 @@ version = "1.0.18"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "8f42a60cbdf9a97f5d2305f08a87dc4e09308d1276d28c869c684d7777685682"
 
+[[package]]
+name = "jiff"
+version = "0.2.37"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0ab1baf72f08796de0260609515130699b890ac25f30e610ad894bc5856cafdb"
+dependencies = [
+ "defmt",
+ "jiff-core",
+ "jiff-static",
+ "log",
+ "portable-atomic",
+ "portable-atomic-util",
+ "serde_core",
+]
+
+[[package]]
+name = "jiff-core"
+version = "0.1.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5e52fe76043ccecc9005d2305ebaadf7d7fc0cc89ca6baa10a94d6bc68c7128c"
+dependencies = [
+ "defmt",
+ "log",
+]
+
+[[package]]
+name = "jiff-static"
+version = "0.2.37"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "378268a1116ad67ae6228701118ac9f491d78fda38a40a1f1a9e1348de6f7212"
+dependencies = [
+ "jiff-core",
+ "proc-macro2",
+ "quote",
+ "syn 2.0.119",
+]
+
 [[package]]
 name = "jni"
 version = "0.22.4"
@@ -1926,6 +2349,27 @@ dependencies = [
  "wasm-bindgen",
 ]
 
+[[package]]
+name = "jsonwebtoken"
+version = "11.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e75fe14a82d81e5f5af639997db37d8b96045938a7ac6ab18cdbe1c7467e05e1"
+dependencies = [
+ "base64 0.22.1",
+ "getrandom 0.2.17",
+ "js-sys",
+ "serde",
+ "serde_json",
+ "signature",
+ "zeroize",
+]
+
+[[package]]
+name = "lazy_static"
+version = "1.5.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "bbd2bcb4c963f2ddae06a2efc7e9f3591312473c50c6685e1f298068316e66fe"
+
 [[package]]
 name = "libc"
 version = "0.2.186"
@@ -1942,11 +2386,10 @@ checksum = "32a66949e030da00e8c7d4434b251670a91556f4144941d37452769c25d58a53"
 name = "litellm-auth"
 version = "0.1.0"
 dependencies = [
- "serde",
- "subtle",
- "thiserror 2.0.19",
- "tokio",
- "veil",
+ "litellm-auth-aws",
+ "litellm-auth-azure",
+ "litellm-auth-gcp",
+ "litellm-auth-types",
 ]
 
 [[package]]
@@ -1959,7 +2402,7 @@ dependencies = [
  "aws-sigv4",
  "aws-smithy-runtime-api",
  "aws-types",
- "litellm-auth",
+ "litellm-auth-types",
  "litellm-http",
  "moka",
  "reqwest 0.12.28",
@@ -1975,7 +2418,7 @@ version = "0.1.0"
 dependencies = [
  "azure_core",
  "azure_identity",
- "litellm-auth",
+ "litellm-auth-types",
  "moka",
  "rstest",
  "serde_json",
@@ -1990,13 +2433,26 @@ name = "litellm-auth-gcp"
 version = "0.1.0"
 dependencies = [
  "gcp_auth",
- "litellm-auth",
+ "google-cloud-auth",
+ "http 1.4.2",
+ "litellm-auth-types",
  "moka",
  "serde_json",
  "sha2 0.10.9",
  "tokio",
 ]
 
+[[package]]
+name = "litellm-auth-types"
+version = "0.1.0"
+dependencies = [
+ "serde",
+ "subtle",
+ "thiserror 2.0.19",
+ "tokio",
+ "veil",
+]
+
 [[package]]
 name = "litellm-cache"
 version = "0.1.0"
@@ -2030,7 +2486,7 @@ dependencies = [
 ]
 
 [[package]]
-name = "litellm-callbacks-legacy"
+name = "litellm-callbacks-legacy-python"
 version = "0.1.0"
 dependencies = [
  "litellm-auth",
@@ -2083,7 +2539,7 @@ dependencies = [
 name = "litellm-core-utils"
 version = "0.1.0"
 dependencies = [
- "fancy-regex",
+ "fancy-regex 0.19.2",
  "litellm-types",
  "rstest",
  "serde",
@@ -2192,7 +2648,7 @@ dependencies = [
  "futures-util",
  "litellm-auth",
  "litellm-auth-gcp",
- "litellm-callbacks-legacy",
+ "litellm-callbacks-legacy-python",
  "litellm-core",
  "litellm-core-utils",
  "litellm-host-python",
@@ -2209,13 +2665,110 @@ dependencies = [
 ]
 
 [[package]]
-name = "litellm-token-counter"
+name = "litellm-secrets"
+version = "0.1.0"
+dependencies = [
+ "aws-sdk-kms",
+ "base64 0.22.1",
+ "google-cloud-auth",
+ "google-cloud-kms-v1",
+ "jsonwebtoken",
+ "litellm-core-utils",
+ "litellm-secrets-aws",
+ "litellm-secrets-google",
+ "litellm-secrets-types",
+ "moka",
+ "reqwest 0.12.28",
+ "rstest",
+ "serde",
+ "serde_json",
+ "strum",
+ "tempfile",
+ "thiserror 2.0.19",
+ "tokio",
+ "wiremock",
+]
+
+[[package]]
+name = "litellm-secrets-aws"
+version = "0.1.0"
+dependencies = [
+ "aws-credential-types",
+ "aws-sdk-kms",
+ "aws-sdk-secretsmanager",
+ "base64 0.22.1",
+ "litellm-auth-aws",
+ "litellm-core-utils",
+ "litellm-secrets-types",
+ "rstest",
+ "serde_json",
+ "thiserror 2.0.19",
+ "tokio",
+ "tracing",
+ "veil",
+ "wiremock",
+]
+
+[[package]]
+name = "litellm-secrets-google"
 version = "0.1.0"
 dependencies = [
  "base64 0.22.1",
+ "google-cloud-auth",
+ "google-cloud-gax",
+ "google-cloud-kms-v1",
+ "litellm-auth-gcp",
+ "litellm-auth-types",
+ "litellm-core-utils",
+ "litellm-secrets-types",
+ "moka",
+ "percent-encoding",
+ "reqwest 0.12.28",
+ "rstest",
+ "serde",
+ "serde_json",
+ "thiserror 2.0.19",
+ "tokio",
+ "veil",
+ "wiremock",
+]
+
+[[package]]
+name = "litellm-secrets-types"
+version = "0.1.0"
+dependencies = [
+ "litellm-auth-types",
+ "rstest",
+ "serde",
+ "serde_json",
+ "thiserror 2.0.19",
+ "tokio",
+ "veil",
+]
+
+[[package]]
+name = "litellm-token-counter"
+version = "0.1.0"
+dependencies = [
  "criterion",
  "indexmap 2.14.0",
  "itoa",
+ "litellm-token-counter-fast",
+ "litellm-token-counter-huggingface",
+ "litellm-token-counter-tiktoken",
+ "rand 0.8.7",
+ "rstest",
+ "serde",
+ "serde_json",
+ "thiserror 2.0.19",
+ "tokenizers",
+]
+
+[[package]]
+name = "litellm-token-counter-fast"
+version = "0.1.0"
+dependencies = [
+ "base64 0.22.1",
  "rand 0.8.7",
  "rstest",
  "rustc-hash",
@@ -2226,6 +2779,22 @@ dependencies = [
  "unicode-normalization-alignments",
 ]
 
+[[package]]
+name = "litellm-token-counter-huggingface"
+version = "0.1.0"
+dependencies = [
+ "thiserror 2.0.19",
+ "tokenizers",
+]
+
+[[package]]
+name = "litellm-token-counter-tiktoken"
+version = "0.1.0"
+dependencies = [
+ "thiserror 2.0.19",
+ "tiktoken-rs",
+]
+
 [[package]]
 name = "litellm-types"
 version = "0.1.0"
@@ -2412,6 +2981,16 @@ dependencies = [
  "autocfg",
 ]
 
+[[package]]
+name = "num_cpus"
+version = "1.17.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "91df4bbde75afed763b708b7eee1e8e7651e02d97f6d5dd763e89367e957b23b"
+dependencies = [
+ "hermit-abi",
+ "libc",
+]
+
 [[package]]
 name = "once_cell"
 version = "1.21.4"
@@ -2424,7 +3003,7 @@ version = "6.5.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "0cc3cbf698f9438986c11a880c90a6d04b9de27575afd28bbf45b154b6c709e2"
 dependencies = [
- "bitflags",
+ "bitflags 2.13.1",
  "libc",
  "once_cell",
  "onig_sys",
@@ -2452,6 +3031,42 @@ version = "0.2.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "7c87def4c32ab89d880effc9e097653c8da5d6ef28e6b539d313baaacfbafcbe"
 
+[[package]]
+name = "opentelemetry"
+version = "0.32.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b0142c63252a9e054e68a4c61a5778f7b14f576274d593f8ce883d191a099682"
+dependencies = [
+ "futures-core",
+ "futures-sink",
+ "js-sys",
+ "pin-project-lite",
+ "thiserror 2.0.19",
+ "tracing",
+]
+
+[[package]]
+name = "opentelemetry-semantic-conventions"
+version = "0.32.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c913ac17a6c451661ee255f4625d143e51647ae78ebd969b75e41c4442f4fe47"
+
+[[package]]
+name = "opentelemetry_sdk"
+version = "0.32.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9b59f80e1ac4d5ff7a2db8fb6c80badb7f0f3f858211fba08dd9aaec750894f9"
+dependencies = [
+ "futures-channel",
+ "futures-executor",
+ "futures-util",
+ "opentelemetry",
+ "percent-encoding",
+ "portable-atomic",
+ "rand 0.9.5",
+ "thiserror 2.0.19",
+]
+
 [[package]]
 name = "outref"
 version = "0.5.2"
@@ -2587,6 +3202,15 @@ version = "1.14.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "3d20d5497ef88037a52ff98267d066e7f11fcc5e99bbfbd58a42336193aacec3"
 
+[[package]]
+name = "portable-atomic-util"
+version = "0.2.8"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "10ab3eb7f3becc3a1cbc4f2c6f20267996cfc1a6467a873763411b136a122715"
+dependencies = [
+ "portable-atomic",
+]
+
 [[package]]
 name = "potential_utf"
 version = "0.1.5"
@@ -2637,7 +3261,7 @@ checksum = "4b45fcc2344c680f5025fe57779faef368840d0bd1f42f216291f0dc4ace4744"
 dependencies = [
  "bit-set",
  "bit-vec",
- "bitflags",
+ "bitflags 2.13.1",
  "num-traits",
  "rand 0.9.5",
  "rand_chacha 0.9.0",
@@ -2648,6 +3272,38 @@ dependencies = [
  "unarray",
 ]
 
+[[package]]
+name = "prost"
+version = "0.14.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "528ac67416ff8646872a3c02cad9cc4ee5dc9f9540c9b10771855c95cb2e5ae1"
+dependencies = [
+ "bytes",
+ "prost-derive",
+]
+
+[[package]]
+name = "prost-derive"
+version = "0.14.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b570b25f7617e43d59005d0990ccb79e950a423952cea19671b7a876da390adf"
+dependencies = [
+ "anyhow",
+ "itertools 0.14.0",
+ "proc-macro2",
+ "quote",
+ "syn 2.0.119",
+]
+
+[[package]]
+name = "prost-types"
+version = "0.14.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f94967dc7688f3054c7fac87473ffae4cc4c3904800e2d9f5b857246d8963b0a"
+dependencies = [
+ "prost",
+]
+
 [[package]]
 name = "pyo3"
 version = "0.29.2"
@@ -2974,7 +3630,7 @@ version = "0.5.18"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ed2bf2547551a7053d6fdfafda3f938979645c44812fbfcda098faae3f1a362d"
 dependencies = [
- "bitflags",
+ "bitflags 2.13.1",
 ]
 
 [[package]]
@@ -3105,6 +3761,9 @@ dependencies = [
  "rustls 0.23.42",
  "rustls-pki-types",
  "rustls-platform-verifier",
+ "serde",
+ "serde_json",
+ "serde_urlencoded",
  "sync_wrapper",
  "tokio",
  "tokio-rustls 0.26.4",
@@ -3194,7 +3853,7 @@ version = "1.1.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "891efababe418670775f199f0d233d84843c227a0949a883ce15b37c78d6629d"
 dependencies = [
- "bitflags",
+ "bitflags 2.13.1",
  "errno",
  "libc",
  "linux-raw-sys",
@@ -3220,6 +3879,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "3c54fcab019b409d04215d3a17cb438fd7fbf192ee61461f20f4fe18704bc138"
 dependencies = [
  "aws-lc-rs",
+ "log",
  "once_cell",
  "ring",
  "rustls-pki-types",
@@ -3387,7 +4047,7 @@ version = "3.7.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b7f4bc775c73d9a02cde8bf7b2ec4c9d12743edf609006c7facc23998404cd1d"
 dependencies = [
- "bitflags",
+ "bitflags 2.13.1",
  "core-foundation",
  "core-foundation-sys",
  "libc",
@@ -3547,6 +4207,15 @@ dependencies = [
  "digest 0.11.3",
 ]
 
+[[package]]
+name = "sharded-slab"
+version = "0.1.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f40ca3c46823713e0d4209592e8d6e826aa57e928f09752619fc696c499637f6"
+dependencies = [
+ "lazy_static",
+]
+
 [[package]]
 name = "shlex"
 version = "2.0.1"
@@ -3563,6 +4232,15 @@ dependencies = [
  "libc",
 ]
 
+[[package]]
+name = "signature"
+version = "2.2.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "77549399552de45a898a580c1b41d445bf730df867cc44e6c0233bbc4b8329de"
+dependencies = [
+ "rand_core 0.6.4",
+]
+
 [[package]]
 name = "simd-adler32"
 version = "0.3.10"
@@ -3794,6 +4472,30 @@ dependencies = [
  "syn 3.0.0",
 ]
 
+[[package]]
+name = "thread_local"
+version = "1.1.10"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1ad99c4c6d32803332c548b1af0540b357b3f5fc0be8f6c6bfe8b2e6ae784070"
+dependencies = [
+ "cfg-if",
+]
+
+[[package]]
+name = "tiktoken-rs"
+version = "0.12.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "027853bbf8c7763b77c5c595f1c271c7d536ced7d6f83452911b944621e57fc2"
+dependencies = [
+ "anyhow",
+ "base64 0.22.1",
+ "bstr",
+ "fancy-regex 0.17.0",
+ "lazy_static",
+ "regex",
+ "rustc-hash",
+]
+
 [[package]]
 name = "time"
 version = "0.3.53"
@@ -3939,6 +4641,18 @@ dependencies = [
  "tokio",
 ]
 
+[[package]]
+name = "tokio-stream"
+version = "0.1.19"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a3d06f0b082ba57c26b79407372e57cf2a1e28124f78e9479fe80322cf53420b"
+dependencies = [
+ "futures-core",
+ "pin-project-lite",
+ "tokio",
+ "tokio-util",
+]
+
 [[package]]
 name = "tokio-tungstenite"
 version = "0.24.0"
@@ -3998,6 +4712,44 @@ dependencies = [
  "winnow",
 ]
 
+[[package]]
+name = "tonic"
+version = "0.14.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ac2a5518c70fa84342385732db33fb3f44bc4cc748936eb5833d2df34d6445ef"
+dependencies = [
+ "base64 0.22.1",
+ "bytes",
+ "http 1.4.2",
+ "http-body 1.1.0",
+ "http-body-util",
+ "hyper 1.10.1",
+ "hyper-timeout",
+ "hyper-util",
+ "percent-encoding",
+ "pin-project",
+ "rustls-native-certs",
+ "sync_wrapper",
+ "tokio",
+ "tokio-rustls 0.26.4",
+ "tokio-stream",
+ "tower",
+ "tower-layer",
+ "tower-service",
+ "tracing",
+]
+
+[[package]]
+name = "tonic-prost"
+version = "0.14.6"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "50849f68853be452acf590cde0b146665b8d507b3b8af17261df47e02c209ea0"
+dependencies = [
+ "bytes",
+ "prost",
+ "tonic",
+]
+
 [[package]]
 name = "tower"
 version = "0.5.3"
@@ -4006,11 +4758,15 @@ checksum = "ebe5ef63511595f1344e2d5cfa636d973292adc0eec1f0ad45fae9f0851ab1d4"
 dependencies = [
  "futures-core",
  "futures-util",
+ "indexmap 2.14.0",
  "pin-project-lite",
+ "slab",
  "sync_wrapper",
  "tokio",
+ "tokio-util",
  "tower-layer",
  "tower-service",
+ "tracing",
 ]
 
 [[package]]
@@ -4020,7 +4776,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "4cfcf7e2740e6fc6d4d688b4ef00650406bb94adf4731e43c096c3a19fe40840"
 dependencies = [
  "async-compression",
- "bitflags",
+ "bitflags 2.13.1",
  "bytes",
  "futures-core",
  "futures-util",
@@ -4077,6 +4833,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "db97caf9d906fbde555dd62fa95ddba9eecfd14cb388e4f491a66d74cd5fb79a"
 dependencies = [
  "once_cell",
+ "valuable",
 ]
 
 [[package]]
@@ -4089,6 +4846,31 @@ dependencies = [
  "tracing",
 ]
 
+[[package]]
+name = "tracing-opentelemetry"
+version = "0.33.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "adbc64cba7137545b8044cb1fe9814f7aacf3c6b5f9b45be8bb5db538befdb26"
+dependencies = [
+ "js-sys",
+ "opentelemetry",
+ "tracing",
+ "tracing-core",
+ "tracing-subscriber",
+ "web-time",
+]
+
+[[package]]
+name = "tracing-subscriber"
+version = "0.3.23"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "cb7f578e5945fb242538965c2d0b04418d38ec25c79d160cd279bf0731c8d319"
+dependencies = [
+ "sharded-slab",
+ "thread_local",
+ "tracing-core",
+]
+
 [[package]]
 name = "try-lock"
 version = "0.2.5"
@@ -4258,6 +5040,12 @@ dependencies = [
  "wasm-bindgen",
 ]
 
+[[package]]
+name = "valuable"
+version = "0.1.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ba73ea9cf16a25df0c8caa16c51acb937d5712a8429db78a3ee29d5dcacd3a65"
+
 [[package]]
 name = "veil"
 version = "0.3.0"
@@ -4634,6 +5422,29 @@ dependencies = [
  "memchr",
 ]
 
+[[package]]
+name = "wiremock"
+version = "0.6.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "08db1edfb05d9b3c1542e521aea074442088292f00b5f28e435c714a98f85031"
+dependencies = [
+ "assert-json-diff",
+ "base64 0.22.1",
+ "deadpool",
+ "futures",
+ "http 1.4.2",
+ "http-body-util",
+ "hyper 1.10.1",
+ "hyper-util",
+ "log",
+ "once_cell",
+ "regex",
+ "serde",
+ "serde_json",
+ "tokio",
+ "url",
+]
+
 [[package]]
 name = "wit-bindgen"
 version = "0.57.1"
@@ -4727,6 +5538,20 @@ name = "zeroize"
 version = "1.9.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "e13c156562582aa81c60cb29407084cdb54c4164760106ab78e6c5b0858cf64e"
+dependencies = [
+ "zeroize_derive",
+]
+
+[[package]]
+name = "zeroize_derive"
+version = "1.5.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3c50655cbb0fe3fc43170059e702f1ce5e19b84cec58dc87b037a09935c2f328"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 2.0.119",
+]
 
 [[package]]
 name = "zerotrie"
diff --git a/litellm-rust/Cargo.toml b/litellm-rust/Cargo.toml
index fa2bdb4224c..2f6f5feb4ad 100644
--- a/litellm-rust/Cargo.toml
+++ b/litellm-rust/Cargo.toml
@@ -11,12 +11,17 @@ repository = "https://github.com/BerriAI/litellm"
 [workspace.dependencies]
 litellm-core = { path = "crates/core" }
 litellm-host = { path = "crates/host" }
-litellm-callbacks-legacy = { path = "crates/callbacks-legacy" }
+litellm-callbacks-legacy-python = { path = "crates/callbacks-legacy-python" }
 litellm-framing = { path = "crates/framer" }
 litellm-auth = { path = "crates/auth" }
+litellm-auth-types = { path = "crates/auth-types" }
 litellm-auth-aws = { path = "crates/auth-aws" }
 litellm-auth-azure = { path = "crates/auth-azure" }
 litellm-auth-gcp = { path = "crates/auth-gcp" }
+litellm-secrets = { path = "crates/secrets" }
+litellm-secrets-types = { path = "crates/secrets-types" }
+litellm-secrets-aws = { path = "crates/secrets-aws" }
+litellm-secrets-google = { path = "crates/secrets-google" }
 litellm-http = { path = "crates/http" }
 litellm-llms = { path = "crates/llms" }
 litellm-types = { path = "crates/types" }
@@ -24,10 +29,15 @@ litellm-core-utils = { path = "crates/core-utils" }
 litellm-cache = { path = "crates/cache" }
 litellm-cache-memory = { path = "crates/cache-memory" }
 litellm-token-counter = { path = "crates/token-counter" }
+litellm-token-counter-fast = { path = "crates/token-counter-fast" }
+litellm-token-counter-huggingface = { path = "crates/token-counter-huggingface" }
+litellm-token-counter-tiktoken = { path = "crates/token-counter-tiktoken" }
 litellm-host-python = { path = "crates/host-python" }
 
 bytes = "1"
 http = "1"
+google-cloud-auth = { version = "1.16.0", default-features = false }
+jsonwebtoken = { version = "11.1.0", default-features = false }
 hyper-util = { version = "0.1.20", default-features = false, features = ["client-proxy"] }
 proptest = "1.7.0"
 pyo3 = "0.29.2"
@@ -45,6 +55,8 @@ serde_with = { version = "=3.16.1", default-features = false, features = ["std",
 sha2 = "0.10"
 subtle = "2"
 thiserror = "2.0"
+tokenizers = { version = "0.23.1", default-features = false, features = ["onig"] }
+tiktoken-rs = "0.12.0"
 tokio = { version = "1", features = ["rt-multi-thread", "macros", "time", "net"] }
 tokio-tungstenite = { version = "0.24", default-features = false, features = ["connect", "rustls-tls-native-roots"] }
 futures-util = { version = "0.3", default-features = false, features = ["sink", "std"] }
diff --git a/litellm-rust/crates/auth-aws/Cargo.toml b/litellm-rust/crates/auth-aws/Cargo.toml
index 1f27c7bc990..1a35af48574 100644
--- a/litellm-rust/crates/auth-aws/Cargo.toml
+++ b/litellm-rust/crates/auth-aws/Cargo.toml
@@ -6,7 +6,7 @@ license.workspace = true
 repository.workspace = true
 
 [dependencies]
-litellm-auth.workspace = true
+litellm-auth-types.workspace = true
 litellm-http.workspace = true
 
 moka = { workspace = true, features = ["sync"] }
diff --git a/litellm-rust/crates/auth-aws/src/constants.rs b/litellm-rust/crates/auth-aws/src/constants.rs
index be215cc9016..9e7c6bfab43 100644
--- a/litellm-rust/crates/auth-aws/src/constants.rs
+++ b/litellm-rust/crates/auth-aws/src/constants.rs
@@ -3,6 +3,8 @@ pub const AWS_SECRET_ACCESS_KEY: &str = "AWS_SECRET_ACCESS_KEY";
 pub const AWS_SESSION_TOKEN: &str = "AWS_SESSION_TOKEN";
 pub const AWS_REGION_NAME: &str = "AWS_REGION_NAME";
 pub const AWS_REGION: &str = "AWS_REGION";
+pub const AWS_DEFAULT_REGION: &str = "AWS_DEFAULT_REGION";
+pub const AWS_BEDROCK_RUNTIME_ENDPOINT: &str = "AWS_BEDROCK_RUNTIME_ENDPOINT";
 pub const AWS_SESSION_NAME: &str = "AWS_SESSION_NAME";
 pub const AWS_PROFILE_NAME: &str = "AWS_PROFILE_NAME";
 pub const AWS_ROLE_NAME: &str = "AWS_ROLE_NAME";
diff --git a/litellm-rust/crates/auth-aws/src/error.rs b/litellm-rust/crates/auth-aws/src/error.rs
index f80fbce456e..d4c6ae8cf6c 100644
--- a/litellm-rust/crates/auth-aws/src/error.rs
+++ b/litellm-rust/crates/auth-aws/src/error.rs
@@ -22,7 +22,7 @@ pub enum Error {
     AwsMissingWebIdentityCredentials,
 }
 
-impl From<Error> for litellm_auth::Error {
+impl From<Error> for litellm_auth_types::Error {
     fn from(error: Error) -> Self {
         Self::ProviderAuthentication(error.to_string())
     }
@@ -34,11 +34,11 @@ mod tests {
 
     #[test]
     fn converts_to_shared_auth_error_without_losing_context() {
-        let error = litellm_auth::Error::from(Error::AwsProfile("profile not found".into()));
+        let error = litellm_auth_types::Error::from(Error::AwsProfile("profile not found".into()));
 
         assert_eq!(
             error,
-            litellm_auth::Error::ProviderAuthentication(
+            litellm_auth_types::Error::ProviderAuthentication(
                 "AWS profile credentials failed: profile not found".into()
             )
         );
diff --git a/litellm-rust/crates/auth-azure/Cargo.toml b/litellm-rust/crates/auth-azure/Cargo.toml
index 8099506d2e5..1fd9d39d113 100644
--- a/litellm-rust/crates/auth-azure/Cargo.toml
+++ b/litellm-rust/crates/auth-azure/Cargo.toml
@@ -6,7 +6,7 @@ license.workspace = true
 repository.workspace = true
 
 [dependencies]
-litellm-auth.workspace = true
+litellm-auth-types.workspace = true
 
 moka.workspace = true
 serde_json.workspace = true
diff --git a/litellm-rust/crates/auth-azure/src/credential_provider_cache.rs b/litellm-rust/crates/auth-azure/src/credential_provider_cache.rs
index ab9ffc719df..cd16b27f66d 100644
--- a/litellm-rust/crates/auth-azure/src/credential_provider_cache.rs
+++ b/litellm-rust/crates/auth-azure/src/credential_provider_cache.rs
@@ -4,7 +4,7 @@ use std::sync::Arc;
 use azure_core::credentials::TokenCredential;
 use moka::future::Cache;
 
-use litellm_auth::Error;
+use litellm_auth_types::Error;
 
 #[derive(Clone, Debug, PartialEq, Eq, Hash)]
 pub(crate) struct AzureCredentialProviderCacheKey {
diff --git a/litellm-rust/crates/auth-azure/src/native.rs b/litellm-rust/crates/auth-azure/src/native.rs
index 5f913a8ad01..d635e559641 100644
--- a/litellm-rust/crates/auth-azure/src/native.rs
+++ b/litellm-rust/crates/auth-azure/src/native.rs
@@ -12,8 +12,8 @@ use azure_identity::{
 };
 use sha2::{Digest, Sha256};
 
-use litellm_auth::Error;
-use litellm_auth::{InputSource, ResolvedCredential, SecretValue, Sourced};
+use litellm_auth_types::Error;
+use litellm_auth_types::{InputSource, ResolvedCredential, SecretValue, Sourced};
 
 use super::credential_provider_cache::{
     AzureCredentialProviderCache, AzureCredentialProviderCacheKey,
@@ -484,7 +484,7 @@ mod tests {
     use azure_core::{Bytes, Result};
 
     use super::{NativeAzureRequest, NativeAzureTokenAcquirer, ValidatedAzureRequest};
-    use litellm_auth::{InputSource, SecretValue, Sourced};
+    use litellm_auth_types::{InputSource, SecretValue, Sourced};
 
     fn deployment<T>(value: T) -> Sourced<T> {
         Sourced::new(value, InputSource::Deployment)
@@ -649,7 +649,7 @@ mod tests {
 
         assert!(matches!(
             error,
-            litellm_auth::Error::MixedAzureCredentialSources
+            litellm_auth_types::Error::MixedAzureCredentialSources
         ));
     }
 
@@ -679,7 +679,10 @@ mod tests {
                 authority,
             ))
             .unwrap_err();
-            assert!(matches!(error, litellm_auth::Error::InvalidAzureAuthority));
+            assert!(matches!(
+                error,
+                litellm_auth_types::Error::InvalidAzureAuthority
+            ));
         }
     }
 }
diff --git a/litellm-rust/crates/auth-azure/src/resolve.rs b/litellm-rust/crates/auth-azure/src/resolve.rs
index 4e18cbb89aa..4d564b6e68a 100644
--- a/litellm-rust/crates/auth-azure/src/resolve.rs
+++ b/litellm-rust/crates/auth-azure/src/resolve.rs
@@ -1,5 +1,5 @@
-use litellm_auth::Error;
-use litellm_auth::{
+use litellm_auth_types::Error;
+use litellm_auth_types::{
     CredentialFileRef, CredentialLookup, CredentialRef, InputSource, ResolvedCredential,
     SecretValue, Sourced, TokenProviderHandle,
 };
@@ -451,9 +451,9 @@ mod tests {
     };
     use crate::native::ValidatedAzureRequest;
     use crate::types::AzureAuthInputs;
-    use litellm_auth::Error;
-    use litellm_auth::ResolvedCredential;
-    use litellm_auth::{
+    use litellm_auth_types::Error;
+    use litellm_auth_types::ResolvedCredential;
+    use litellm_auth_types::{
         CredentialFileRef, CredentialLookup, CredentialLookupFuture, CredentialRef,
         CredentialResolver, CredentialResolverHandle, InputSource, SecretValue, Sourced,
     };
@@ -661,8 +661,8 @@ mod tests {
     #[derive(Debug)]
     struct CallerToken(&'static str);
 
-    impl litellm_auth::TokenProvider for CallerToken {
-        fn acquire(&self) -> litellm_auth::TokenFuture<'_> {
+    impl litellm_auth_types::TokenProvider for CallerToken {
+        fn acquire(&self) -> litellm_auth_types::TokenFuture<'_> {
             Box::pin(async move {
                 Ok(ResolvedCredential::AccessToken {
                     token: SecretValue::new(self.0),
@@ -675,7 +675,7 @@ mod tests {
     fn caller_inputs(token: &'static str) -> AzureAuthInputs {
         let params = json!({"azure_ad_token": "static-token"});
         AzureAuthInputs {
-            azure_ad_token_provider: Some(litellm_auth::TokenProviderHandle::new(Arc::new(
+            azure_ad_token_provider: Some(litellm_auth_types::TokenProviderHandle::new(Arc::new(
                 CallerToken(token),
             ))),
             ..AzureAuthInputs::from_optional_params(params.as_object().unwrap()).unwrap()
diff --git a/litellm-rust/crates/auth-azure/src/types.rs b/litellm-rust/crates/auth-azure/src/types.rs
index 87e883a6a54..d5a00f09751 100644
--- a/litellm-rust/crates/auth-azure/src/types.rs
+++ b/litellm-rust/crates/auth-azure/src/types.rs
@@ -1,6 +1,6 @@
 use std::collections::BTreeMap;
 
-use litellm_auth::{
+use litellm_auth_types::{
     CredentialResolverHandle, Error, InputSource, SecretValue, Sourced, TokenProviderHandle,
 };
 use serde_json::{Map, Value};
@@ -126,7 +126,7 @@ fn source_for(sources: &BTreeMap<String, InputSource>, name: &str) -> InputSourc
 mod tests {
     use std::collections::BTreeMap;
 
-    use litellm_auth::{InputSource, Sourced};
+    use litellm_auth_types::{InputSource, Sourced};
     use serde_json::json;
 
     use super::{AzureAuthInputs, AzureCredentialType, ConfigValue};
diff --git a/litellm-rust/crates/auth-gcp/Cargo.toml b/litellm-rust/crates/auth-gcp/Cargo.toml
index f24582db13e..0c6258a193c 100644
--- a/litellm-rust/crates/auth-gcp/Cargo.toml
+++ b/litellm-rust/crates/auth-gcp/Cargo.toml
@@ -5,8 +5,11 @@ edition.workspace = true
 license.workspace = true
 repository.workspace = true
 
+[features]
+google-sdk = ["dep:google-cloud-auth", "dep:http"]
+
 [dependencies]
-litellm-auth.workspace = true
+litellm-auth-types.workspace = true
 
 moka.workspace = true
 serde_json.workspace = true
@@ -14,3 +17,5 @@ sha2.workspace = true
 tokio.workspace = true
 
 gcp_auth = "0.12.7"
+google-cloud-auth = { workspace = true, optional = true }
+http = { workspace = true, optional = true }
diff --git a/litellm-rust/crates/auth-gcp/src/lib.rs b/litellm-rust/crates/auth-gcp/src/lib.rs
index bf619fee144..8aeddae9efc 100644
--- a/litellm-rust/crates/auth-gcp/src/lib.rs
+++ b/litellm-rust/crates/auth-gcp/src/lib.rs
@@ -1,13 +1,18 @@
 use std::{collections::BTreeMap, future::Future, path::Path, pin::Pin, sync::Arc};
 
 use gcp_auth::{CustomServiceAccount, TokenProvider};
-use litellm_auth::{
+use litellm_auth_types::{
     CredentialPlacement, Error, InputSource, SecretValue, Sourced, http::apply_credential,
 };
 use moka::future::Cache;
 use serde_json::{Map, Value};
 use sha2::{Digest, Sha256};
 
+#[cfg(feature = "google-sdk")]
+mod sdk;
+#[cfg(feature = "google-sdk")]
+pub use sdk::GoogleCredentials;
+
 const CLOUD_PLATFORM_SCOPE: &str = "https://www.googleapis.com/auth/cloud-platform";
 const GOOGLE_OAUTH_TOKEN_ENDPOINT: &str = "https://oauth2.googleapis.com/token";
 const GOOGLE_APPLICATION_CREDENTIALS_ENV: &str = "GOOGLE_APPLICATION_CREDENTIALS";
@@ -26,19 +31,31 @@ pub struct VertexConfig {
 }
 
 impl VertexConfig {
+    pub fn new(
+        credentials: Option<Sourced<SecretValue>>,
+        project_id: Option<String>,
+        location: Option<String>,
+    ) -> Self {
+        Self {
+            credentials: credentials.filter(|value| !value.value().expose().trim().is_empty()),
+            project_id: project_id.filter(|value| !value.trim().is_empty()),
+            location: location.filter(|value| !value.trim().is_empty()),
+        }
+    }
+
     pub fn from_sourced_optional_params(
         params: &Map<String, Value>,
         sources: &BTreeMap<String, InputSource>,
     ) -> Result<Self, Error> {
-        Ok(Self {
-            credentials: optional_credentials(
+        Ok(Self::new(
+            optional_credentials(
                 params,
                 sources,
                 &["vertex_credentials", "vertex_ai_credentials"],
             )?,
-            project_id: optional_string(params, &["vertex_project", "vertex_ai_project"])?,
-            location: optional_string(params, &["vertex_location", "vertex_ai_location"])?,
-        })
+            optional_string(params, &["vertex_project", "vertex_ai_project"])?,
+            optional_string(params, &["vertex_location", "vertex_ai_location"])?,
+        ))
     }
 
     pub fn or_configured(self, project_id: Option<&str>, location: Option<&str>) -> Self {
@@ -469,6 +486,39 @@ mod tests {
         assert_eq!(config.location(), Some("alias-location"));
     }
 
+    #[test]
+    fn typed_config_preserves_source_and_empty_value_fallback() {
+        let configured = VertexConfig::new(
+            Some(Sourced::new(
+                SecretValue::new("inline-json"),
+                InputSource::Request,
+            )),
+            Some("project".into()),
+            Some("location".into()),
+        );
+        assert!(matches!(
+            credential_source(&configured, &|_| Some("environment-json".into())),
+            CredentialSource::Inline(value) if value.expose() == "inline-json"
+        ));
+        let empty = VertexConfig::new(
+            Some(Sourced::new(SecretValue::new(" "), InputSource::Request)),
+            Some(" ".into()),
+            Some(" ".into()),
+        );
+        assert!(matches!(
+            credential_source(&empty, &|_| None),
+            CredentialSource::Adc
+        ));
+        assert_eq!(
+            get_vertex_ai_project(&empty, &|_| Some("env-project".into())).as_deref(),
+            Some("env-project")
+        );
+        assert_eq!(
+            get_vertex_ai_location(&empty, &|_| Some("env-location".into())).as_deref(),
+            Some("env-location")
+        );
+    }
+
     #[test]
     fn project_and_location_prefer_input_then_environment() {
         let configured =
diff --git a/litellm-rust/crates/auth-gcp/src/sdk.rs b/litellm-rust/crates/auth-gcp/src/sdk.rs
new file mode 100644
index 00000000000..566df291b7d
--- /dev/null
+++ b/litellm-rust/crates/auth-gcp/src/sdk.rs
@@ -0,0 +1,106 @@
+use std::sync::Arc;
+
+use google_cloud_auth::credentials::{CacheableResource, CredentialsProvider, EntityTag};
+use google_cloud_auth::errors::CredentialsError;
+use http::{Extensions, HeaderMap, HeaderName, HeaderValue};
+use litellm_auth_types::Error;
+
+use crate::{VertexAuth, VertexConfig};
+
+type EnvironmentLookup = dyn Fn(&str) -> Option<String> + Send + Sync;
+
+pub struct GoogleCredentials {
+    auth: VertexAuth,
+    config: VertexConfig,
+    environment: Arc<EnvironmentLookup>,
+}
+
+impl GoogleCredentials {
+    pub fn new(config: VertexConfig, environment: Arc<EnvironmentLookup>) -> Self {
+        Self {
+            auth: VertexAuth::default(),
+            config,
+            environment,
+        }
+    }
+
+    pub async fn request_headers(&self) -> Result<HeaderMap, Error> {
+        let response = self
+            .auth
+            .validate_environment(Vec::new(), None, &self.config, &|name| {
+                (self.environment)(name)
+            })
+            .await?;
+        response
+            .headers
+            .into_iter()
+            .map(|(key, value)| {
+                let name =
+                    HeaderName::from_bytes(key.as_bytes()).map_err(|_| Error::InvalidHeader)?;
+                let value = HeaderValue::from_str(&value).map_err(|_| Error::InvalidHeader)?;
+                Ok((name, value))
+            })
+            .collect()
+    }
+}
+
+impl CredentialsProvider for GoogleCredentials {
+    async fn headers(
+        &self,
+        _: Extensions,
+    ) -> Result<CacheableResource<HeaderMap>, CredentialsError> {
+        self.request_headers()
+            .await
+            .map(|data| CacheableResource::New {
+                entity_tag: EntityTag::new(),
+                data,
+            })
+            .map_err(|_| CredentialsError::from_msg(false, "Google authentication failed"))
+    }
+
+    async fn universe_domain(&self) -> Option<String> {
+        None
+    }
+}
+
+impl std::fmt::Debug for GoogleCredentials {
+    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
+        f.debug_struct("GoogleCredentials").finish_non_exhaustive()
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    #[tokio::test]
+    async fn sdk_and_http_credentials_share_token_resolution_and_redaction() {
+        let credentials = GoogleCredentials::new(
+            VertexConfig::new(None, Some("project".into()), None),
+            Arc::new(|name| (name == "VERTEX_AI_API_KEY").then(|| "private-token".into())),
+        );
+        let direct = credentials.request_headers().await.unwrap();
+        let CacheableResource::New { data, .. } =
+            credentials.headers(Extensions::new()).await.unwrap()
+        else {
+            panic!("first request did not return headers");
+        };
+        assert_eq!(direct, data);
+        assert_eq!(data[http::header::AUTHORIZATION], "Bearer private-token");
+        assert!(!format!("{credentials:?}").contains("private-token"));
+    }
+
+    #[tokio::test]
+    async fn invalid_token_headers_return_a_redacted_sdk_error() {
+        let credentials = GoogleCredentials::new(
+            VertexConfig::new(None, Some("project".into()), None),
+            Arc::new(|name| (name == "VERTEX_AI_API_KEY").then(|| "private\nvalue".into())),
+        );
+        assert_eq!(
+            credentials.request_headers().await.unwrap_err(),
+            Error::InvalidHeader
+        );
+        let error = credentials.headers(Extensions::new()).await.unwrap_err();
+        assert!(!format!("{error:?}").contains("private"));
+    }
+}
diff --git a/litellm-rust/crates/auth-types/Cargo.toml b/litellm-rust/crates/auth-types/Cargo.toml
new file mode 100644
index 00000000000..cd65412127d
--- /dev/null
+++ b/litellm-rust/crates/auth-types/Cargo.toml
@@ -0,0 +1,15 @@
+[package]
+name = "litellm-auth-types"
+version = "0.1.0"
+edition.workspace = true
+license.workspace = true
+repository.workspace = true
+
+[dependencies]
+serde.workspace = true
+subtle.workspace = true
+thiserror.workspace = true
+veil.workspace = true
+
+[dev-dependencies]
+tokio.workspace = true
diff --git a/litellm-rust/crates/auth/src/credential.rs b/litellm-rust/crates/auth-types/src/credential.rs
similarity index 98%
rename from litellm-rust/crates/auth/src/credential.rs
rename to litellm-rust/crates/auth-types/src/credential.rs
index 8ed1867622a..a5d14a43b71 100644
--- a/litellm-rust/crates/auth/src/credential.rs
+++ b/litellm-rust/crates/auth-types/src/credential.rs
@@ -5,9 +5,7 @@ use std::sync::Arc;
 
 use veil::Redact;
 
-use crate::Error;
-
-use super::{ResolvedCredential, SecretValue, TokenProviderHandle};
+use crate::{Error, ResolvedCredential, SecretValue, TokenProviderHandle};
 
 #[derive(Clone, Debug, PartialEq, Eq)]
 pub enum CredentialFileRef {
diff --git a/litellm-rust/crates/auth/src/error.rs b/litellm-rust/crates/auth-types/src/error.rs
similarity index 100%
rename from litellm-rust/crates/auth/src/error.rs
rename to litellm-rust/crates/auth-types/src/error.rs
diff --git a/litellm-rust/crates/auth/src/http.rs b/litellm-rust/crates/auth-types/src/http.rs
similarity index 92%
rename from litellm-rust/crates/auth/src/http.rs
rename to litellm-rust/crates/auth-types/src/http.rs
index dd87d00e70f..0cb5839f965 100644
--- a/litellm-rust/crates/auth/src/http.rs
+++ b/litellm-rust/crates/auth-types/src/http.rs
@@ -40,9 +40,6 @@ pub fn apply_credential(
     )
 }
 
-/// How the upstream call is authenticated. API-key strategies become headers
-/// in `prepare`; SigV4 covers the serialized body, so it is applied where the
-/// outbound request is built.
 #[derive(Clone, Debug, PartialEq, Eq)]
 pub enum RequestAuth {
     Header {
diff --git a/litellm-rust/crates/auth-types/src/lib.rs b/litellm-rust/crates/auth-types/src/lib.rs
new file mode 100644
index 00000000000..9d399249c05
--- /dev/null
+++ b/litellm-rust/crates/auth-types/src/lib.rs
@@ -0,0 +1,57 @@
+#![forbid(unsafe_code)]
+
+mod credential;
+mod error;
+pub mod http;
+mod policy;
+mod secret;
+mod token;
+
+use serde::{Deserialize, Serialize};
+
+#[derive(Clone, Copy, Debug, Default, Deserialize, Eq, Hash, PartialEq, Serialize)]
+#[serde(rename_all = "snake_case")]
+pub enum InputSource {
+    Request,
+    #[default]
+    Deployment,
+    Environment,
+}
+
+#[derive(Clone, Debug, Default, Eq, PartialEq)]
+pub struct Sourced<T> {
+    value: T,
+    source: InputSource,
+}
+
+impl<T> Sourced<T> {
+    pub fn new(value: T, source: InputSource) -> Self {
+        Self { value, source }
+    }
+
+    pub fn value(&self) -> &T {
+        &self.value
+    }
+
+    pub fn source(&self) -> InputSource {
+        self.source
+    }
+
+    pub fn into_value(self) -> T {
+        self.value
+    }
+
+    pub fn map<U>(self, map: impl FnOnce(T) -> U) -> Sourced<U> {
+        Sourced::new(map(self.value), self.source)
+    }
+}
+
+pub use credential::{
+    CredentialFileRef, CredentialLookup, CredentialLookupFuture, CredentialPlan,
+    CredentialPlanResolution, CredentialRef, CredentialResolver, CredentialResolverHandle,
+};
+pub use error::Error;
+pub use http::{CredentialPlacement, RequestAuth};
+pub use policy::{CredentialPlanKind, CredentialRule, ExistingHeaderBehavior, ProviderAuthPolicy};
+pub use secret::SecretValue;
+pub use token::{ResolvedCredential, TokenFuture, TokenProvider, TokenProviderHandle};
diff --git a/litellm-rust/crates/auth/src/policy.rs b/litellm-rust/crates/auth-types/src/policy.rs
similarity index 96%
rename from litellm-rust/crates/auth/src/policy.rs
rename to litellm-rust/crates/auth-types/src/policy.rs
index 4a1f5eeecf9..4c5c0365f0b 100644
--- a/litellm-rust/crates/auth/src/policy.rs
+++ b/litellm-rust/crates/auth-types/src/policy.rs
@@ -1,7 +1,5 @@
-use crate::Error;
-
-use super::http::apply_credential;
-use super::{CredentialPlacement, ResolvedCredential};
+use crate::http::apply_credential;
+use crate::{CredentialPlacement, Error, ResolvedCredential};
 
 #[derive(Clone, Copy, Debug, PartialEq, Eq)]
 pub enum CredentialPlanKind {
diff --git a/litellm-rust/crates/auth/src/secret.rs b/litellm-rust/crates/auth-types/src/secret.rs
similarity index 100%
rename from litellm-rust/crates/auth/src/secret.rs
rename to litellm-rust/crates/auth-types/src/secret.rs
diff --git a/litellm-rust/crates/auth/src/token.rs b/litellm-rust/crates/auth-types/src/token.rs
similarity index 95%
rename from litellm-rust/crates/auth/src/token.rs
rename to litellm-rust/crates/auth-types/src/token.rs
index 94da5f259fb..4175641ce10 100644
--- a/litellm-rust/crates/auth/src/token.rs
+++ b/litellm-rust/crates/auth-types/src/token.rs
@@ -5,9 +5,7 @@ use std::time::SystemTime;
 
 use veil::Redact;
 
-use crate::Error;
-
-use super::secret::SecretValue;
+use crate::{Error, SecretValue};
 
 #[derive(Clone, Debug, PartialEq, Eq)]
 pub enum ResolvedCredential {
diff --git a/litellm-rust/crates/auth/Cargo.toml b/litellm-rust/crates/auth/Cargo.toml
index 128a05c1a25..ee4900ebcc2 100644
--- a/litellm-rust/crates/auth/Cargo.toml
+++ b/litellm-rust/crates/auth/Cargo.toml
@@ -5,11 +5,14 @@ edition.workspace = true
 license.workspace = true
 repository.workspace = true
 
-[dependencies]
-serde.workspace = true
-subtle.workspace = true
-thiserror.workspace = true
-veil.workspace = true
+[features]
+default = []
+aws = ["dep:litellm-auth-aws"]
+azure = ["dep:litellm-auth-azure"]
+gcp = ["dep:litellm-auth-gcp"]
 
-[dev-dependencies]
-tokio.workspace = true
+[dependencies]
+litellm-auth-types.workspace = true
+litellm-auth-aws = { workspace = true, optional = true }
+litellm-auth-azure = { workspace = true, optional = true }
+litellm-auth-gcp = { workspace = true, optional = true }
diff --git a/litellm-rust/crates/auth/src/lib.rs b/litellm-rust/crates/auth/src/lib.rs
index c8d73c239b0..622a5b2d58b 100644
--- a/litellm-rust/crates/auth/src/lib.rs
+++ b/litellm-rust/crates/auth/src/lib.rs
@@ -1,55 +1,10 @@
-mod credential;
-mod error;
-pub mod http;
-mod policy;
-mod secret;
-mod token;
+#![forbid(unsafe_code)]
 
-use serde::{Deserialize, Serialize};
+pub use litellm_auth_types::*;
 
-#[derive(Clone, Copy, Debug, Default, Deserialize, Eq, Hash, PartialEq, Serialize)]
-#[serde(rename_all = "snake_case")]
-pub enum InputSource {
-    Request,
-    #[default]
-    Deployment,
-    Environment,
-}
-
-#[derive(Clone, Debug, Default, Eq, PartialEq)]
-pub struct Sourced<T> {
-    value: T,
-    source: InputSource,
-}
-
-impl<T> Sourced<T> {
-    pub fn new(value: T, source: InputSource) -> Self {
-        Self { value, source }
-    }
-
-    pub fn value(&self) -> &T {
-        &self.value
-    }
-
-    pub fn source(&self) -> InputSource {
-        self.source
-    }
-
-    pub fn into_value(self) -> T {
-        self.value
-    }
-
-    pub fn map<U>(self, map: impl FnOnce(T) -> U) -> Sourced<U> {
-        Sourced::new(map(self.value), self.source)
-    }
-}
-
-pub use credential::{
-    CredentialFileRef, CredentialLookup, CredentialLookupFuture, CredentialPlan,
-    CredentialPlanResolution, CredentialRef, CredentialResolver, CredentialResolverHandle,
-};
-pub use error::Error;
-pub use http::{CredentialPlacement, RequestAuth};
-pub use policy::{CredentialPlanKind, CredentialRule, ExistingHeaderBehavior, ProviderAuthPolicy};
-pub use secret::SecretValue;
-pub use token::{ResolvedCredential, TokenFuture, TokenProvider, TokenProviderHandle};
+#[cfg(feature = "aws")]
+pub use litellm_auth_aws as aws;
+#[cfg(feature = "azure")]
+pub use litellm_auth_azure as azure;
+#[cfg(feature = "gcp")]
+pub use litellm_auth_gcp as gcp;
diff --git a/litellm-rust/crates/auth/tests/facade.rs b/litellm-rust/crates/auth/tests/facade.rs
new file mode 100644
index 00000000000..f1092b15def
--- /dev/null
+++ b/litellm-rust/crates/auth/tests/facade.rs
@@ -0,0 +1,33 @@
+use litellm_auth::{
+    CredentialPlacement, CredentialPlanKind, CredentialRule, ExistingHeaderBehavior,
+    ProviderAuthPolicy, ResolvedCredential, SecretValue,
+};
+
+const RULES: &[CredentialRule] = &[CredentialRule {
+    kind: CredentialPlanKind::Static,
+    placement: CredentialPlacement::Header("x-api-key"),
+}];
+
+#[test]
+fn facade_applies_shared_auth_policy() {
+    let policy = ProviderAuthPolicy {
+        rules: RULES,
+        accepted_existing_headers: &["x-api-key"],
+        existing_header_behavior: ExistingHeaderBehavior::Preserve,
+        scope: None,
+        audience: None,
+    };
+
+    let headers = policy
+        .apply(
+            Vec::new(),
+            CredentialPlanKind::Static,
+            &ResolvedCredential::Static(SecretValue::new("secret")),
+        )
+        .expect("facade policy applies");
+
+    assert_eq!(
+        headers,
+        vec![("x-api-key".to_string(), "secret".to_string())]
+    );
+}
diff --git a/litellm-rust/crates/callbacks-legacy/AGENTS.md b/litellm-rust/crates/callbacks-legacy-python/AGENTS.md
similarity index 100%
rename from litellm-rust/crates/callbacks-legacy/AGENTS.md
rename to litellm-rust/crates/callbacks-legacy-python/AGENTS.md
diff --git a/litellm-rust/crates/callbacks-legacy/Cargo.toml b/litellm-rust/crates/callbacks-legacy-python/Cargo.toml
similarity index 90%
rename from litellm-rust/crates/callbacks-legacy/Cargo.toml
rename to litellm-rust/crates/callbacks-legacy-python/Cargo.toml
index 023c13d912b..fe19578e04d 100644
--- a/litellm-rust/crates/callbacks-legacy/Cargo.toml
+++ b/litellm-rust/crates/callbacks-legacy-python/Cargo.toml
@@ -1,5 +1,5 @@
 [package]
-name = "litellm-callbacks-legacy"
+name = "litellm-callbacks-legacy-python"
 version = "0.1.0"
 edition.workspace = true
 license.workspace = true
diff --git a/litellm-rust/crates/callbacks-legacy/python_contract.json b/litellm-rust/crates/callbacks-legacy-python/python_contract.json
similarity index 100%
rename from litellm-rust/crates/callbacks-legacy/python_contract.json
rename to litellm-rust/crates/callbacks-legacy-python/python_contract.json
diff --git a/litellm-rust/crates/callbacks-legacy/src/adapter.rs b/litellm-rust/crates/callbacks-legacy-python/src/adapter.rs
similarity index 99%
rename from litellm-rust/crates/callbacks-legacy/src/adapter.rs
rename to litellm-rust/crates/callbacks-legacy-python/src/adapter.rs
index 883a35f0df5..e1742190205 100644
--- a/litellm-rust/crates/callbacks-legacy/src/adapter.rs
+++ b/litellm-rust/crates/callbacks-legacy-python/src/adapter.rs
@@ -19,9 +19,9 @@ use serde_json::Value;
 use crate::{
     DeploymentHooks, LegacyCallbacks, PublicCall, PythonLogger,
     deferred::{PendingLogging, PendingSuccess},
-    finalize, is_internal_call,
-    legacy_python::Streaming,
-    prepare, setup,
+    finalize, is_internal_call, prepare,
+    python::Streaming,
+    setup,
 };
 
 /// What the legacy contract needs to know about the route it is logging.
diff --git a/litellm-rust/crates/callbacks-legacy/src/call.rs b/litellm-rust/crates/callbacks-legacy-python/src/call.rs
similarity index 100%
rename from litellm-rust/crates/callbacks-legacy/src/call.rs
rename to litellm-rust/crates/callbacks-legacy-python/src/call.rs
diff --git a/litellm-rust/crates/callbacks-legacy/src/callbacks.rs b/litellm-rust/crates/callbacks-legacy-python/src/callbacks.rs
similarity index 99%
rename from litellm-rust/crates/callbacks-legacy/src/callbacks.rs
rename to litellm-rust/crates/callbacks-legacy-python/src/callbacks.rs
index 5f04224e6d7..7caa787dd9d 100644
--- a/litellm-rust/crates/callbacks-legacy/src/callbacks.rs
+++ b/litellm-rust/crates/callbacks-legacy-python/src/callbacks.rs
@@ -6,8 +6,8 @@ use litellm_host::event::{RequestContext, WireRequest};
 use litellm_host_python::to_py;
 use pyo3::{exceptions::PyBaseException, prelude::*, types::PyDict};
 
-use crate::legacy_python::{Logging, Wrapper};
 use crate::logger::PythonLogger;
+use crate::python::{Logging, Wrapper};
 
 pub trait LegacyCallbacks {
     /// `Logging.update_from_kwargs`: what the logger is told about the request it is
diff --git a/litellm-rust/crates/callbacks-legacy/src/deferred.rs b/litellm-rust/crates/callbacks-legacy-python/src/deferred.rs
similarity index 100%
rename from litellm-rust/crates/callbacks-legacy/src/deferred.rs
rename to litellm-rust/crates/callbacks-legacy-python/src/deferred.rs
diff --git a/litellm-rust/crates/callbacks-legacy/src/lib.rs b/litellm-rust/crates/callbacks-legacy-python/src/lib.rs
similarity index 98%
rename from litellm-rust/crates/callbacks-legacy/src/lib.rs
rename to litellm-rust/crates/callbacks-legacy-python/src/lib.rs
index eaa1a8b714e..44393792d1f 100644
--- a/litellm-rust/crates/callbacks-legacy/src/lib.rs
+++ b/litellm-rust/crates/callbacks-legacy-python/src/lib.rs
@@ -13,9 +13,9 @@ mod adapter;
 mod call;
 mod callbacks;
 mod deferred;
-mod legacy_python;
 mod logger;
 mod preparation;
+mod python;
 #[cfg(test)]
 #[path = "../tests/support.rs"]
 mod test_support;
diff --git a/litellm-rust/crates/callbacks-legacy/src/logger.rs b/litellm-rust/crates/callbacks-legacy-python/src/logger.rs
similarity index 94%
rename from litellm-rust/crates/callbacks-legacy/src/logger.rs
rename to litellm-rust/crates/callbacks-legacy-python/src/logger.rs
index 061941f05b9..38f3bf29828 100644
--- a/litellm-rust/crates/callbacks-legacy/src/logger.rs
+++ b/litellm-rust/crates/callbacks-legacy-python/src/logger.rs
@@ -5,7 +5,7 @@ use pyo3::{
     types::{PyDict, PyTuple},
 };
 
-use crate::legacy_python::{self, Wrapper};
+use crate::python::{self, Wrapper};
 
 /// The `Logging` instance one call fans out through.
 pub struct PythonLogger {
@@ -90,7 +90,7 @@ impl DeploymentHooks {
         kwargs: &Py<PyDict>,
         call_type: &str,
     ) -> PyResult<Py<PyAny>> {
-        legacy_python::DeploymentHooks::BeforeDeploymentCall
+        python::DeploymentHooks::BeforeDeploymentCall
             .call(py, (kwargs, call_type))
             .map(Bound::unbind)
     }
@@ -101,7 +101,7 @@ impl DeploymentHooks {
         response: &Option<Py<PyAny>>,
         call_type: &str,
     ) -> PyResult<Py<PyAny>> {
-        legacy_python::DeploymentHooks::AfterDeploymentSuccess
+        python::DeploymentHooks::AfterDeploymentSuccess
             .call(py, (kwargs, response, call_type))
             .map(Bound::unbind)
     }
@@ -112,7 +112,7 @@ impl DeploymentHooks {
         error: &Py<PyBaseException>,
         call_type: &str,
     ) -> PyResult<Py<PyAny>> {
-        legacy_python::DeploymentHooks::AfterDeploymentFailure
+        python::DeploymentHooks::AfterDeploymentFailure
             .call(py, (kwargs, error, call_type))
             .map(Bound::unbind)
     }
diff --git a/litellm-rust/crates/callbacks-legacy/src/preparation.rs b/litellm-rust/crates/callbacks-legacy-python/src/preparation.rs
similarity index 99%
rename from litellm-rust/crates/callbacks-legacy/src/preparation.rs
rename to litellm-rust/crates/callbacks-legacy-python/src/preparation.rs
index fa1ff9acd4d..aab654c9893 100644
--- a/litellm-rust/crates/callbacks-legacy/src/preparation.rs
+++ b/litellm-rust/crates/callbacks-legacy-python/src/preparation.rs
@@ -3,7 +3,7 @@ use pyo3::{
     types::{PyDict, PyList},
 };
 
-use crate::legacy_python::Wrapper;
+use crate::python::Wrapper;
 
 struct CredentialEntry<'py>(Bound<'py, PyAny>);
 
diff --git a/litellm-rust/crates/callbacks-legacy/src/legacy_python.rs b/litellm-rust/crates/callbacks-legacy-python/src/python.rs
similarity index 97%
rename from litellm-rust/crates/callbacks-legacy/src/legacy_python.rs
rename to litellm-rust/crates/callbacks-legacy-python/src/python.rs
index 7f5c77c1735..cb609d52878 100644
--- a/litellm-rust/crates/callbacks-legacy/src/legacy_python.rs
+++ b/litellm-rust/crates/callbacks-legacy-python/src/python.rs
@@ -1,7 +1,7 @@
 use pyo3::prelude::*;
 use strum::{IntoStaticStr, VariantArray};
 
-const MODULE: &str = "litellm.rust_bridge.legacy_callbacks";
+const MODULE: &str = "litellm.rust_bridge.callbacks_legacy_python";
 
 /// Every litellm Python internal the native call still borrows, grouped by the subsystem it
 /// belongs to. Rust drives the call; these exist only so behaviour that Python owns today
@@ -9,7 +9,7 @@ const MODULE: &str = "litellm.rust_bridge.legacy_callbacks";
 /// A group is deleted once Rust owns that subsystem, so this enum only shrinks. Calling a
 /// user's own callback is not borrowing and does not belong here.
 ///
-/// `litellm/rust_bridge/legacy_callbacks.py` is the only Python module behind it, and
+/// `litellm/rust_bridge/callbacks_legacy_python.py` is the only Python module behind it, and
 /// `python_contract.json` pins each function's parameters on both sides.
 #[derive(Clone, Copy, Debug, PartialEq, Eq)]
 pub(crate) enum LegacyPython {
diff --git a/litellm-rust/crates/callbacks-legacy/tests/deferred.rs b/litellm-rust/crates/callbacks-legacy-python/tests/deferred.rs
similarity index 100%
rename from litellm-rust/crates/callbacks-legacy/tests/deferred.rs
rename to litellm-rust/crates/callbacks-legacy-python/tests/deferred.rs
diff --git a/litellm-rust/crates/callbacks-legacy/tests/deployment_hooks.rs b/litellm-rust/crates/callbacks-legacy-python/tests/deployment_hooks.rs
similarity index 100%
rename from litellm-rust/crates/callbacks-legacy/tests/deployment_hooks.rs
rename to litellm-rust/crates/callbacks-legacy-python/tests/deployment_hooks.rs
diff --git a/litellm-rust/crates/callbacks-legacy/tests/payload.rs b/litellm-rust/crates/callbacks-legacy-python/tests/payload.rs
similarity index 100%
rename from litellm-rust/crates/callbacks-legacy/tests/payload.rs
rename to litellm-rust/crates/callbacks-legacy-python/tests/payload.rs
diff --git a/litellm-rust/crates/callbacks-legacy/tests/support.rs b/litellm-rust/crates/callbacks-legacy-python/tests/support.rs
similarity index 95%
rename from litellm-rust/crates/callbacks-legacy/tests/support.rs
rename to litellm-rust/crates/callbacks-legacy-python/tests/support.rs
index d3cc32e301f..d0c02fa6da5 100644
--- a/litellm-rust/crates/callbacks-legacy/tests/support.rs
+++ b/litellm-rust/crates/callbacks-legacy-python/tests/support.rs
@@ -5,12 +5,12 @@ use pyo3::types::{PyDict, PyTuple};
 
 use crate::{LegacyLogging, LegacySurface, PublicCall};
 
-/// The parameters of every `legacy_callbacks` function, as the real module declares them.
-/// `tests/test_litellm/rust_bridge/test_legacy_callbacks.py` pins this file to the Python
+/// The parameters of every `callbacks_legacy_python` function, as the real module declares them.
+/// `tests/test_litellm/rust_bridge/test_callbacks_legacy_python.py` pins this file to the Python
 /// signatures, and [`namespace`] binds every fake call against it.
 pub(crate) const PYTHON_CONTRACT: &str = include_str!("../python_contract.json");
 
-/// Stand-ins for `legacy_callbacks`, the only Python module the crate calls. Tests
+/// Stand-ins for `callbacks_legacy_python`, the only Python module the crate calls. Tests
 /// share one interpreter and run concurrently, so each fake is installed idempotently and
 /// forwards to the per-test `StubLogger` it is handed (directly, or as `kwargs['logger']`).
 /// Every fake is bound against the contract first, so a call the real module would reject
@@ -23,10 +23,10 @@ import sys
 import traceback
 import types
 
-for name in ('litellm', 'litellm.rust_bridge', 'litellm.rust_bridge.legacy_callbacks'):
+for name in ('litellm', 'litellm.rust_bridge', 'litellm.rust_bridge.callbacks_legacy_python'):
     sys.modules.setdefault(name, types.ModuleType(name))
 
-legacy = sys.modules['litellm.rust_bridge.legacy_callbacks']
+legacy = sys.modules['litellm.rust_bridge.callbacks_legacy_python']
 CONTRACT = json.loads(python_contract)
 
 
diff --git a/litellm-rust/crates/callbacks-legacy/tests/terminal.rs b/litellm-rust/crates/callbacks-legacy-python/tests/terminal.rs
similarity index 100%
rename from litellm-rust/crates/callbacks-legacy/tests/terminal.rs
rename to litellm-rust/crates/callbacks-legacy-python/tests/terminal.rs
diff --git a/litellm-rust/crates/python-bridge/AGENTS.md b/litellm-rust/crates/python-bridge/AGENTS.md
index a19a709e60c..79e78d150e0 100644
--- a/litellm-rust/crates/python-bridge/AGENTS.md
+++ b/litellm-rust/crates/python-bridge/AGENTS.md
@@ -1,9 +1,9 @@
 - Target invariants, not completion claims; these supersede the crate guidance below where they conflict
 - Keep this crate the product-specific PyO3 consumer of `litellm-host-python`
   - Own registration, input projection, the route host and the caller callables it answers operations with (file readers, token providers), public response/error construction and the per-call composition of machine, route host and callback contract
-  - Legacy callback sharing (the caller's args, kwargs and request object, body/header roots, re-aliasing unchanged body keys) lives in `litellm-callbacks-legacy` behind `PublicCall` and `run_legacy_call`; the bridge hands the public call over and keeps no copy
+  - Legacy callback sharing (the caller's args, kwargs and request object, body/header roots, re-aliasing unchanged body keys) lives in `litellm-callbacks-legacy-python` behind `PublicCall` and `run_legacy_call`; the bridge hands the public call over and keeps no copy
   - Value-oriented execution, sync waiting, nested-runtime checks, signal polling and panic containment live in `litellm-host-python`; native async work uses `pyo3-async-runtimes`, Serde output uses `Pythonized<T>`
-  - Core owns typed native state, the route machine, provider preparation/I/O and normalization; the host driver owns terminal events; the legacy adapter in `litellm-callbacks-legacy` owns `Logging` dispatch policy
+  - Core owns typed native state, the route machine, provider preparation/I/O and normalization; the host driver owns terminal events; the legacy adapter in `litellm-callbacks-legacy-python` owns `Logging` dispatch policy
   - Python, Rust SDK and gateway use one lifecycle-bearing core route entrypoint; provider helpers stay private, never bridge-accessible transport drivers
   - Built-in provider/config/secret/auth/document preparation stays in Rust; caller-authored callbacks and focused Python-file reads run only at core-selected points
 - Target GIL-enabled CPython explicitly with `#[pymodule(gil_used = true)]`; detach Rust-only work
diff --git a/litellm-rust/crates/python-bridge/Cargo.toml b/litellm-rust/crates/python-bridge/Cargo.toml
index 8d31855f2fa..a76b069935f 100644
--- a/litellm-rust/crates/python-bridge/Cargo.toml
+++ b/litellm-rust/crates/python-bridge/Cargo.toml
@@ -10,15 +10,18 @@ name = "_native"
 crate-type = ["cdylib"]
 
 [features]
-default = ["abi3"]
+default = ["abi3", "fast"]
 abi3 = ["pyo3/abi3-py310"]
 extension-module = ["pyo3/extension-module"]
 panic-test = []
+fast = ["litellm-token-counter/fast"]
+huggingface = ["litellm-token-counter/huggingface"]
+tiktoken = ["litellm-token-counter/tiktoken"]
 
 [dependencies]
 bytes.workspace = true
 litellm-auth.workspace = true
-litellm-callbacks-legacy.workspace = true
+litellm-callbacks-legacy-python.workspace = true
 litellm-core.workspace = true
 litellm-core-utils.workspace = true
 litellm-auth-gcp.workspace = true
@@ -26,7 +29,7 @@ litellm-http.workspace = true
 litellm-llms.workspace = true
 litellm-types.workspace = true
 litellm-host-python.workspace = true
-litellm-token-counter.workspace = true
+litellm-token-counter = { path = "../token-counter", default-features = false }
 pyo3.workspace = true
 pyo3-async-runtimes.workspace = true
 serde_json.workspace = true
diff --git a/litellm-rust/crates/python-bridge/src/routes/messages/mod.rs b/litellm-rust/crates/python-bridge/src/routes/messages/mod.rs
index 8c42315ac59..b606293f79f 100644
--- a/litellm-rust/crates/python-bridge/src/routes/messages/mod.rs
+++ b/litellm-rust/crates/python-bridge/src/routes/messages/mod.rs
@@ -1,7 +1,9 @@
 mod host;
 
 use host::MessagesRouteHost;
-use litellm_callbacks_legacy::{LegacySurface, PassThroughStream, PublicCall, run_legacy_call};
+use litellm_callbacks_legacy_python::{
+    LegacySurface, PassThroughStream, PublicCall, run_legacy_call,
+};
 use litellm_core::messages::route::{messages_machine, supports};
 use pyo3::{
     prelude::*,
diff --git a/litellm-rust/crates/python-bridge/src/routes/ocr/mod.rs b/litellm-rust/crates/python-bridge/src/routes/ocr/mod.rs
index 9be3171f70b..e518f972bac 100644
--- a/litellm-rust/crates/python-bridge/src/routes/ocr/mod.rs
+++ b/litellm-rust/crates/python-bridge/src/routes/ocr/mod.rs
@@ -7,7 +7,7 @@ use std::sync::{Arc, LazyLock};
 
 use host::OcrRouteHost;
 use litellm_auth_gcp::VertexAuth;
-use litellm_callbacks_legacy::{LegacySurface, PublicCall, run_legacy_call};
+use litellm_callbacks_legacy_python::{LegacySurface, PublicCall, run_legacy_call};
 use litellm_core::ocr::route::ocr_machine;
 use litellm_core_utils::settings::ProcessEnvironment;
 use litellm_llms::base_llm::ocr::{
diff --git a/litellm-rust/crates/python-bridge/src/token_counter.rs b/litellm-rust/crates/python-bridge/src/token_counter.rs
index 7dc86b78ad6..244401e6696 100644
--- a/litellm-rust/crates/python-bridge/src/token_counter.rs
+++ b/litellm-rust/crates/python-bridge/src/token_counter.rs
@@ -1,6 +1,11 @@
-use std::{num::NonZero, sync::Arc, thread::available_parallelism};
+use std::sync::Arc;
 
-use litellm_host_python::{release_gil, run_async};
+#[cfg(any(feature = "fast", feature = "huggingface", feature = "tiktoken"))]
+use std::{num::NonZero, thread::available_parallelism};
+
+#[cfg(any(feature = "fast", feature = "huggingface", feature = "tiktoken"))]
+use litellm_host_python::release_gil;
+use litellm_host_python::run_async;
 use litellm_token_counter::{
     CountableRequest, Error, InputTokenCount, TokenCounter as CoreTokenCounter,
 };
@@ -28,17 +33,66 @@ pub(crate) struct TokenCounter {
 impl TokenCounter {
     #[new]
     fn new(py: Python<'_>, tokenizer_json: &str) -> PyResult<Self> {
-        Self::load(py, || CoreTokenCounter::from_json(tokenizer_json))
+        #[cfg(feature = "fast")]
+        {
+            Self::load(py, || CoreTokenCounter::from_json_fast(tokenizer_json))
+        }
+        #[cfg(all(not(feature = "fast"), feature = "huggingface"))]
+        {
+            Self::load(py, || CoreTokenCounter::from_json(tokenizer_json))
+        }
+        #[cfg(not(any(feature = "fast", feature = "huggingface")))]
+        {
+            let _ = (py, tokenizer_json);
+            Err(RustBridgeDeclined::new_err(
+                "tokenizer backend requires the fast or huggingface feature",
+            ))
+        }
     }
 
     #[staticmethod]
     fn from_cl100k_ranks(py: Python<'_>, rank_file: &str) -> PyResult<Self> {
-        Self::load(py, || CoreTokenCounter::from_cl100k_ranks(rank_file))
+        #[cfg(feature = "fast")]
+        {
+            Self::load(py, || CoreTokenCounter::from_cl100k_ranks(rank_file))
+        }
+        #[cfg(not(feature = "fast"))]
+        {
+            let _ = (py, rank_file);
+            Err(RustBridgeDeclined::new_err(
+                "tokenizer backend requires the fast feature",
+            ))
+        }
     }
 
     #[staticmethod]
     fn from_o200k_ranks(py: Python<'_>, rank_file: &str) -> PyResult<Self> {
-        Self::load(py, || CoreTokenCounter::from_o200k_ranks(rank_file))
+        #[cfg(feature = "fast")]
+        {
+            Self::load(py, || CoreTokenCounter::from_o200k_ranks(rank_file))
+        }
+        #[cfg(not(feature = "fast"))]
+        {
+            let _ = (py, rank_file);
+            Err(RustBridgeDeclined::new_err(
+                "tokenizer backend requires the fast feature",
+            ))
+        }
+    }
+
+    #[staticmethod]
+    fn from_tiktoken(py: Python<'_>, encoding: &str) -> PyResult<Self> {
+        #[cfg(feature = "tiktoken")]
+        {
+            Self::load(py, || CoreTokenCounter::from_tiktoken(encoding))
+        }
+        #[cfg(not(feature = "tiktoken"))]
+        {
+            let _ = (py, encoding);
+            Err(RustBridgeDeclined::new_err(
+                "tokenizer backend requires the tiktoken feature",
+            ))
+        }
     }
 
     fn acount_request<'py>(&self, py: Python<'py>, body: &[u8]) -> PyResult<Bound<'py, PyAny>> {
@@ -62,6 +116,7 @@ impl TokenCounter {
 }
 
 impl TokenCounter {
+    #[cfg(any(feature = "fast", feature = "huggingface", feature = "tiktoken"))]
     fn load(
         py: Python<'_>,
         load: impl FnOnce() -> Result<CoreTokenCounter, Error> + Send,
@@ -74,6 +129,7 @@ impl TokenCounter {
     }
 }
 
+#[cfg(any(feature = "fast", feature = "huggingface", feature = "tiktoken"))]
 fn encode_parallelism() -> usize {
     available_parallelism().map_or(1, NonZero::get)
 }
@@ -86,7 +142,10 @@ fn count_body(counter: &CoreTokenCounter, body: &[u8]) -> Result<InputTokenCount
 fn token_count_error_to_pyerr(error: Error) -> PyErr {
     let message = error.to_string();
     match error {
-        Error::Load(_) | Error::Ranks(_) | Error::UnicodeClasses => PyValueError::new_err(message),
+        Error::Load(_)
+        | Error::Ranks(_)
+        | Error::UnicodeClasses
+        | Error::UnsupportedTokenizer(_) => PyValueError::new_err(message),
         Error::RequestParse(_)
         | Error::MissingInput
         | Error::FloatText
diff --git a/litellm-rust/crates/secrets-aws/Cargo.toml b/litellm-rust/crates/secrets-aws/Cargo.toml
new file mode 100644
index 00000000000..b1dc5b33cda
--- /dev/null
+++ b/litellm-rust/crates/secrets-aws/Cargo.toml
@@ -0,0 +1,24 @@
+[package]
+name = "litellm-secrets-aws"
+version = "0.1.0"
+edition.workspace = true
+license.workspace = true
+repository.workspace = true
+
+[dependencies]
+litellm-auth-aws.workspace = true
+litellm-secrets-types.workspace = true
+litellm-core-utils.workspace = true
+serde_json.workspace = true
+thiserror.workspace = true
+tracing = "0.1"
+veil.workspace = true
+aws-sdk-kms = "1.120.0"
+aws-sdk-secretsmanager = "1.117.0"
+aws-credential-types = "1.3.0"
+
+[dev-dependencies]
+base64.workspace = true
+rstest.workspace = true
+tokio.workspace = true
+wiremock = "0.6.5"
diff --git a/litellm-rust/crates/secrets-aws/src/auth.rs b/litellm-rust/crates/secrets-aws/src/auth.rs
new file mode 100644
index 00000000000..954cfa2f8fd
--- /dev/null
+++ b/litellm-rust/crates/secrets-aws/src/auth.rs
@@ -0,0 +1,79 @@
+use std::sync::Arc;
+
+use aws_credential_types::provider::{ProvideCredentials, error::CredentialsError, future};
+use litellm_auth_aws::{
+    AwsAuthConfig,
+    constants::{AWS_DEFAULT_REGION, AWS_REGION, AWS_REGION_NAME},
+    resolve_credentials,
+};
+use litellm_core_utils::settings::Lookup;
+use litellm_secrets_types::KeyManagementSettings;
+
+use crate::Error;
+
+#[derive(Clone)]
+pub(crate) struct Credentials {
+    config: AwsAuthConfig,
+    environment: Arc<dyn Lookup + Send + Sync>,
+}
+
+impl Credentials {
+    pub(crate) fn new(
+        settings: &KeyManagementSettings,
+        environment: Arc<dyn Lookup + Send + Sync>,
+    ) -> Self {
+        Self {
+            config: AwsAuthConfig {
+                region_name: region(settings, environment.as_ref()).ok(),
+                role_name: settings.aws_role_name.clone(),
+                session_name: settings.aws_session_name.clone(),
+                external_id: settings
+                    .aws_external_id
+                    .as_ref()
+                    .map(|v| v.expose().to_owned()),
+                profile_name: settings.aws_profile_name.clone(),
+                web_identity_token: settings
+                    .aws_web_identity_token
+                    .as_ref()
+                    .map(|v| v.expose().to_owned()),
+                sts_endpoint: settings.aws_sts_endpoint.clone(),
+                ..Default::default()
+            },
+            environment,
+        }
+    }
+}
+
+impl ProvideCredentials for Credentials {
+    fn provide_credentials<'a>(&'a self) -> future::ProvideCredentials<'a>
+    where
+        Self: 'a,
+    {
+        future::ProvideCredentials::new(async {
+            resolve_credentials(self.config.clone(), &|name| self.environment.get(name))
+                .await
+                .map_err(|_| {
+                    CredentialsError::provider_error("secret manager authentication failed")
+                })
+        })
+    }
+}
+
+pub(crate) fn region(
+    settings: &KeyManagementSettings,
+    environment: &dyn Lookup,
+) -> Result<String, Error> {
+    settings
+        .aws_region_name
+        .clone()
+        .or_else(|| environment.get(AWS_REGION_NAME))
+        .or_else(|| environment.get(AWS_REGION))
+        .or_else(|| environment.get(AWS_DEFAULT_REGION))
+        .ok_or(Error::MissingRegion)
+}
+
+impl std::fmt::Debug for Credentials {
+    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
+        f.debug_struct("Credentials").finish_non_exhaustive()
+    }
+}
diff --git a/litellm-rust/crates/secrets-aws/src/error.rs b/litellm-rust/crates/secrets-aws/src/error.rs
new file mode 100644
index 00000000000..23595397a13
--- /dev/null
+++ b/litellm-rust/crates/secrets-aws/src/error.rs
@@ -0,0 +1,31 @@
+use aws_sdk_secretsmanager::error::SdkError;
+
+#[derive(thiserror::Error, veil::Redact)]
+pub enum Error {
+    #[error("AWS authentication failed")]
+    Auth(#[from] #[redact] litellm_auth_aws::Error),
+    #[error("AWS region is not configured")]
+    MissingRegion,
+    #[error("KMS response has no plaintext")]
+    MissingPlaintext,
+    #[error("AWS request timed out")]
+    Timeout,
+    #[error("AWS KMS decrypt failed")]
+    Decrypt(#[from] #[redact] Box<SdkError<aws_sdk_kms::operation::decrypt::DecryptError>>),
+    #[error("AWS Secrets Manager read failed")]
+    Read(#[from] #[redact] Box<SdkError<aws_sdk_secretsmanager::operation::get_secret_value::GetSecretValueError>>),
+    #[error("AWS Secrets Manager create failed")]
+    Create(#[from] #[redact] Box<SdkError<aws_sdk_secretsmanager::operation::create_secret::CreateSecretError>>),
+    #[error("AWS Secrets Manager update failed")]
+    Put(#[from] #[redact] Box<SdkError<aws_sdk_secretsmanager::operation::put_secret_value::PutSecretValueError>>),
+    #[error("AWS Secrets Manager delete failed")]
+    Delete(#[from] #[redact] Box<SdkError<aws_sdk_secretsmanager::operation::delete_secret::DeleteSecretError>>),
+    #[error("AWS Secrets Manager replication failed")]
+    Replicate(#[from] #[redact] Box<SdkError<aws_sdk_secretsmanager::operation::replicate_secret_to_regions::ReplicateSecretToRegionsError>>),
+    #[error("AWS Secrets Manager response has no string payload")]
+    MissingString,
+    #[error("primary secret is not a JSON object")]
+    PrimarySecret,
+    #[error(transparent)]
+    Operation(#[from] litellm_secrets_types::Error),
+}
diff --git a/litellm-rust/crates/secrets-aws/src/kms.rs b/litellm-rust/crates/secrets-aws/src/kms.rs
new file mode 100644
index 00000000000..a66b1c4d2fe
--- /dev/null
+++ b/litellm-rust/crates/secrets-aws/src/kms.rs
@@ -0,0 +1,63 @@
+use litellm_auth_aws::constants::AWS_REGION_NAME;
+use std::sync::Arc;
+
+use aws_sdk_kms::{
+    Client,
+    config::{BehaviorVersion, Region},
+    primitives::Blob,
+};
+use litellm_core_utils::settings::Lookup;
+use litellm_secrets_types::KeyManagementSettings;
+
+use crate::{Error, auth};
+
+#[derive(Clone)]
+pub struct AwsKms {
+    client: Client,
+}
+
+impl AwsKms {
+    pub fn new(client: Client) -> Self {
+        Self { client }
+    }
+
+    pub async fn decrypt(&self, ciphertext: Vec<u8>) -> Result<Vec<u8>, Error> {
+        let response = self
+            .client
+            .decrypt()
+            .ciphertext_blob(Blob::new(ciphertext))
+            .send()
+            .await
+            .map_err(|error| Error::Decrypt(Box::new(error)))?;
+        Ok(response
+            .plaintext
+            .ok_or(Error::MissingPlaintext)?
+            .into_inner())
+    }
+}
+
+pub fn validate_environment(environment: &dyn Lookup) -> Result<(), Error> {
+    environment
+        .get(AWS_REGION_NAME)
+        .map(|_| ())
+        .ok_or(Error::MissingRegion)
+}
+
+pub fn load_aws_kms(
+    use_aws_kms: Option<bool>,
+    settings: &KeyManagementSettings,
+    environment: Arc<dyn Lookup + Send + Sync>,
+) -> Result<Option<AwsKms>, Error> {
+    if use_aws_kms != Some(true) {
+        return Ok(None);
+    }
+    if settings.aws_region_name.is_none() {
+        validate_environment(environment.as_ref())?;
+    }
+    let config = aws_sdk_kms::Config::builder()
+        .behavior_version(BehaviorVersion::latest())
+        .region(Region::new(auth::region(settings, environment.as_ref())?))
+        .credentials_provider(auth::Credentials::new(settings, environment))
+        .build();
+    Ok(Some(AwsKms::new(Client::from_conf(config))))
+}
diff --git a/litellm-rust/crates/secrets-aws/src/lib.rs b/litellm-rust/crates/secrets-aws/src/lib.rs
new file mode 100644
index 00000000000..d17eb38c7eb
--- /dev/null
+++ b/litellm-rust/crates/secrets-aws/src/lib.rs
@@ -0,0 +1,10 @@
+#![forbid(unsafe_code)]
+
+mod auth;
+mod error;
+pub mod kms;
+pub mod secret_manager;
+
+pub use error::Error;
+pub use kms::{AwsKms, load_aws_kms};
+pub use secret_manager::{AwsSecretWriteSettings, AwsSecretsManagerV2, RotationResponse};
diff --git a/litellm-rust/crates/secrets-aws/src/secret_manager.rs b/litellm-rust/crates/secrets-aws/src/secret_manager.rs
new file mode 100644
index 00000000000..493cb1d2e8f
--- /dev/null
+++ b/litellm-rust/crates/secrets-aws/src/secret_manager.rs
@@ -0,0 +1,287 @@
+use litellm_auth_aws::constants::AWS_BEDROCK_RUNTIME_ENDPOINT;
+use std::{collections::BTreeMap, sync::Arc};
+
+use aws_sdk_secretsmanager::{
+    Client,
+    config::{BehaviorVersion, Region},
+    operation::{
+        create_secret::CreateSecretOutput, delete_secret::DeleteSecretOutput,
+        put_secret_value::PutSecretValueOutput,
+        replicate_secret_to_regions::ReplicateSecretToRegionsOutput,
+    },
+    types::{ReplicaRegionType, Tag},
+};
+use litellm_auth_aws::constants::{
+    AWS_ACCESS_KEY_ID, AWS_REGION, AWS_REGION_NAME, AWS_SECRET_ACCESS_KEY,
+};
+use litellm_core_utils::settings::Lookup;
+use litellm_secrets_types::{
+    BaseSecretManager, KeyManagementSettings, Secret, SecretValue, async_rotate_secret,
+};
+use serde_json::Value;
+
+use crate::{Error, auth};
+
+#[derive(Clone)]
+pub struct AwsSecretsManagerV2 {
+    client: Client,
+    write_settings: AwsSecretWriteSettings,
+}
+
+#[derive(Clone, Debug, Default)]
+pub struct AwsSecretWriteSettings {
+    pub kms_key_id: Option<String>,
+    pub tags: Option<BTreeMap<String, String>>,
+    pub replica_regions: Option<Vec<String>>,
+}
+
+impl From<&KeyManagementSettings> for AwsSecretWriteSettings {
+    fn from(settings: &KeyManagementSettings) -> Self {
+        Self {
+            kms_key_id: settings.kms_key_id.clone(),
+            tags: settings.tags.clone(),
+            replica_regions: settings.replica_regions.clone(),
+        }
+    }
+}
+
+#[derive(Debug)]
+pub enum RotationResponse {
+    Created(CreateSecretOutput),
+    Updated(PutSecretValueOutput),
+}
+
+impl AwsSecretsManagerV2 {
+    pub fn new(client: Client, write_settings: AwsSecretWriteSettings) -> Self {
+        Self {
+            client,
+            write_settings,
+        }
+    }
+
+    pub fn load_aws_secret_manager(
+        use_aws_secret_manager: Option<bool>,
+        settings: KeyManagementSettings,
+        environment: Arc<dyn Lookup + Send + Sync>,
+    ) -> Result<Option<Self>, Error> {
+        if use_aws_secret_manager != Some(true) {
+            return Ok(None);
+        }
+        let builder = aws_sdk_secretsmanager::Config::builder()
+            .behavior_version(BehaviorVersion::latest())
+            .region(Region::new(auth::region(&settings, environment.as_ref())?))
+            .credentials_provider(auth::Credentials::new(&settings, environment.clone()));
+        let config = match environment.get(AWS_BEDROCK_RUNTIME_ENDPOINT) {
+            Some(url) => builder
+                .endpoint_url(url.replace("bedrock-runtime", "secretsmanager"))
+                .build(),
+            None => builder.build(),
+        };
+        Ok(Some(Self::new(
+            Client::from_conf(config),
+            (&settings).into(),
+        )))
+    }
+
+    pub async fn read_secret_for_resolver(
+        &self,
+        name: &str,
+        primary_name: Option<&str>,
+        environment: &(dyn Lookup + Sync),
+    ) -> Result<Option<Secret>, Error> {
+        if bootstrap_key(name) {
+            return Ok(environment
+                .get(name)
+                .map(SecretValue::new)
+                .map(Secret::String));
+        }
+        match primary_name.filter(|name| !name.is_empty()) {
+            None => self
+                .async_read_secret(name)
+                .await
+                .map(|value| value.map(Secret::String)),
+            Some(primary) => {
+                let value = if bootstrap_key(primary) {
+                    environment.get(primary).map(SecretValue::new)
+                } else {
+                    self.async_read_secret(primary).await?
+                };
+                let Some(value) = value else {
+                    return Ok(None);
+                };
+                let object: Value =
+                    serde_json::from_str(value.expose()).map_err(|_| Error::PrimarySecret)?;
+                let object = object.as_object().ok_or(Error::PrimarySecret)?;
+                Ok(object.get(name).cloned().map(Secret::from_json))
+            }
+        }
+    }
+
+    pub async fn async_read_secret(&self, name: &str) -> Result<Option<SecretValue>, Error> {
+        match self.client.get_secret_value().secret_id(name).send().await {
+            Ok(response) => response
+                .secret_string
+                .map(SecretValue::new)
+                .map(Some)
+                .ok_or(Error::MissingString),
+            Err(error)
+                if matches!(
+                    &error,
+                    aws_sdk_secretsmanager::error::SdkError::TimeoutError(_)
+                ) || matches!(&error, aws_sdk_secretsmanager::error::SdkError::DispatchFailure(failure) if failure.is_timeout()) =>
+            {
+                Err(Error::Timeout)
+            }
+            Err(error)
+                if error
+                    .as_service_error()
+                    .is_some_and(|error| error.is_resource_not_found_exception()) =>
+            {
+                Ok(None)
+            }
+            Err(error) => Err(Error::Read(Box::new(error))),
+        }
+    }
+
+    pub async fn async_write_secret(
+        &self,
+        name: &str,
+        value: &SecretValue,
+        description: Option<&str>,
+    ) -> Result<CreateSecretOutput, Error> {
+        let response = self
+            .client
+            .create_secret()
+            .name(name)
+            .secret_string(value.expose())
+            .set_description(description.filter(|v| !v.is_empty()).map(str::to_owned))
+            .set_kms_key_id(
+                self.write_settings
+                    .kms_key_id
+                    .clone()
+                    .filter(|v| !v.is_empty()),
+            )
+            .set_tags(self.write_settings.tags.as_ref().map(|tags| {
+                tags.iter()
+                    .map(|(key, value)| Tag::builder().key(key).value(value).build())
+                    .collect()
+            }))
+            .send()
+            .await
+            .map_err(|error| Error::Create(Box::new(error)))?;
+        if let Some(regions) = &self.write_settings.replica_regions
+            && !regions.is_empty()
+            && self.async_replicate_secret(name, regions).await.is_err()
+        {
+            tracing::warn!("secret created but replication failed");
+        }
+        Ok(response)
+    }
+
+    pub async fn async_replicate_secret(
+        &self,
+        name: &str,
+        regions: &[String],
+    ) -> Result<Option<ReplicateSecretToRegionsOutput>, Error> {
+        if regions.is_empty() {
+            return Ok(None);
+        }
+        self.client
+            .replicate_secret_to_regions()
+            .secret_id(name)
+            .set_add_replica_regions(Some(
+                regions
+                    .iter()
+                    .map(|region| ReplicaRegionType::builder().region(region).build())
+                    .collect(),
+            ))
+            .send()
+            .await
+            .map(Some)
+            .map_err(|error| Error::Replicate(Box::new(error)))
+    }
+
+    pub async fn async_put_secret_value(
+        &self,
+        name: &str,
+        value: &SecretValue,
+    ) -> Result<PutSecretValueOutput, Error> {
+        self.client
+            .put_secret_value()
+            .secret_id(name)
+            .secret_string(value.expose())
+            .send()
+            .await
+            .map_err(|error| Error::Put(Box::new(error)))
+    }
+
+    pub async fn async_delete_secret(
+        &self,
+        name: &str,
+        recovery_window_in_days: i64,
+    ) -> Result<DeleteSecretOutput, Error> {
+        self.client
+            .delete_secret()
+            .secret_id(name)
+            .recovery_window_in_days(recovery_window_in_days)
+            .send()
+            .await
+            .map_err(|error| Error::Delete(Box::new(error)))
+    }
+
+    pub async fn async_rotate_secret(
+        &self,
+        current_name: &str,
+        new_name: &str,
+        value: &SecretValue,
+    ) -> Result<RotationResponse, Error> {
+        if current_name == new_name {
+            return self
+                .async_put_secret_value(current_name, value)
+                .await
+                .map(RotationResponse::Updated);
+        }
+        async_rotate_secret(self, current_name, new_name, value)
+            .await
+            .map(RotationResponse::Created)
+    }
+}
+
+impl BaseSecretManager for AwsSecretsManagerV2 {
+    type Error = Error;
+    type WriteResponse = CreateSecretOutput;
+    type DeleteResponse = DeleteSecretOutput;
+
+    async fn async_read_secret(&self, name: &str) -> Result<Option<SecretValue>, Error> {
+        self.async_read_secret(name).await
+    }
+
+    async fn async_write_secret(
+        &self,
+        name: &str,
+        value: &SecretValue,
+        description: Option<&str>,
+    ) -> Result<CreateSecretOutput, Error> {
+        self.async_write_secret(name, value, description).await
+    }
+
+    async fn async_delete_secret(
+        &self,
+        name: &str,
+        recovery_window_in_days: i64,
+    ) -> Result<DeleteSecretOutput, Error> {
+        self.async_delete_secret(name, recovery_window_in_days)
+            .await
+    }
+}
+
+fn bootstrap_key(name: &str) -> bool {
+    matches!(
+        name,
+        AWS_ACCESS_KEY_ID
+            | AWS_SECRET_ACCESS_KEY
+            | AWS_REGION_NAME
+            | AWS_REGION
+            | AWS_BEDROCK_RUNTIME_ENDPOINT
+    )
+}
diff --git a/litellm-rust/crates/secrets-aws/tests/kms.rs b/litellm-rust/crates/secrets-aws/tests/kms.rs
new file mode 100644
index 00000000000..39a50297551
--- /dev/null
+++ b/litellm-rust/crates/secrets-aws/tests/kms.rs
@@ -0,0 +1,59 @@
+use aws_sdk_kms::{
+    Client,
+    config::{BehaviorVersion, Credentials, Region, retry::RetryConfig},
+};
+use base64::{Engine, engine::general_purpose::STANDARD};
+use litellm_secrets_aws::AwsKms;
+use wiremock::{
+    Mock, MockServer, ResponseTemplate,
+    matchers::{body_json, header},
+};
+
+#[tokio::test]
+async fn kms_decrypt_calls_the_sdk_without_applying_lookup_policy() {
+    let server = MockServer::start().await;
+    let plaintext = "  private-value\n";
+    Mock::given(header("x-amz-target", "TrentService.Decrypt"))
+        .and(body_json(
+            serde_json::json!({"CiphertextBlob": STANDARD.encode("encrypted")}),
+        ))
+        .respond_with(
+            ResponseTemplate::new(200)
+                .set_body_json(serde_json::json!({"Plaintext": STANDARD.encode(plaintext)})),
+        )
+        .expect(1)
+        .mount(&server)
+        .await;
+    let client = Client::from_conf(
+        aws_sdk_kms::Config::builder()
+            .behavior_version(BehaviorVersion::latest())
+            .region(Region::new("us-east-1"))
+            .credentials_provider(Credentials::new("test", "test", None, None, "test"))
+            .endpoint_url(server.uri())
+            .retry_config(RetryConfig::disabled())
+            .build(),
+    );
+    let manager = AwsKms::new(client);
+    assert_eq!(
+        manager.decrypt(b"encrypted".to_vec()).await.unwrap(),
+        plaintext.as_bytes()
+    );
+}
+
+#[test]
+fn disabled_kms_loader_does_not_require_environment_configuration() {
+    use litellm_secrets_aws::load_aws_kms;
+    use litellm_secrets_types::KeyManagementSettings;
+    use std::sync::Arc;
+    for enabled in [None, Some(false)] {
+        assert!(
+            load_aws_kms(
+                enabled,
+                &KeyManagementSettings::default(),
+                Arc::new(|_: &str| None)
+            )
+            .unwrap()
+            .is_none()
+        );
+    }
+}
diff --git a/litellm-rust/crates/secrets-aws/tests/secret_manager.rs b/litellm-rust/crates/secrets-aws/tests/secret_manager.rs
new file mode 100644
index 00000000000..a410767cb5a
--- /dev/null
+++ b/litellm-rust/crates/secrets-aws/tests/secret_manager.rs
@@ -0,0 +1,312 @@
+use std::sync::atomic::{AtomicUsize, Ordering};
+
+use aws_sdk_secretsmanager::{
+    Client,
+    config::{BehaviorVersion, Credentials, Region, retry::RetryConfig},
+};
+use litellm_secrets_aws::{AwsSecretsManagerV2, Error, RotationResponse};
+use litellm_secrets_types::{KeyManagementSettings, SecretValue};
+use serde_json::json;
+use wiremock::{
+    Mock, MockServer, ResponseTemplate,
+    matchers::{body_partial_json, header},
+};
+
+fn manager(server: &MockServer, settings: KeyManagementSettings) -> AwsSecretsManagerV2 {
+    let client = Client::from_conf(
+        aws_sdk_secretsmanager::Config::builder()
+            .behavior_version(BehaviorVersion::latest())
+            .region(Region::new("us-east-1"))
+            .credentials_provider(Credentials::new("test", "test", None, None, "test"))
+            .endpoint_url(server.uri())
+            .retry_config(RetryConfig::disabled())
+            .build(),
+    );
+    AwsSecretsManagerV2::new(client, (&settings).into())
+}
+
+#[rstest::rstest]
+#[case::string_value("KEY", Some("value"))]
+#[case::missing_value("missing", None)]
+#[case::non_string_value("BOOL", None)]
+#[tokio::test]
+async fn primary_lookup_preserves_read_semantics(
+    #[case] name: &str,
+    #[case] expected: Option<&str>,
+) {
+    let server = MockServer::start().await;
+    Mock::given(header("x-amz-target", "secretsmanager.GetSecretValue"))
+        .and(body_partial_json(json!({"SecretId":"primary"})))
+        .respond_with(
+            ResponseTemplate::new(200).set_body_json(
+                json!({"SecretString":json!({"KEY":"value", "BOOL":true}).to_string()}),
+            ),
+        )
+        .expect(1)
+        .mount(&server)
+        .await;
+    let manager = manager(&server, KeyManagementSettings::default());
+    assert_eq!(
+        manager
+            .read_secret_for_resolver(name, Some("primary"), &|_: &str| None)
+            .await
+            .unwrap()
+            .and_then(|v| v.as_str().map(str::to_owned))
+            .as_deref(),
+        expected
+    );
+}
+
+#[rstest::rstest]
+#[case::access_key("AWS_ACCESS_KEY_ID")]
+#[case::secret_access_key("AWS_SECRET_ACCESS_KEY")]
+#[case::region_name("AWS_REGION_NAME")]
+#[case::region("AWS_REGION")]
+#[case::bedrock_endpoint("AWS_BEDROCK_RUNTIME_ENDPOINT")]
+#[tokio::test]
+async fn bootstrap_keys_bypass_primary_lookup(#[case] name: &str) {
+    let server = MockServer::start().await;
+    let manager = manager(&server, KeyManagementSettings::default());
+    assert_eq!(
+        manager
+            .read_secret_for_resolver(name, Some("primary"), &|_: &str| Some("bootstrap".into()))
+            .await
+            .unwrap()
+            .unwrap()
+            .as_str()
+            .unwrap(),
+        "bootstrap"
+    );
+}
+
+#[tokio::test]
+async fn failed_read_returns_none_but_invalid_primary_json_is_an_error() {
+    let server = MockServer::start().await;
+    Mock::given(body_partial_json(json!({"SecretId":"missing"})))
+        .respond_with(
+            ResponseTemplate::new(400).set_body_json(json!({"__type":"ResourceNotFoundException"})),
+        )
+        .mount(&server)
+        .await;
+    Mock::given(body_partial_json(json!({"SecretId":"invalid"})))
+        .respond_with(ResponseTemplate::new(200).set_body_json(json!({"SecretString":"not-json"})))
+        .mount(&server)
+        .await;
+    let manager = manager(&server, KeyManagementSettings::default());
+    assert!(
+        manager
+            .async_read_secret("missing")
+            .await
+            .unwrap()
+            .is_none()
+    );
+    assert!(matches!(
+        manager
+            .read_secret_for_resolver("KEY", Some("invalid"), &|_: &str| None)
+            .await,
+        Err(Error::PrimarySecret)
+    ));
+}
+
+#[tokio::test]
+async fn same_name_rotation_uses_put_and_returns_its_response() {
+    let server = MockServer::start().await;
+    Mock::given(header("x-amz-target", "secretsmanager.PutSecretValue"))
+        .and(body_partial_json(
+            json!({"SecretId":"key", "SecretString":"replacement"}),
+        ))
+        .respond_with(
+            ResponseTemplate::new(200).set_body_json(json!({"Name":"key", "VersionId":"version"})),
+        )
+        .expect(1)
+        .mount(&server)
+        .await;
+    let response = manager(&server, KeyManagementSettings::default())
+        .async_rotate_secret("key", "key", &SecretValue::new("replacement"))
+        .await
+        .unwrap();
+    match response {
+        RotationResponse::Updated(output) => assert_eq!(output.version_id(), Some("version")),
+        _ => panic!("rotation created a second secret"),
+    }
+    assert_eq!(server.received_requests().await.unwrap().len(), 1);
+}
+
+#[tokio::test]
+async fn renamed_rotation_reads_creates_verifies_then_deletes() {
+    let server = MockServer::start().await;
+    let step = AtomicUsize::new(0);
+    Mock::given(wiremock::matchers::method("POST"))
+        .respond_with(move |request: &wiremock::Request| {
+            let body: serde_json::Value = request.body_json().unwrap();
+            let action = request
+                .headers
+                .get("x-amz-target")
+                .unwrap()
+                .to_str()
+                .unwrap();
+            match step.fetch_add(1, Ordering::SeqCst) {
+                0 => {
+                    assert_eq!(action, "secretsmanager.GetSecretValue");
+                    assert_eq!(body["SecretId"], "old");
+                    ResponseTemplate::new(200).set_body_json(json!({"SecretString":"old-value"}))
+                }
+                1 => {
+                    assert_eq!(action, "secretsmanager.CreateSecret");
+                    assert_eq!(body["Name"], "new");
+                    assert_eq!(body["Description"], "Rotated from old");
+                    assert_eq!(body["SecretString"], "replacement");
+                    ResponseTemplate::new(200).set_body_json(json!({"Name":"new"}))
+                }
+                2 => {
+                    assert_eq!(action, "secretsmanager.GetSecretValue");
+                    assert_eq!(body["SecretId"], "new");
+                    ResponseTemplate::new(200).set_body_json(json!({"SecretString":"replacement"}))
+                }
+                3 => {
+                    assert_eq!(action, "secretsmanager.DeleteSecret");
+                    assert_eq!(body["SecretId"], "old");
+                    assert_eq!(body["RecoveryWindowInDays"], 7);
+                    ResponseTemplate::new(200).set_body_json(json!({"Name":"old"}))
+                }
+                _ => panic!("unexpected request"),
+            }
+        })
+        .expect(4)
+        .mount(&server)
+        .await;
+    assert!(matches!(
+        manager(&server, KeyManagementSettings::default())
+            .async_rotate_secret("old", "new", &SecretValue::new("replacement"))
+            .await
+            .unwrap(),
+        RotationResponse::Created(_)
+    ));
+}
+
+#[tokio::test]
+async fn creation_passes_tags_and_kms_and_survives_replication_failure() {
+    let server = MockServer::start().await;
+    Mock::given(header("x-amz-target", "secretsmanager.CreateSecret"))
+        .and(body_partial_json(json!({"Name":"key", "SecretString":"value", "KmsKeyId":"kms-key", "Tags":[{"Key":"stage", "Value":"test"}]})))
+        .respond_with(ResponseTemplate::new(200).set_body_json(json!({"Name":"key"}))).expect(1).mount(&server).await;
+    Mock::given(header(
+        "x-amz-target",
+        "secretsmanager.ReplicateSecretToRegions",
+    ))
+    .and(body_partial_json(
+        json!({"SecretId":"key", "AddReplicaRegions":[{"Region":"replica-region"}]}),
+    ))
+    .respond_with(
+        ResponseTemplate::new(400).set_body_json(json!({"__type":"InvalidRequestException"})),
+    )
+    .expect(1)
+    .mount(&server)
+    .await;
+    let settings = KeyManagementSettings {
+        kms_key_id: Some("kms-key".into()),
+        tags: Some(std::collections::BTreeMap::from([(
+            "stage".into(),
+            "test".into(),
+        )])),
+        replica_regions: Some(vec!["replica-region".into()]),
+        ..Default::default()
+    };
+    let manager = manager(&server, settings);
+    assert_eq!(
+        manager
+            .async_write_secret("key", &SecretValue::new("value"), None)
+            .await
+            .unwrap()
+            .name(),
+        Some("key")
+    );
+    assert!(
+        manager
+            .async_replicate_secret("key", &[])
+            .await
+            .unwrap()
+            .is_none()
+    );
+}
+
+#[tokio::test]
+async fn credential_failures_are_not_swallowed_as_missing_secrets() {
+    use aws_credential_types::provider::{ProvideCredentials, error::CredentialsError, future};
+    #[derive(Debug)]
+    struct FailedCredentials;
+    impl ProvideCredentials for FailedCredentials {
+        fn provide_credentials<'a>(&'a self) -> future::ProvideCredentials<'a>
+        where
+            Self: 'a,
+        {
+            future::ProvideCredentials::ready(Err(CredentialsError::provider_error(
+                "private-auth-detail",
+            )))
+        }
+    }
+    let server = MockServer::start().await;
+    let config = aws_sdk_secretsmanager::Config::builder()
+        .behavior_version(BehaviorVersion::latest())
+        .region(Region::new("us-east-1"))
+        .credentials_provider(FailedCredentials)
+        .endpoint_url(server.uri())
+        .retry_config(RetryConfig::disabled())
+        .build();
+    let manager = AwsSecretsManagerV2::new(Client::from_conf(config), Default::default());
+    let error = manager.async_read_secret("key").await.unwrap_err();
+    assert!(!format!("{error:?}").contains("private-auth-detail"));
+    assert!(matches!(error, Error::Read(_)));
+    assert!(server.received_requests().await.unwrap().is_empty());
+}
+
+#[tokio::test]
+async fn read_timeout_is_an_error_and_cannot_be_mistaken_for_missing() {
+    use std::time::Duration;
+    let server = MockServer::start().await;
+    Mock::given(wiremock::matchers::method("POST"))
+        .respond_with(
+            ResponseTemplate::new(200)
+                .set_delay(Duration::from_secs(1))
+                .set_body_json(json!({"SecretString":"late"})),
+        )
+        .mount(&server)
+        .await;
+    let config = aws_sdk_secretsmanager::Config::builder()
+        .behavior_version(BehaviorVersion::latest())
+        .region(Region::new("us-east-1"))
+        .credentials_provider(Credentials::new("test", "test", None, None, "test"))
+        .endpoint_url(server.uri())
+        .retry_config(RetryConfig::disabled())
+        .timeout_config(
+            aws_sdk_secretsmanager::config::timeout::TimeoutConfig::builder()
+                .operation_timeout(Duration::from_millis(30))
+                .build(),
+        )
+        .build();
+    let manager = AwsSecretsManagerV2::new(Client::from_conf(config), Default::default());
+    assert!(matches!(
+        manager.async_read_secret("key").await,
+        Err(Error::Timeout)
+    ));
+}
+
+#[rstest::rstest]
+#[case::denied(400, "AccessDeniedException")]
+#[case::throttled(400, "ThrottlingException")]
+#[case::unavailable(503, "ServiceUnavailableException")]
+#[tokio::test]
+async fn service_failures_remain_errors(#[case] status: u16, #[case] code: &str) {
+    let server = MockServer::start().await;
+    Mock::given(header("x-amz-target", "secretsmanager.GetSecretValue"))
+        .respond_with(ResponseTemplate::new(status).set_body_json(json!({"__type":code})))
+        .expect(1)
+        .mount(&server)
+        .await;
+    assert!(matches!(
+        manager(&server, KeyManagementSettings::default())
+            .async_read_secret("key")
+            .await,
+        Err(Error::Read(_))
+    ));
+}
diff --git a/litellm-rust/crates/secrets-google/Cargo.toml b/litellm-rust/crates/secrets-google/Cargo.toml
new file mode 100644
index 00000000000..daecf20ff9e
--- /dev/null
+++ b/litellm-rust/crates/secrets-google/Cargo.toml
@@ -0,0 +1,28 @@
+[package]
+name = "litellm-secrets-google"
+version = "0.1.0"
+edition.workspace = true
+license.workspace = true
+repository.workspace = true
+
+[dependencies]
+litellm-auth-gcp = { workspace = true, features = ["google-sdk"] }
+litellm-secrets-types.workspace = true
+litellm-auth-types.workspace = true
+litellm-core-utils.workspace = true
+base64.workspace = true
+serde_json.workspace = true
+thiserror.workspace = true
+moka.workspace = true
+veil.workspace = true
+google-cloud-kms-v1 = "1.14.0"
+google-cloud-gax = { version = "1.14.0", default-features = false }
+percent-encoding = "2.3"
+serde.workspace = true
+reqwest.workspace = true
+
+[dev-dependencies]
+google-cloud-auth.workspace = true
+rstest.workspace = true
+tokio.workspace = true
+wiremock = "0.6.5"
diff --git a/litellm-rust/crates/secrets-google/src/auth.rs b/litellm-rust/crates/secrets-google/src/auth.rs
new file mode 100644
index 00000000000..45fc99d8d5f
--- /dev/null
+++ b/litellm-rust/crates/secrets-google/src/auth.rs
@@ -0,0 +1,21 @@
+use std::sync::Arc;
+
+use litellm_auth_gcp::{GoogleCredentials, VertexConfig};
+use litellm_auth_types::{InputSource, Sourced};
+use litellm_core_utils::settings::Lookup;
+use litellm_secrets_types::SecretValue;
+
+pub(crate) fn credentials(
+    project: Option<String>,
+    credentials: Option<SecretValue>,
+    environment: Arc<dyn Lookup + Send + Sync>,
+) -> GoogleCredentials {
+    GoogleCredentials::new(
+        VertexConfig::new(
+            credentials.map(|value| Sourced::new(value, InputSource::Environment)),
+            project,
+            None,
+        ),
+        Arc::new(move |name| environment.get(name)),
+    )
+}
diff --git a/litellm-rust/crates/secrets-google/src/error.rs b/litellm-rust/crates/secrets-google/src/error.rs
new file mode 100644
index 00000000000..a94cc8c2de6
--- /dev/null
+++ b/litellm-rust/crates/secrets-google/src/error.rs
@@ -0,0 +1,43 @@
+#[derive(thiserror::Error, veil::Redact)]
+pub enum Error {
+    #[error("Google KMS client configuration failed")]
+    Client(
+        #[from]
+        #[redact]
+        google_cloud_gax::client_builder::Error,
+    ),
+    #[error("Google authentication failed")]
+    Auth(
+        #[from]
+        #[redact]
+        litellm_auth_types::Error,
+    ),
+    #[error("Google KMS request failed")]
+    Kms(
+        #[from]
+        #[redact]
+        google_cloud_gax::error::Error,
+    ),
+    #[error("Google Secret Manager HTTP request failed")]
+    Http(
+        #[from]
+        #[redact]
+        reqwest::Error,
+    ),
+    #[error("Google Secret Manager returned HTTP {0}")]
+    Status(u16),
+    #[error("Google Secret Manager returned no payload")]
+    MissingPayload,
+    #[error("required environment variable is missing: {0}")]
+    MissingEnvironment(&'static str),
+    #[error("invalid refresh interval")]
+    RefreshInterval,
+    #[error("payload is not valid base64")]
+    Base64(#[from] base64::DecodeError),
+    #[error("decrypted value is not UTF-8")]
+    Utf8,
+    #[error("invalid Google Secret Manager endpoint")]
+    Endpoint,
+    #[error("Google Secret Manager requires an enterprise license")]
+    EnterpriseRequired,
+}
diff --git a/litellm-rust/crates/secrets-google/src/kms.rs b/litellm-rust/crates/secrets-google/src/kms.rs
new file mode 100644
index 00000000000..3a247edaa35
--- /dev/null
+++ b/litellm-rust/crates/secrets-google/src/kms.rs
@@ -0,0 +1,67 @@
+use std::sync::Arc;
+
+use google_cloud_kms_v1::client::KeyManagementService;
+use litellm_core_utils::settings::Lookup;
+use litellm_secrets_types::SecretValue;
+
+use crate::{Error, auth};
+
+const GOOGLE_APPLICATION_CREDENTIALS: &str = "GOOGLE_APPLICATION_CREDENTIALS";
+const GOOGLE_KMS_RESOURCE_NAME: &str = "GOOGLE_KMS_RESOURCE_NAME";
+
+#[derive(Clone)]
+pub struct GoogleKms {
+    client: KeyManagementService,
+    resource_name: String,
+}
+
+impl GoogleKms {
+    pub fn new(client: KeyManagementService, resource_name: String) -> Self {
+        Self {
+            client,
+            resource_name,
+        }
+    }
+
+    pub async fn decrypt(&self, ciphertext: Vec<u8>) -> Result<Vec<u8>, Error> {
+        let response = self
+            .client
+            .decrypt()
+            .set_name(&self.resource_name)
+            .set_ciphertext(ciphertext)
+            .send()
+            .await?;
+        Ok(response.plaintext.to_vec())
+    }
+}
+
+pub fn validate_environment(environment: &dyn Lookup) -> Result<(), Error> {
+    for key in [GOOGLE_APPLICATION_CREDENTIALS, GOOGLE_KMS_RESOURCE_NAME] {
+        if environment.get(key).is_none() {
+            return Err(Error::MissingEnvironment(key));
+        }
+    }
+    Ok(())
+}
+
+pub async fn load_google_kms(
+    use_google_kms: Option<bool>,
+    environment: Arc<dyn Lookup + Send + Sync>,
+) -> Result<Option<GoogleKms>, Error> {
+    if use_google_kms != Some(true) {
+        return Ok(None);
+    }
+    validate_environment(environment.as_ref())?;
+    let credentials = environment
+        .get(GOOGLE_APPLICATION_CREDENTIALS)
+        .ok_or(Error::MissingEnvironment(GOOGLE_APPLICATION_CREDENTIALS))?;
+    let resource_name = environment
+        .get(GOOGLE_KMS_RESOURCE_NAME)
+        .ok_or(Error::MissingEnvironment(GOOGLE_KMS_RESOURCE_NAME))?;
+    let credentials = auth::credentials(None, Some(SecretValue::new(credentials)), environment);
+    let client = KeyManagementService::builder()
+        .with_credentials(credentials)
+        .build()
+        .await?;
+    Ok(Some(GoogleKms::new(client, resource_name)))
+}
diff --git a/litellm-rust/crates/secrets-google/src/lib.rs b/litellm-rust/crates/secrets-google/src/lib.rs
new file mode 100644
index 00000000000..a664f11a018
--- /dev/null
+++ b/litellm-rust/crates/secrets-google/src/lib.rs
@@ -0,0 +1,10 @@
+#![forbid(unsafe_code)]
+
+mod auth;
+mod error;
+pub mod kms;
+pub mod secret_manager;
+
+pub use error::Error;
+pub use kms::{GoogleKms, load_google_kms};
+pub use secret_manager::GoogleSecretManager;
diff --git a/litellm-rust/crates/secrets-google/src/secret_manager.rs b/litellm-rust/crates/secrets-google/src/secret_manager.rs
new file mode 100644
index 00000000000..3c34d9cbcc4
--- /dev/null
+++ b/litellm-rust/crates/secrets-google/src/secret_manager.rs
@@ -0,0 +1,157 @@
+use std::{sync::Arc, time::Duration};
+
+use base64::{Engine, engine::general_purpose::STANDARD};
+use litellm_core_utils::settings::Lookup;
+use litellm_secrets_types::{Secret, SecretValue};
+use moka::future::Cache;
+use serde::Deserialize;
+
+use litellm_auth_gcp::GoogleCredentials;
+
+use crate::{Error, auth};
+
+const GOOGLE_SECRET_MANAGER_PROJECT_ID: &str = "GOOGLE_SECRET_MANAGER_PROJECT_ID";
+const GOOGLE_SECRET_MANAGER_REFRESH_INTERVAL: &str = "GOOGLE_SECRET_MANAGER_REFRESH_INTERVAL";
+const SECRET_MANAGER_REFRESH_INTERVAL: &str = "SECRET_MANAGER_REFRESH_INTERVAL";
+const GOOGLE_SECRET_MANAGER_ALWAYS_READ_SECRET_MANAGER: &str =
+    "GOOGLE_SECRET_MANAGER_ALWAYS_READ_SECRET_MANAGER";
+const GCS_PATH_SERVICE_ACCOUNT: &str = "GCS_PATH_SERVICE_ACCOUNT";
+const DEFAULT_REFRESH_INTERVAL: Duration = Duration::from_secs(86400);
+const DEFAULT_CACHE_TTL: Duration = Duration::from_secs(600);
+const CACHE_CAPACITY: u64 = 200;
+
+#[derive(Clone)]
+pub struct GoogleSecretManager {
+    client: reqwest::Client,
+    credentials: Arc<GoogleCredentials>,
+    endpoint: reqwest::Url,
+    project: String,
+    cache: Cache<String, SecretValue>,
+    always_read: bool,
+}
+
+#[derive(Deserialize)]
+struct Response {
+    payload: Option<Payload>,
+}
+
+#[derive(Deserialize)]
+struct Payload {
+    data: Option<String>,
+}
+
+impl GoogleSecretManager {
+    pub fn with_client(
+        client: reqwest::Client,
+        endpoint: reqwest::Url,
+        project: String,
+        environment: Arc<dyn Lookup + Send + Sync>,
+        refresh_interval: Option<Duration>,
+        always_read: bool,
+    ) -> Result<Self, Error> {
+        let credentials = auth::credentials(
+            Some(project.clone()),
+            environment
+                .get(GCS_PATH_SERVICE_ACCOUNT)
+                .map(SecretValue::new),
+            environment,
+        );
+        let ttl = refresh_interval
+            .filter(|ttl| !ttl.is_zero())
+            .unwrap_or(DEFAULT_CACHE_TTL);
+        let cache = Cache::builder()
+            .max_capacity(CACHE_CAPACITY)
+            .time_to_live(ttl)
+            .build();
+        Ok(Self {
+            client,
+            credentials: Arc::new(credentials),
+            endpoint,
+            project,
+            cache,
+            always_read,
+        })
+    }
+
+    pub fn new(
+        environment: Arc<dyn Lookup + Send + Sync>,
+        enterprise_enabled: bool,
+    ) -> Result<Self, Error> {
+        if !enterprise_enabled {
+            return Err(Error::EnterpriseRequired);
+        }
+        let project = environment
+            .get(GOOGLE_SECRET_MANAGER_PROJECT_ID)
+            .ok_or(Error::MissingEnvironment(GOOGLE_SECRET_MANAGER_PROJECT_ID))?;
+        let ttl = environment
+            .get(GOOGLE_SECRET_MANAGER_REFRESH_INTERVAL)
+            .filter(|v| !v.is_empty())
+            .map(|v| v.parse::<i64>().map_err(|_| Error::RefreshInterval))
+            .transpose()?
+            .unwrap_or(
+                environment
+                    .get(SECRET_MANAGER_REFRESH_INTERVAL)
+                    .map(|v| v.parse::<i64>().map_err(|_| Error::RefreshInterval))
+                    .transpose()?
+                    .unwrap_or(DEFAULT_REFRESH_INTERVAL.as_secs() as i64),
+            );
+        let always_read = environment
+            .get(GOOGLE_SECRET_MANAGER_ALWAYS_READ_SECRET_MANAGER)
+            .is_some_and(|v| v.eq_ignore_ascii_case("true"));
+        Self::with_client(
+            reqwest::Client::new(),
+            reqwest::Url::parse("https://secretmanager.googleapis.com").expect("static URL"),
+            project,
+            environment,
+            Some(if ttl < 0 {
+                Duration::from_nanos(1)
+            } else {
+                Duration::from_secs(ttl as u64)
+            }),
+            always_read,
+        )
+    }
+
+    pub async fn get_secret_from_google_secret_manager(
+        &self,
+        name: &str,
+    ) -> Result<Option<Secret>, Error> {
+        if !self.always_read
+            && let Some(cached) = self.cache.get(name).await
+        {
+            return Ok(Some(Secret::String(cached)));
+        }
+        let url = self
+            .endpoint
+            .join(&format!(
+                "/v1/projects/{}/secrets/{}/versions/latest:access",
+                percent_encoding::utf8_percent_encode(
+                    &self.project,
+                    percent_encoding::NON_ALPHANUMERIC
+                ),
+                percent_encoding::utf8_percent_encode(name, percent_encoding::NON_ALPHANUMERIC)
+            ))
+            .map_err(|_| Error::Endpoint)?;
+        let response = self
+            .client
+            .get(url)
+            .headers(self.credentials.request_headers().await?)
+            .send()
+            .await?;
+        if response.status() == reqwest::StatusCode::NOT_FOUND {
+            return Ok(None);
+        }
+        if response.status() != reqwest::StatusCode::OK {
+            return Err(Error::Status(response.status().as_u16()));
+        }
+        let response: Response = response.json().await?;
+        let Some(data) = response.payload.and_then(|payload| payload.data) else {
+            return Err(Error::MissingPayload);
+        };
+        let bytes = STANDARD.decode(data)?;
+        let plaintext = String::from_utf8(bytes).map_err(|_| Error::Utf8)?;
+        let value = SecretValue::new(plaintext);
+        self.cache.insert(name.to_owned(), value.clone()).await;
+        Ok(Some(Secret::String(value)))
+    }
+}
diff --git a/litellm-rust/crates/secrets-google/tests/kms.rs b/litellm-rust/crates/secrets-google/tests/kms.rs
new file mode 100644
index 00000000000..667ecd268c8
--- /dev/null
+++ b/litellm-rust/crates/secrets-google/tests/kms.rs
@@ -0,0 +1,49 @@
+use base64::{Engine, engine::general_purpose::STANDARD};
+use google_cloud_kms_v1::client::KeyManagementService;
+use litellm_secrets_google::GoogleKms;
+use wiremock::{
+    Mock, MockServer, ResponseTemplate,
+    matchers::{body_json, path},
+};
+
+#[tokio::test]
+async fn google_kms_decrypts_using_the_configured_resource() {
+    let server = MockServer::start().await;
+    let resource = "projects/project/locations/global/keyRings/ring/cryptoKeys/key";
+    Mock::given(path(format!("/v1/{resource}:decrypt")))
+        .and(body_json(
+            serde_json::json!({"ciphertext":STANDARD.encode("encrypted")}),
+        ))
+        .respond_with(
+            ResponseTemplate::new(200)
+                .set_body_json(serde_json::json!({"plaintext":STANDARD.encode(" value\n")})),
+        )
+        .expect(1)
+        .mount(&server)
+        .await;
+    let client = KeyManagementService::builder()
+        .with_endpoint(server.uri())
+        .with_credentials(google_cloud_auth::credentials::anonymous::Builder::new().build())
+        .with_retry_policy(google_cloud_gax::retry_policy::NeverRetry)
+        .build()
+        .await
+        .unwrap();
+    let manager = GoogleKms::new(client, resource.into());
+    assert_eq!(
+        manager.decrypt(b"encrypted".to_vec()).await.unwrap(),
+        b" value\n"
+    );
+}
+
+#[tokio::test]
+async fn disabled_google_kms_loader_does_not_require_environment_configuration() {
+    use std::sync::Arc;
+    for enabled in [None, Some(false)] {
+        assert!(
+            litellm_secrets_google::load_google_kms(enabled, Arc::new(|_: &str| None))
+                .await
+                .unwrap()
+                .is_none()
+        );
+    }
+}
diff --git a/litellm-rust/crates/secrets-google/tests/secret_manager.rs b/litellm-rust/crates/secrets-google/tests/secret_manager.rs
new file mode 100644
index 00000000000..b3b1d29e62c
--- /dev/null
+++ b/litellm-rust/crates/secrets-google/tests/secret_manager.rs
@@ -0,0 +1,188 @@
+use std::{sync::Arc, time::Duration};
+
+use base64::{Engine, engine::general_purpose::STANDARD};
+use litellm_secrets_google::{Error, GoogleSecretManager};
+
+use wiremock::{
+    Mock, MockServer, ResponseTemplate,
+    matchers::{header, path},
+};
+
+fn manager(server: &MockServer, always_read: bool, ttl: Duration) -> GoogleSecretManager {
+    GoogleSecretManager::with_client(
+        reqwest::Client::new(),
+        server.uri().parse().unwrap(),
+        "project".into(),
+        Arc::new(|name: &str| (name == "VERTEX_AI_API_KEY").then(|| "token".into())),
+        Some(ttl),
+        always_read,
+    )
+    .unwrap()
+}
+
+#[rstest::rstest]
+#[case::nonempty("private-value")]
+#[case::empty("")]
+#[tokio::test]
+async fn successful_reads_use_auth_latest_version_and_cache_including_empty_values(
+    #[case] value: &str,
+) {
+    let server = MockServer::start().await;
+    Mock::given(path(
+        "/v1/projects/project/secrets/key/versions/latest:access",
+    ))
+    .and(header("authorization", "Bearer token"))
+    .respond_with(
+        ResponseTemplate::new(200)
+            .set_body_json(serde_json::json!({"payload":{"data":STANDARD.encode(value)}})),
+    )
+    .expect(1)
+    .mount(&server)
+    .await;
+    let manager = manager(&server, false, Duration::from_secs(60));
+    for _ in 0..2 {
+        assert_eq!(
+            manager
+                .get_secret_from_google_secret_manager("key")
+                .await
+                .unwrap()
+                .unwrap()
+                .as_str()
+                .unwrap(),
+            value
+        );
+    }
+}
+
+#[rstest::rstest]
+#[case::not_found(404, serde_json::json!({}))]
+#[case::unauthorized(401, serde_json::json!({}))]
+#[case::forbidden(403, serde_json::json!({}))]
+#[case::throttled(429, serde_json::json!({}))]
+#[case::unavailable(503, serde_json::json!({}))]
+#[case::missing_payload(200, serde_json::json!({"payload":{}}))]
+#[case::invalid_base64(200, serde_json::json!({"payload":{"data":"%%%"}}))]
+#[tokio::test]
+async fn failed_or_missing_reads_are_not_cached(
+    #[case] status: u16,
+    #[case] body: serde_json::Value,
+) {
+    let server = MockServer::start().await;
+    let manager = manager(&server, false, Duration::from_secs(60));
+    let failing = Mock::given(path(
+        "/v1/projects/project/secrets/key/versions/latest:access",
+    ))
+    .respond_with(ResponseTemplate::new(status).set_body_json(body))
+    .expect(1)
+    .mount_as_scoped(&server)
+    .await;
+    let result = manager.get_secret_from_google_secret_manager("key").await;
+    match status {
+        404 => assert_eq!(result.unwrap(), None),
+        200 => assert!(matches!(
+            result,
+            Err(Error::MissingPayload | Error::Base64(_))
+        )),
+        status => assert!(matches!(result, Err(Error::Status(actual)) if actual == status)),
+    }
+    drop(failing);
+    Mock::given(path(
+        "/v1/projects/project/secrets/key/versions/latest:access",
+    ))
+    .respond_with(
+        ResponseTemplate::new(200)
+            .set_body_json(serde_json::json!({"payload":{"data":STANDARD.encode("recovered")}})),
+    )
+    .expect(1)
+    .mount(&server)
+    .await;
+    for _ in 0..2 {
+        assert_eq!(
+            manager
+                .get_secret_from_google_secret_manager("key")
+                .await
+                .unwrap()
+                .unwrap()
+                .as_str(),
+            Some("recovered")
+        );
+    }
+}
+
+#[rstest::rstest]
+#[case::always_read(true, Duration::from_secs(60))]
+#[case::expired_cache(false, Duration::from_millis(1))]
+#[tokio::test]
+async fn always_read_and_expired_cache_fetch_again(
+    #[case] always_read: bool,
+    #[case] ttl: Duration,
+) {
+    let server = MockServer::start().await;
+    Mock::given(path(
+        "/v1/projects/project/secrets/key/versions/latest:access",
+    ))
+    .respond_with(
+        ResponseTemplate::new(200)
+            .set_body_json(serde_json::json!({"payload":{"data":STANDARD.encode("value")}})),
+    )
+    .expect(2)
+    .mount(&server)
+    .await;
+    let manager = manager(&server, always_read, ttl);
+    for _ in 0..2 {
+        tokio::time::sleep(Duration::from_millis(5)).await;
+        assert!(
+            manager
+                .get_secret_from_google_secret_manager("key")
+                .await
+                .unwrap()
+                .is_some()
+        );
+    }
+}
+
+#[test]
+fn google_manager_requires_host_license_and_project_configuration() {
+    assert!(matches!(
+        GoogleSecretManager::new(Arc::new(|_: &str| None), false),
+        Err(Error::EnterpriseRequired)
+    ));
+    assert!(matches!(
+        GoogleSecretManager::new(Arc::new(|_: &str| None), true),
+        Err(Error::MissingEnvironment(
+            "GOOGLE_SECRET_MANAGER_PROJECT_ID"
+        ))
+    ));
+}
+
+#[rstest::rstest]
+#[case("true")]
+#[case("null")]
+#[case("\"text\"")]
+#[case("{\"key\":1}")]
+#[tokio::test]
+async fn cache_preserves_raw_values(#[case] raw: &str) {
+    let server = MockServer::start().await;
+    Mock::given(path(
+        "/v1/projects/project/secrets/key/versions/latest:access",
+    ))
+    .respond_with(
+        ResponseTemplate::new(200)
+            .set_body_json(serde_json::json!({"payload":{"data":STANDARD.encode(raw)}})),
+    )
+    .expect(1)
+    .mount(&server)
+    .await;
+    let manager = manager(&server, false, Duration::from_secs(60));
+    for _ in 0..2 {
+        assert_eq!(
+            manager
+                .get_secret_from_google_secret_manager("key")
+                .await
+                .unwrap()
+                .unwrap()
+                .as_str(),
+            Some(raw)
+        );
+    }
+}
diff --git a/litellm-rust/crates/secrets-types/Cargo.toml b/litellm-rust/crates/secrets-types/Cargo.toml
new file mode 100644
index 00000000000..acd29746722
--- /dev/null
+++ b/litellm-rust/crates/secrets-types/Cargo.toml
@@ -0,0 +1,17 @@
+[package]
+name = "litellm-secrets-types"
+version = "0.1.0"
+edition.workspace = true
+license.workspace = true
+repository.workspace = true
+
+[dependencies]
+litellm-auth-types.workspace = true
+serde.workspace = true
+serde_json.workspace = true
+thiserror.workspace = true
+veil.workspace = true
+
+[dev-dependencies]
+rstest.workspace = true
+tokio.workspace = true
diff --git a/litellm-rust/crates/secrets-types/src/base_secret_manager.rs b/litellm-rust/crates/secrets-types/src/base_secret_manager.rs
new file mode 100644
index 00000000000..d71bce64221
--- /dev/null
+++ b/litellm-rust/crates/secrets-types/src/base_secret_manager.rs
@@ -0,0 +1,58 @@
+use crate::{Error, SecretValue};
+
+pub fn validate_secret_name(name: &str) -> Result<(), Error> {
+    if name.split('/').any(|segment| segment == "..")
+        || name
+            .chars()
+            .any(|c| c.is_control() || matches!(c, '\u{2028}' | '\u{2029}'))
+    {
+        return Err(Error::UnsafeSecretName);
+    }
+    Ok(())
+}
+
+#[expect(
+    async_fn_in_trait,
+    reason = "closed backend dispatch does not require Send bounds on generic rotation"
+)]
+pub trait BaseSecretManager {
+    type Error: From<Error>;
+    type WriteResponse;
+    type DeleteResponse;
+
+    async fn async_read_secret(&self, name: &str) -> Result<Option<SecretValue>, Self::Error>;
+    async fn async_write_secret(
+        &self,
+        name: &str,
+        value: &SecretValue,
+        description: Option<&str>,
+    ) -> Result<Self::WriteResponse, Self::Error>;
+    async fn async_delete_secret(
+        &self,
+        name: &str,
+        recovery_window_in_days: i64,
+    ) -> Result<Self::DeleteResponse, Self::Error>;
+}
+
+pub async fn async_rotate_secret<M: BaseSecretManager>(
+    manager: &M,
+    current_name: &str,
+    new_name: &str,
+    value: &SecretValue,
+) -> Result<M::WriteResponse, M::Error> {
+    if manager.async_read_secret(current_name).await?.is_none() {
+        return Err(Error::CurrentSecretMissing.into());
+    }
+    let response = manager
+        .async_write_secret(
+            new_name,
+            value,
+            Some(&format!("Rotated from {current_name}")),
+        )
+        .await?;
+    if manager.async_read_secret(new_name).await?.is_none() {
+        return Err(Error::NewSecretMissing.into());
+    }
+    manager.async_delete_secret(current_name, 7).await?;
+    Ok(response)
+}
diff --git a/litellm-rust/crates/secrets-types/src/config.rs b/litellm-rust/crates/secrets-types/src/config.rs
new file mode 100644
index 00000000000..36d319311a3
--- /dev/null
+++ b/litellm-rust/crates/secrets-types/src/config.rs
@@ -0,0 +1,92 @@
+use std::collections::BTreeMap;
+
+use serde::{Deserialize, Serialize};
+
+use crate::SecretValue;
+
+#[derive(Clone, Copy, Debug, Deserialize, Eq, PartialEq, Serialize)]
+#[serde(rename_all = "snake_case")]
+pub enum KeyManagementSystem {
+    GoogleKms,
+    AzureKeyVault,
+    AwsSecretManager,
+    GoogleSecretManager,
+    HashicorpVault,
+    Cyberark,
+    Local,
+    AwsKms,
+    Custom,
+}
+
+#[derive(Clone, Copy, Debug, Default, Deserialize, Eq, PartialEq, Serialize)]
+#[serde(rename_all = "snake_case")]
+pub enum AccessMode {
+    #[default]
+    ReadOnly,
+    WriteOnly,
+    ReadAndWrite,
+}
+
+impl AccessMode {
+    pub fn readable(self) -> bool {
+        matches!(self, Self::ReadOnly | Self::ReadAndWrite)
+    }
+}
+
+#[derive(Clone, Debug, Deserialize, Serialize, PartialEq, Eq)]
+#[serde(default)]
+pub struct KeyManagementSettings {
+    pub hosted_keys: Option<Vec<String>>,
+    pub store_virtual_keys: Option<bool>,
+    pub prefix_for_stored_virtual_keys: String,
+    pub access_mode: AccessMode,
+    pub primary_secret_name: Option<String>,
+    pub description: Option<String>,
+    pub tags: Option<BTreeMap<String, String>>,
+    pub kms_key_id: Option<String>,
+    pub custom_secret_manager: Option<String>,
+    pub aws_region_name: Option<String>,
+    pub aws_role_name: Option<String>,
+    pub aws_session_name: Option<String>,
+    #[serde(serialize_with = "serialize_secret")]
+    pub aws_external_id: Option<SecretValue>,
+    pub aws_profile_name: Option<String>,
+    #[serde(serialize_with = "serialize_secret")]
+    pub aws_web_identity_token: Option<SecretValue>,
+    pub aws_sts_endpoint: Option<String>,
+    pub replica_regions: Option<Vec<String>>,
+}
+
+impl Default for KeyManagementSettings {
+    fn default() -> Self {
+        Self {
+            hosted_keys: None,
+            store_virtual_keys: Some(false),
+            prefix_for_stored_virtual_keys: "litellm/".into(),
+            access_mode: AccessMode::ReadOnly,
+            primary_secret_name: None,
+            description: None,
+            tags: None,
+            kms_key_id: None,
+            custom_secret_manager: None,
+            aws_region_name: None,
+            aws_role_name: None,
+            aws_session_name: None,
+            aws_external_id: None,
+            aws_profile_name: None,
+            aws_web_identity_token: None,
+            aws_sts_endpoint: None,
+            replica_regions: None,
+        }
+    }
+}
+
+fn serialize_secret<S: serde::Serializer>(
+    value: &Option<SecretValue>,
+    serializer: S,
+) -> Result<S::Ok, S::Error> {
+    value
+        .as_ref()
+        .map(SecretValue::expose)
+        .serialize(serializer)
+}
diff --git a/litellm-rust/crates/secrets-types/src/error.rs b/litellm-rust/crates/secrets-types/src/error.rs
new file mode 100644
index 00000000000..cae9c7f4c69
--- /dev/null
+++ b/litellm-rust/crates/secrets-types/src/error.rs
@@ -0,0 +1,9 @@
+#[derive(Debug, thiserror::Error, PartialEq, Eq)]
+pub enum Error {
+    #[error("secret name contains an unsafe path segment or control character")]
+    UnsafeSecretName,
+    #[error("current secret was not found")]
+    CurrentSecretMissing,
+    #[error("new secret could not be verified")]
+    NewSecretMissing,
+}
diff --git a/litellm-rust/crates/secrets-types/src/lib.rs b/litellm-rust/crates/secrets-types/src/lib.rs
new file mode 100644
index 00000000000..0823ed13c06
--- /dev/null
+++ b/litellm-rust/crates/secrets-types/src/lib.rs
@@ -0,0 +1,12 @@
+#![forbid(unsafe_code)]
+
+mod base_secret_manager;
+mod config;
+mod error;
+mod value;
+
+pub use base_secret_manager::{BaseSecretManager, async_rotate_secret, validate_secret_name};
+pub use config::{AccessMode, KeyManagementSettings, KeyManagementSystem};
+pub use error::Error;
+pub use litellm_auth_types::SecretValue;
+pub use value::Secret;
diff --git a/litellm-rust/crates/secrets-types/src/value.rs b/litellm-rust/crates/secrets-types/src/value.rs
new file mode 100644
index 00000000000..087537fb3eb
--- /dev/null
+++ b/litellm-rust/crates/secrets-types/src/value.rs
@@ -0,0 +1,31 @@
+use crate::SecretValue;
+
+#[derive(Clone, PartialEq, Eq, veil::Redact)]
+pub enum Secret {
+    String(SecretValue),
+    Bool(#[redact] bool),
+    Json(#[redact] serde_json::Value),
+}
+
+impl From<SecretValue> for Secret {
+    fn from(value: SecretValue) -> Self {
+        Self::String(value)
+    }
+}
+
+impl Secret {
+    pub fn from_json(value: serde_json::Value) -> Self {
+        match value {
+            serde_json::Value::String(value) => Self::String(SecretValue::new(value)),
+            serde_json::Value::Bool(value) => Self::Bool(value),
+            value => Self::Json(value),
+        }
+    }
+
+    pub fn as_str(&self) -> Option<&str> {
+        match self {
+            Self::String(value) => Some(value.expose()),
+            Self::Bool(_) | Self::Json(_) => None,
+        }
+    }
+}
diff --git a/litellm-rust/crates/secrets-types/tests/config.rs b/litellm-rust/crates/secrets-types/tests/config.rs
new file mode 100644
index 00000000000..4a5f17bc68a
--- /dev/null
+++ b/litellm-rust/crates/secrets-types/tests/config.rs
@@ -0,0 +1,60 @@
+use litellm_secrets_types::{
+    AccessMode, KeyManagementSettings, KeyManagementSystem, Secret, SecretValue,
+};
+use serde_json::json;
+
+#[test]
+fn config_preserves_defaults_nulls_and_serialized_names() {
+    let empty: KeyManagementSettings = serde_json::from_value(json!({})).unwrap();
+    assert_eq!(empty, KeyManagementSettings::default());
+    assert_eq!(empty.access_mode, AccessMode::ReadOnly);
+    assert_eq!(empty.store_virtual_keys, Some(false));
+    assert_eq!(empty.prefix_for_stored_virtual_keys, "litellm/");
+    let configured: KeyManagementSettings = serde_json::from_value(json!({
+        "hosted_keys": [], "store_virtual_keys": null, "access_mode": "write_only",
+        "aws_web_identity_token": "private-token", "aws_external_id": "private-id",
+        "tags": {"stage": "test"}, "replica_regions": ["test-region"]
+    }))
+    .unwrap();
+    assert!(!configured.access_mode.readable());
+    assert_eq!(configured.store_virtual_keys, None);
+    assert_eq!(configured.hosted_keys.as_deref(), Some([].as_slice()));
+    assert!(!format!("{configured:?}").contains("private-"));
+    let serialized = serde_json::to_value(&configured).unwrap();
+    assert_eq!(serialized["access_mode"], "write_only");
+    assert_eq!(serialized["aws_web_identity_token"], "private-token");
+    assert_eq!(
+        serde_json::from_value::<KeyManagementSettings>(serialized).unwrap(),
+        configured
+    );
+}
+
+#[rstest::rstest]
+#[case::aws_kms("aws_kms", KeyManagementSystem::AwsKms)]
+#[case::aws_secret_manager("aws_secret_manager", KeyManagementSystem::AwsSecretManager)]
+#[case::google_kms("google_kms", KeyManagementSystem::GoogleKms)]
+#[case::google_secret_manager("google_secret_manager", KeyManagementSystem::GoogleSecretManager)]
+#[case::azure_key_vault("azure_key_vault", KeyManagementSystem::AzureKeyVault)]
+#[case::hashicorp_vault("hashicorp_vault", KeyManagementSystem::HashicorpVault)]
+#[case::cyberark("cyberark", KeyManagementSystem::Cyberark)]
+#[case::custom("custom", KeyManagementSystem::Custom)]
+#[case::local("local", KeyManagementSystem::Local)]
+fn key_management_system_serialization_round_trips(
+    #[case] name: &str,
+    #[case] system: KeyManagementSystem,
+) {
+    assert_eq!(
+        serde_json::from_value::<KeyManagementSystem>(json!(name)).unwrap(),
+        system
+    );
+    assert_eq!(serde_json::to_value(system).unwrap(), name);
+}
+
+#[test]
+fn secret_debug_never_exposes_values() {
+    assert!(
+        !format!("{:?}", Secret::String(SecretValue::new("sensitive-value")))
+            .contains("sensitive-value")
+    );
+    assert!(!format!("{:?}", Secret::Bool(true)).contains("true"));
+}
diff --git a/litellm-rust/crates/secrets-types/tests/rotation.rs b/litellm-rust/crates/secrets-types/tests/rotation.rs
new file mode 100644
index 00000000000..48a5304ece8
--- /dev/null
+++ b/litellm-rust/crates/secrets-types/tests/rotation.rs
@@ -0,0 +1,105 @@
+use std::sync::atomic::{AtomicUsize, Ordering};
+
+use litellm_secrets_types::{
+    BaseSecretManager, Error, SecretValue, async_rotate_secret, validate_secret_name,
+};
+
+struct Manager {
+    step: AtomicUsize,
+    absent_at: Option<usize>,
+}
+
+impl BaseSecretManager for Manager {
+    type Error = Error;
+    type WriteResponse = &'static str;
+    type DeleteResponse = ();
+
+    async fn async_read_secret(&self, name: &str) -> Result<Option<SecretValue>, Error> {
+        let step = self.step.fetch_add(1, Ordering::SeqCst);
+        assert_eq!(name, if step == 0 { "old" } else { "new" });
+        Ok((self.absent_at != Some(step)).then(|| SecretValue::new("value")))
+    }
+
+    async fn async_write_secret(
+        &self,
+        name: &str,
+        value: &SecretValue,
+        description: Option<&str>,
+    ) -> Result<Self::WriteResponse, Error> {
+        assert_eq!(self.step.fetch_add(1, Ordering::SeqCst), 1);
+        assert_eq!(name, "new");
+        assert_eq!(value.expose(), "replacement");
+        assert_eq!(description, Some("Rotated from old"));
+        Ok("provider-response")
+    }
+
+    async fn async_delete_secret(
+        &self,
+        name: &str,
+        recovery_window_in_days: i64,
+    ) -> Result<(), Error> {
+        assert_eq!(self.step.fetch_add(1, Ordering::SeqCst), 3);
+        assert_eq!(name, "old");
+        assert_eq!(recovery_window_in_days, 7);
+        Ok(())
+    }
+}
+
+#[tokio::test]
+async fn rotation_verifies_before_deleting_and_returns_provider_response() {
+    let manager = Manager {
+        step: AtomicUsize::new(0),
+        absent_at: None,
+    };
+    assert_eq!(
+        async_rotate_secret(&manager, "old", "new", &SecretValue::new("replacement"))
+            .await
+            .unwrap(),
+        "provider-response"
+    );
+    assert_eq!(manager.step.load(Ordering::SeqCst), 4);
+}
+
+#[rstest::rstest]
+#[case::current_secret_missing(0, Error::CurrentSecretMissing, 1)]
+#[case::new_secret_missing(2, Error::NewSecretMissing, 3)]
+#[tokio::test]
+async fn missing_old_or_new_value_stops_rotation_before_deletion(
+    #[case] absent_at: usize,
+    #[case] expected: Error,
+    #[case] calls: usize,
+) {
+    let manager = Manager {
+        step: AtomicUsize::new(0),
+        absent_at: Some(absent_at),
+    };
+    assert_eq!(
+        async_rotate_secret(&manager, "old", "new", &SecretValue::new("replacement"))
+            .await
+            .unwrap_err(),
+        expected
+    );
+    assert_eq!(manager.step.load(Ordering::SeqCst), calls);
+}
+
+#[rstest::rstest]
+#[case::parent("..")]
+#[case::parent_prefix("../x")]
+#[case::parent_segment("x/../y")]
+#[case::parent_suffix("x/..")]
+#[case::line_feed("line\n")]
+#[case::next_line("\u{85}")]
+#[case::line_separator("\u{2028}")]
+#[case::paragraph_separator("\u{2029}")]
+fn names_reject_path_traversal_and_control_characters(#[case] name: &str) {
+    assert_eq!(validate_secret_name(name), Err(Error::UnsafeSecretName));
+}
+
+#[rstest::rstest]
+#[case::embedded_double_dot("release-1.0..2")]
+#[case::path_separator("folder/key")]
+#[case::empty("")]
+#[case::three_dots("...")]
+fn names_allow_safe_values(#[case] name: &str) {
+    assert_eq!(validate_secret_name(name), Ok(()));
+}
diff --git a/litellm-rust/crates/secrets/Cargo.toml b/litellm-rust/crates/secrets/Cargo.toml
new file mode 100644
index 00000000000..a7e7ec80636
--- /dev/null
+++ b/litellm-rust/crates/secrets/Cargo.toml
@@ -0,0 +1,34 @@
+[package]
+name = "litellm-secrets"
+version = "0.1.0"
+edition.workspace = true
+license.workspace = true
+repository.workspace = true
+
+[features]
+default = []
+aws = ["dep:litellm-secrets-aws"]
+google = ["dep:litellm-secrets-google"]
+
+[dependencies]
+litellm-secrets-types.workspace = true
+litellm-secrets-aws = { workspace = true, optional = true }
+litellm-secrets-google = { workspace = true, optional = true }
+litellm-core-utils.workspace = true
+base64.workspace = true
+serde.workspace = true
+strum.workspace = true
+jsonwebtoken.workspace = true
+serde_json.workspace = true
+thiserror.workspace = true
+reqwest.workspace = true
+moka.workspace = true
+tokio = { workspace = true, features = ["fs"] }
+
+[dev-dependencies]
+rstest.workspace = true
+wiremock = "0.6.5"
+tempfile = "3"
+aws-sdk-kms = "1.120.0"
+google-cloud-kms-v1 = "1.14.0"
+google-cloud-auth.workspace = true
diff --git a/litellm-rust/crates/secrets/README.md b/litellm-rust/crates/secrets/README.md
new file mode 100644
index 00000000000..183a39e15bb
--- /dev/null
+++ b/litellm-rust/crates/secrets/README.md
@@ -0,0 +1,11 @@
+# Secret resolution
+
+Construct `SecretManagerState::new(backend, settings)` for a configured manager or use `SecretManagerState::default()` for environment lookups. The configured backend determines its provider identity. Write-only settings and names excluded by `hosted_keys` use the environment directly. `secret_manager_would_be_consulted` follows the same routing decision as resolution
+
+`get_secret` returns `Ok(Some(value))` for a found value, `Ok(None)` when no source contains the value, and `Err(error)` when lookup fails. For managed names, resolution checks the manager, then the environment, then the caller's default. An empty string, `false`, or an explicitly stored JSON null is a found value
+
+Backend failures propagate by default. To allow fallback during a backend failure, construct the resolver with `.with_failure_policy(FailurePolicy::EnvironmentFallback)`. It then tries the environment and default, in that order. If neither exists, the original error is returned. This policy applies to manager lookups. Explicit OIDC references retain their own authentication errors and never fall back to environment secrets under the reference name
+
+`get_secret` preserves value types. `get_secret_str` accepts a string default and rejects boolean or JSON values with `Error::TypeMismatch`. `get_secret_bool` accepts a boolean default and converts strings containing `true` or `false`, ignoring surrounding whitespace and ASCII case. Other strings and JSON values produce `Error::TypeMismatch`. Conversion failures never activate fallback or replace a found value with the default
+
+Provider payloads remain strings unless explicitly selecting a field from an AWS primary JSON secret. Google caches only successfully decoded string payloads, so reads have identical values and types before and after caching. Confirmed absence and failed reads are not cached. AWS resource-not-found responses and Google HTTP 404 responses indicate absence. Other provider errors remain errors, and successful responses without the required payload are malformed responses rather than missing secrets
diff --git a/litellm-rust/crates/secrets/src/error.rs b/litellm-rust/crates/secrets/src/error.rs
new file mode 100644
index 00000000000..0c6e681b8aa
--- /dev/null
+++ b/litellm-rust/crates/secrets/src/error.rs
@@ -0,0 +1,33 @@
+#[derive(Debug, thiserror::Error)]
+pub enum Error {
+    #[error("encrypted environment value is missing")]
+    MissingCiphertext,
+    #[error("ciphertext is not valid base64 for the configured manager")]
+    InvalidCiphertext,
+    #[error("decrypted value is not UTF-8")]
+    Utf8,
+    #[error("unsupported OIDC provider or missing build feature")]
+    UnsupportedOidc,
+    #[error("OIDC reference requires a provider and audience")]
+    InvalidOidc,
+    #[error("OIDC environment variable is missing")]
+    MissingEnvironment,
+    #[error("OIDC request failed")]
+    OidcHttp,
+    #[error("OIDC provider returned HTTP {0}")]
+    OidcStatus(u16),
+    #[error("OIDC response is invalid")]
+    OidcResponse,
+    #[error("OIDC file path must be absolute and within the credential allowlist")]
+    UnsafeOidcPath,
+    #[error("OIDC file could not be read")]
+    OidcFile,
+    #[error("secret cannot be converted to {expected}")]
+    TypeMismatch { expected: &'static str },
+    #[cfg(feature = "aws")]
+    #[error(transparent)]
+    Aws(#[from] litellm_secrets_aws::Error),
+    #[cfg(feature = "google")]
+    #[error(transparent)]
+    Google(#[from] litellm_secrets_google::Error),
+}
diff --git a/litellm-rust/crates/secrets/src/handler.rs b/litellm-rust/crates/secrets/src/handler.rs
new file mode 100644
index 00000000000..943ffdf6158
--- /dev/null
+++ b/litellm-rust/crates/secrets/src/handler.rs
@@ -0,0 +1,117 @@
+use litellm_core_utils::settings::Lookup;
+
+use crate::{Error, KeyManagementSettings, KeyManagementSystem, Secret, SecretValue};
+
+#[derive(Clone)]
+pub enum SecretManager {
+    Local,
+    #[cfg(feature = "aws")]
+    AwsKms(crate::aws::AwsKms),
+    #[cfg(feature = "aws")]
+    AwsSecretsManagerV2(crate::aws::AwsSecretsManagerV2),
+    #[cfg(feature = "google")]
+    GoogleKms(crate::google::GoogleKms),
+    #[cfg(feature = "google")]
+    GoogleSecretManager(crate::google::GoogleSecretManager),
+}
+
+impl SecretManager {
+    pub fn system(&self) -> KeyManagementSystem {
+        match self {
+            Self::Local => KeyManagementSystem::Local,
+            #[cfg(feature = "aws")]
+            Self::AwsKms(_) => KeyManagementSystem::AwsKms,
+            #[cfg(feature = "aws")]
+            Self::AwsSecretsManagerV2(_) => KeyManagementSystem::AwsSecretManager,
+            #[cfg(feature = "google")]
+            Self::GoogleKms(_) => KeyManagementSystem::GoogleKms,
+            #[cfg(feature = "google")]
+            Self::GoogleSecretManager(_) => KeyManagementSystem::GoogleSecretManager,
+        }
+    }
+}
+
+pub async fn get_secret_from_manager(
+    client: &SecretManager,
+    secret_name: &str,
+    _settings: &KeyManagementSettings,
+    environment: &(dyn Lookup + Send + Sync),
+) -> Result<Option<Secret>, Error> {
+    match client {
+        SecretManager::Local => Ok(environment
+            .get(secret_name)
+            .map(SecretValue::new)
+            .map(Secret::String)),
+        #[cfg(feature = "aws")]
+        SecretManager::AwsKms(client) => {
+            let ciphertext = environment
+                .get(secret_name)
+                .ok_or(Error::MissingCiphertext)?;
+            let plaintext = client
+                .decrypt(decode_ciphertext(&ciphertext, Base64Mode::Permissive)?)
+                .await?;
+            let value = String::from_utf8(plaintext).map_err(|_| Error::Utf8)?;
+            Ok(Some(Secret::String(SecretValue::new(value.trim()))))
+        }
+        #[cfg(feature = "google")]
+        SecretManager::GoogleKms(client) => {
+            let ciphertext = environment
+                .get(secret_name)
+                .ok_or(Error::MissingCiphertext)?;
+            let plaintext = client
+                .decrypt(decode_ciphertext(&ciphertext, Base64Mode::Canonical)?)
+                .await?;
+            let value = String::from_utf8(plaintext).map_err(|_| Error::Utf8)?;
+            Ok(Some(Secret::String(SecretValue::new(value))))
+        }
+        #[cfg(feature = "aws")]
+        SecretManager::AwsSecretsManagerV2(client) => client
+            .read_secret_for_resolver(
+                secret_name,
+                _settings.primary_secret_name.as_deref(),
+                environment,
+            )
+            .await
+            .map_err(Error::from),
+        #[cfg(feature = "google")]
+        SecretManager::GoogleSecretManager(client) => client
+            .get_secret_from_google_secret_manager(secret_name)
+            .await
+            .map_err(Error::from),
+    }
+}
+
+#[cfg(any(feature = "aws", feature = "google"))]
+#[derive(Clone, Copy)]
+enum Base64Mode {
+    #[cfg(feature = "google")]
+    Canonical,
+    #[cfg(feature = "aws")]
+    Permissive,
+}
+
+#[cfg(any(feature = "aws", feature = "google"))]
+fn decode_ciphertext(value: &str, mode: Base64Mode) -> Result<Vec<u8>, Error> {
+    use base64::{Engine, engine::general_purpose::STANDARD};
+    let canonical = match mode {
+        #[cfg(feature = "google")]
+        Base64Mode::Canonical => true,
+        #[cfg(feature = "aws")]
+        Base64Mode::Permissive => false,
+    };
+    let encoded = if canonical {
+        value.to_owned()
+    } else {
+        value
+            .chars()
+            .filter(|c| c.is_ascii_alphanumeric() || matches!(c, '+' | '/' | '='))
+            .collect()
+    };
+    let ciphertext = STANDARD
+        .decode(&encoded)
+        .map_err(|_| Error::InvalidCiphertext)?;
+    if canonical && STANDARD.encode(&ciphertext) != encoded {
+        return Err(Error::InvalidCiphertext);
+    }
+    Ok(ciphertext)
+}
diff --git a/litellm-rust/crates/secrets/src/lib.rs b/litellm-rust/crates/secrets/src/lib.rs
new file mode 100644
index 00000000000..ff2e95f7b2f
--- /dev/null
+++ b/litellm-rust/crates/secrets/src/lib.rs
@@ -0,0 +1,21 @@
+#![forbid(unsafe_code)]
+
+mod error;
+mod handler;
+mod oidc;
+mod resolver;
+mod state;
+
+pub use error::Error;
+pub use handler::{SecretManager, get_secret_from_manager};
+pub use litellm_secrets_types::{
+    AccessMode, KeyManagementSettings, KeyManagementSystem, Secret, SecretValue,
+};
+pub use oidc::{OidcProvider, OidcReference, OidcResolver};
+pub use resolver::{FailurePolicy, SecretResolver};
+pub use state::{SecretManagerState, secret_manager_would_be_consulted};
+
+#[cfg(feature = "aws")]
+pub use litellm_secrets_aws as aws;
+#[cfg(feature = "google")]
+pub use litellm_secrets_google as google;
diff --git a/litellm-rust/crates/secrets/src/oidc.rs b/litellm-rust/crates/secrets/src/oidc.rs
new file mode 100644
index 00000000000..fd477859bf6
--- /dev/null
+++ b/litellm-rust/crates/secrets/src/oidc.rs
@@ -0,0 +1,269 @@
+use std::{
+    path::Path,
+    time::{Duration, SystemTime, UNIX_EPOCH},
+};
+
+use jsonwebtoken::dangerous::insecure_decode_claims;
+use litellm_core_utils::settings::Lookup;
+use moka::future::Cache;
+use serde::Deserialize;
+
+use crate::{Error, SecretValue};
+
+const GOOGLE_TOKEN_MAX_TTL: Duration = Duration::from_secs(3540);
+const GITHUB_TOKEN_TTL: Duration = Duration::from_secs(295);
+const TOKEN_EXPIRY_MARGIN_SECONDS: f64 = 60.0;
+const CIRCLE_OIDC_TOKEN: &str = "CIRCLE_OIDC_TOKEN";
+const CIRCLE_OIDC_TOKEN_V2: &str = "CIRCLE_OIDC_TOKEN_V2";
+const AZURE_FEDERATED_TOKEN_FILE: &str = "AZURE_FEDERATED_TOKEN_FILE";
+const ACTIONS_ID_TOKEN_REQUEST_URL: &str = "ACTIONS_ID_TOKEN_REQUEST_URL";
+const ACTIONS_ID_TOKEN_REQUEST_TOKEN: &str = "ACTIONS_ID_TOKEN_REQUEST_TOKEN";
+const OIDC_ALLOWED_CREDENTIAL_DIRS: &str = "LITELLM_OIDC_ALLOWED_CREDENTIAL_DIRS";
+const DEFAULT_CREDENTIAL_DIRS: &str = "/var/run/secrets,/run/secrets";
+
+#[derive(Clone, Copy, Debug, Eq, Hash, PartialEq, strum::EnumString, strum::AsRefStr)]
+#[strum(serialize_all = "snake_case")]
+pub enum OidcProvider {
+    Google,
+    #[strum(serialize = "circleci")]
+    CircleCi,
+    #[strum(serialize = "circleci_v2")]
+    CircleCiV2,
+    Github,
+    Azure,
+    File,
+    Env,
+    EnvPath,
+}
+
+#[derive(Clone, Copy, Debug, Eq, PartialEq)]
+pub struct OidcReference<'a> {
+    pub provider: OidcProvider,
+    pub audience: &'a str,
+}
+
+impl<'a> TryFrom<&'a str> for OidcReference<'a> {
+    type Error = Error;
+
+    fn try_from(reference: &'a str) -> Result<Self, Error> {
+        let (provider, audience) = reference
+            .strip_prefix("oidc/")
+            .and_then(|body| body.split_once('/'))
+            .ok_or(Error::InvalidOidc)?;
+        Ok(Self {
+            provider: provider.parse().map_err(|_| Error::UnsupportedOidc)?,
+            audience,
+        })
+    }
+}
+
+#[derive(Deserialize)]
+struct OidcTokenClaims {
+    exp: Option<NumericDate>,
+}
+
+#[derive(Deserialize)]
+#[serde(untagged)]
+enum NumericDate {
+    Number(f64),
+    String(String),
+}
+
+impl NumericDate {
+    fn seconds(self) -> Option<f64> {
+        match self {
+            Self::Number(value) => Some(value),
+            Self::String(value) => value.parse().ok(),
+        }
+        .filter(|value| value.is_finite())
+    }
+}
+
+pub struct OidcResolver {
+    client: reqwest::Client,
+    google_identity_endpoint: reqwest::Url,
+    cache: Cache<String, (SecretValue, SystemTime)>,
+    clock: fn() -> SystemTime,
+}
+
+impl Default for OidcResolver {
+    fn default() -> Self {
+        let client = reqwest::Client::builder()
+            .timeout(Duration::from_secs(600))
+            .connect_timeout(Duration::from_secs(5))
+            .build()
+            .expect("HTTP client configuration");
+        Self::new(
+            client,
+            reqwest::Url::parse("http://metadata.google.internal/computeMetadata/v1/instance/service-accounts/default/identity").expect("static URL"),
+        )
+    }
+}
+
+impl OidcResolver {
+    pub fn new(client: reqwest::Client, google_identity_endpoint: reqwest::Url) -> Self {
+        Self {
+            client,
+            google_identity_endpoint,
+            cache: Cache::builder()
+                .max_capacity(200)
+                .time_to_live(GOOGLE_TOKEN_MAX_TTL)
+                .build(),
+            clock: SystemTime::now,
+        }
+    }
+
+    pub fn with_clock(self, clock: fn() -> SystemTime) -> Self {
+        Self { clock, ..self }
+    }
+
+    pub async fn resolve(
+        &self,
+        reference: &str,
+        environment: &(dyn Lookup + Send + Sync),
+    ) -> Result<Option<SecretValue>, Error> {
+        let OidcReference { provider, audience } = reference.try_into()?;
+        match provider {
+            OidcProvider::CircleCi => required_env(environment, CIRCLE_OIDC_TOKEN)
+                .map(SecretValue::new)
+                .map(Some),
+            OidcProvider::CircleCiV2 => required_env(environment, CIRCLE_OIDC_TOKEN_V2)
+                .map(SecretValue::new)
+                .map(Some),
+            OidcProvider::Env => required_env(environment, audience)
+                .map(SecretValue::new)
+                .map(Some),
+            OidcProvider::EnvPath => read_file(&required_env(environment, audience)?)
+                .await
+                .map(Some),
+            OidcProvider::File => read_allowed_file(audience, environment).await.map(Some),
+            OidcProvider::Azure => {
+                if let Some(path) = environment.get(AZURE_FEDERATED_TOKEN_FILE) {
+                    return read_file(&path).await.map(Some);
+                }
+                Err(Error::UnsupportedOidc)
+            }
+            OidcProvider::Github => {
+                let url = required_env(environment, ACTIONS_ID_TOKEN_REQUEST_URL)?;
+                let authorization = required_env(environment, ACTIONS_ID_TOKEN_REQUEST_TOKEN)?;
+                if let Some(value) = self.cached(reference).await {
+                    return Ok(Some(value));
+                }
+                let response = self
+                    .client
+                    .get(url)
+                    .query(&[("audience", audience)])
+                    .bearer_auth(authorization)
+                    .header("Accept", "application/json; api-version=2.0")
+                    .send()
+                    .await
+                    .map_err(|_| Error::OidcHttp)?;
+                if response.status() != reqwest::StatusCode::OK {
+                    return Err(Error::OidcStatus(response.status().as_u16()));
+                }
+                #[derive(Deserialize)]
+                struct Token {
+                    value: Option<SecretValue>,
+                }
+                let token: Token = response.json().await.map_err(|_| Error::OidcResponse)?;
+                if let Some(value) = &token.value {
+                    self.cache
+                        .insert(
+                            reference.to_owned(),
+                            (value.clone(), (self.clock)() + GITHUB_TOKEN_TTL),
+                        )
+                        .await;
+                }
+                Ok(token.value)
+            }
+            OidcProvider::Google => {
+                if !cfg!(feature = "google") {
+                    return Err(Error::UnsupportedOidc);
+                }
+                if let Some(value) = self.cached(reference).await {
+                    return Ok(Some(value));
+                }
+                let response = self
+                    .client
+                    .get(self.google_identity_endpoint.clone())
+                    .query(&[("audience", audience)])
+                    .header("Metadata-Flavor", "Google")
+                    .send()
+                    .await
+                    .map_err(|_| Error::OidcHttp)?;
+                if response.status() != reqwest::StatusCode::OK {
+                    return Err(Error::OidcStatus(response.status().as_u16()));
+                }
+                let token = response.text().await.map_err(|_| Error::OidcResponse)?;
+                let now = (self.clock)();
+                let ttl = oidc_token_cache_ttl(&token, now, GOOGLE_TOKEN_MAX_TTL);
+                let value = SecretValue::new(token);
+                if let Some(ttl) = ttl.filter(|ttl| !ttl.is_zero()) {
+                    self.cache
+                        .insert(reference.to_owned(), (value.clone(), now + ttl))
+                        .await;
+                }
+                Ok(Some(value))
+            }
+        }
+    }
+
+    async fn cached(&self, reference: &str) -> Option<SecretValue> {
+        self.cache
+            .get(reference)
+            .await
+            .and_then(|(value, expires)| ((self.clock)() < expires).then_some(value))
+    }
+}
+
+fn required_env(environment: &dyn Lookup, name: &str) -> Result<String, Error> {
+    environment.get(name).ok_or(Error::MissingEnvironment)
+}
+
+async fn read_file(path: &str) -> Result<SecretValue, Error> {
+    tokio::fs::read_to_string(path)
+        .await
+        .map(|value| SecretValue::new(value.replace("\r\n", "\n").replace('\r', "\n")))
+        .map_err(|_| Error::OidcFile)
+}
+
+async fn read_allowed_file(
+    path: &str,
+    environment: &(dyn Lookup + Sync),
+) -> Result<SecretValue, Error> {
+    if !Path::new(path).is_absolute() {
+        return Err(Error::UnsafeOidcPath);
+    }
+    let resolved = tokio::fs::canonicalize(path)
+        .await
+        .map_err(|_| Error::OidcFile)?;
+    let allowed = environment
+        .get(OIDC_ALLOWED_CREDENTIAL_DIRS)
+        .filter(|v| !v.is_empty())
+        .unwrap_or_else(|| DEFAULT_CREDENTIAL_DIRS.into());
+    for directory in allowed.split(',').map(str::trim).filter(|d| !d.is_empty()) {
+        if let Ok(directory) = tokio::fs::canonicalize(directory).await
+            && resolved.starts_with(directory)
+        {
+            return tokio::fs::read_to_string(&resolved)
+                .await
+                .map(|value| SecretValue::new(value.replace("\r\n", "\n").replace('\r', "\n")))
+                .map_err(|_| Error::OidcFile);
+        }
+    }
+    Err(Error::UnsafeOidcPath)
+}
+
+fn oidc_token_cache_ttl(token: &str, now: SystemTime, max_ttl: Duration) -> Option<Duration> {
+    let fallback = Some(max_ttl);
+    let Ok(claims) = insecure_decode_claims::<OidcTokenClaims>(token) else {
+        return fallback;
+    };
+    let Some(exp) = claims.exp.and_then(NumericDate::seconds) else {
+        return fallback;
+    };
+    let seconds = exp.trunc()
+        - now.duration_since(UNIX_EPOCH).ok()?.as_secs() as f64
+        - TOKEN_EXPIRY_MARGIN_SECONDS;
+    (seconds > 0.0).then(|| Duration::from_secs_f64(seconds.min(max_ttl.as_secs_f64())))
+}
diff --git a/litellm-rust/crates/secrets/src/resolver.rs b/litellm-rust/crates/secrets/src/resolver.rs
new file mode 100644
index 00000000000..89439893852
--- /dev/null
+++ b/litellm-rust/crates/secrets/src/resolver.rs
@@ -0,0 +1,135 @@
+use std::sync::Arc;
+
+use litellm_core_utils::settings::{Lookup, ProcessEnvironment};
+
+use crate::state::{LookupTarget, normalize_secret_name};
+use crate::{Error, OidcResolver, Secret, SecretManagerState, SecretValue};
+
+#[derive(Clone, Copy, Debug, Default, PartialEq, Eq)]
+pub enum FailurePolicy {
+    #[default]
+    Propagate,
+    EnvironmentFallback,
+}
+
+pub struct SecretResolver {
+    state: Arc<SecretManagerState>,
+    environment: Arc<dyn Lookup + Send + Sync>,
+    oidc: OidcResolver,
+    failure_policy: FailurePolicy,
+}
+
+impl Default for SecretResolver {
+    fn default() -> Self {
+        Self::new(
+            Arc::new(SecretManagerState::default()),
+            Arc::new(ProcessEnvironment),
+            OidcResolver::default(),
+        )
+    }
+}
+
+impl SecretResolver {
+    pub fn new(
+        state: Arc<SecretManagerState>,
+        environment: Arc<dyn Lookup + Send + Sync>,
+        oidc: OidcResolver,
+    ) -> Self {
+        Self {
+            state,
+            environment,
+            oidc,
+            failure_policy: FailurePolicy::default(),
+        }
+    }
+
+    pub fn with_failure_policy(self, failure_policy: FailurePolicy) -> Self {
+        Self {
+            failure_policy,
+            ..self
+        }
+    }
+
+    pub async fn get_secret(
+        &self,
+        name: &str,
+        default_value: Option<Secret>,
+    ) -> Result<Option<Secret>, Error> {
+        let name = normalize_secret_name(name);
+        if name.starts_with("oidc/") {
+            return self
+                .oidc
+                .resolve(name, self.environment.as_ref())
+                .await
+                .map(|value| value.map(Secret::String).or(default_value));
+        }
+        let LookupTarget::Manager { backend, settings } = self.state.lookup_target(name) else {
+            return Ok(self.environment_secret(name).or(default_value));
+        };
+        match crate::get_secret_from_manager(backend, name, settings, self.environment.as_ref())
+            .await
+        {
+            Ok(value) => Ok(value
+                .or_else(|| self.environment_secret(name))
+                .or(default_value)),
+            Err(error) => match self.failure_policy {
+                FailurePolicy::Propagate => Err(error),
+                FailurePolicy::EnvironmentFallback => self
+                    .environment_secret(name)
+                    .or(default_value)
+                    .map(Some)
+                    .ok_or(error),
+            },
+        }
+    }
+
+    fn environment_secret(&self, name: &str) -> Option<Secret> {
+        self.environment
+            .get(name)
+            .map(SecretValue::new)
+            .map(Secret::String)
+    }
+
+    pub async fn get_secret_str(
+        &self,
+        name: &str,
+        default_value: Option<SecretValue>,
+    ) -> Result<Option<SecretValue>, Error> {
+        match self
+            .get_secret(name, default_value.map(Secret::String))
+            .await?
+        {
+            Some(Secret::String(value)) => Ok(Some(value)),
+            None => Ok(None),
+            Some(Secret::Bool(_) | Secret::Json(_)) => {
+                Err(Error::TypeMismatch { expected: "string" })
+            }
+        }
+    }
+
+    pub async fn get_secret_bool(
+        &self,
+        name: &str,
+        default_value: Option<bool>,
+    ) -> Result<Option<bool>, Error> {
+        match self
+            .get_secret(name, default_value.map(Secret::Bool))
+            .await?
+        {
+            Some(Secret::Bool(value)) => Ok(Some(value)),
+            Some(Secret::String(value)) => {
+                match value.expose().trim().to_ascii_lowercase().as_str() {
+                    "true" => Ok(Some(true)),
+                    "false" => Ok(Some(false)),
+                    _ => Err(Error::TypeMismatch {
+                        expected: "boolean",
+                    }),
+                }
+            }
+            Some(Secret::Json(_)) => Err(Error::TypeMismatch {
+                expected: "boolean",
+            }),
+            None => Ok(None),
+        }
+    }
+}
diff --git a/litellm-rust/crates/secrets/src/state.rs b/litellm-rust/crates/secrets/src/state.rs
new file mode 100644
index 00000000000..7854d763ef2
--- /dev/null
+++ b/litellm-rust/crates/secrets/src/state.rs
@@ -0,0 +1,59 @@
+use crate::{KeyManagementSettings, KeyManagementSystem, SecretManager};
+
+pub(crate) enum LookupTarget<'a> {
+    Environment,
+    Manager {
+        backend: &'a SecretManager,
+        settings: &'a KeyManagementSettings,
+    },
+}
+
+pub(crate) fn normalize_secret_name(name: &str) -> &str {
+    name.strip_prefix("os.environ/").unwrap_or(name)
+}
+
+#[derive(Clone, Default)]
+pub struct SecretManagerState {
+    manager: Option<(SecretManager, KeyManagementSettings)>,
+}
+
+impl SecretManagerState {
+    pub fn new(backend: SecretManager, settings: KeyManagementSettings) -> Self {
+        Self {
+            manager: Some((backend, settings)),
+        }
+    }
+
+    pub fn system(&self) -> Option<KeyManagementSystem> {
+        self.backend().map(SecretManager::system)
+    }
+
+    pub fn settings(&self) -> Option<&KeyManagementSettings> {
+        self.manager.as_ref().map(|(_, settings)| settings)
+    }
+
+    pub fn backend(&self) -> Option<&SecretManager> {
+        self.manager.as_ref().map(|(backend, _)| backend)
+    }
+
+    pub(crate) fn lookup_target(&self, name: &str) -> LookupTarget<'_> {
+        match &self.manager {
+            Some((backend, settings))
+                if backend.system() != KeyManagementSystem::Local
+                    && settings.access_mode.readable()
+                    && settings
+                        .hosted_keys
+                        .as_ref()
+                        .is_none_or(|keys| keys.iter().any(|key| key == name)) =>
+            {
+                LookupTarget::Manager { backend, settings }
+            }
+            _ => LookupTarget::Environment,
+        }
+    }
+}
+
+pub fn secret_manager_would_be_consulted(state: &SecretManagerState, name: &str) -> bool {
+    let name = normalize_secret_name(name);
+    !name.starts_with("oidc/") && matches!(state.lookup_target(name), LookupTarget::Manager { .. })
+}
diff --git a/litellm-rust/crates/secrets/tests/handler.rs b/litellm-rust/crates/secrets/tests/handler.rs
new file mode 100644
index 00000000000..a2cbbd843e1
--- /dev/null
+++ b/litellm-rust/crates/secrets/tests/handler.rs
@@ -0,0 +1,107 @@
+#[cfg(feature = "aws")]
+#[tokio::test]
+async fn aws_handler_reads_ciphertext_decodes_trims_and_redacts() {
+    use aws_sdk_kms::{
+        Client,
+        config::{BehaviorVersion, Credentials, Region},
+    };
+    use base64::{Engine, engine::general_purpose::STANDARD};
+    use litellm_secrets::{
+        Error, KeyManagementSettings, SecretManager, aws::AwsKms, get_secret_from_manager,
+    };
+    use wiremock::{Mock, MockServer, ResponseTemplate, matchers::body_json};
+
+    let server = MockServer::start().await;
+    Mock::given(body_json(
+        serde_json::json!({"CiphertextBlob": STANDARD.encode("encrypted")}),
+    ))
+    .respond_with(
+        ResponseTemplate::new(200)
+            .set_body_json(serde_json::json!({"Plaintext":STANDARD.encode(" value\n")})),
+    )
+    .expect(1)
+    .mount(&server)
+    .await;
+    let client = Client::from_conf(
+        aws_sdk_kms::Config::builder()
+            .behavior_version(BehaviorVersion::latest())
+            .region(Region::new("us-east-1"))
+            .credentials_provider(Credentials::new("test", "test", None, None, "test"))
+            .endpoint_url(server.uri())
+            .build(),
+    );
+    let manager = SecretManager::AwsKms(AwsKms::new(client));
+    let settings = KeyManagementSettings::default();
+    let value = get_secret_from_manager(&manager, "KEY", &settings, &|name: &str| {
+        assert_eq!(name, "KEY");
+        Some(format!(" {}\n", STANDARD.encode("encrypted")))
+    })
+    .await
+    .unwrap()
+    .unwrap();
+    assert_eq!(value.as_str(), Some("value"));
+    assert!(!format!("{value:?}").contains("value"));
+    assert!(matches!(
+        get_secret_from_manager(&manager, "KEY", &settings, &|_: &str| None).await,
+        Err(Error::MissingCiphertext)
+    ));
+    assert!(matches!(
+        get_secret_from_manager(&manager, "KEY", &settings, &|_: &str| Some("abc".into())).await,
+        Err(Error::InvalidCiphertext)
+    ));
+}
+
+#[cfg(feature = "google")]
+#[tokio::test]
+async fn google_handler_requires_canonical_base64_and_preserves_plaintext_whitespace() {
+    use base64::{Engine, engine::general_purpose::STANDARD};
+    use google_cloud_kms_v1::client::KeyManagementService;
+    use litellm_secrets::{
+        Error, KeyManagementSettings, SecretManager, get_secret_from_manager, google::GoogleKms,
+    };
+    use wiremock::{
+        Mock, MockServer, ResponseTemplate,
+        matchers::{body_json, path},
+    };
+
+    let server = MockServer::start().await;
+    let resource = "projects/project/locations/global/keyRings/ring/cryptoKeys/key";
+    Mock::given(path(format!("/v1/{resource}:decrypt")))
+        .and(body_json(
+            serde_json::json!({"ciphertext":STANDARD.encode("encrypted")}),
+        ))
+        .respond_with(
+            ResponseTemplate::new(200)
+                .set_body_json(serde_json::json!({"plaintext":STANDARD.encode(" value\n")})),
+        )
+        .expect(1)
+        .mount(&server)
+        .await;
+    let client = KeyManagementService::builder()
+        .with_endpoint(server.uri())
+        .with_credentials(google_cloud_auth::credentials::anonymous::Builder::new().build())
+        .build()
+        .await
+        .unwrap();
+    let manager = SecretManager::GoogleKms(GoogleKms::new(client, resource.into()));
+    let settings = KeyManagementSettings::default();
+    let value = get_secret_from_manager(&manager, "KEY", &settings, &|_: &str| {
+        Some(STANDARD.encode("encrypted"))
+    })
+    .await
+    .unwrap()
+    .unwrap();
+    assert_eq!(value.as_str(), Some(" value\n"));
+    assert!(matches!(
+        get_secret_from_manager(&manager, "KEY", &settings, &|_: &str| Some(format!(
+            " {}",
+            STANDARD.encode("encrypted")
+        )))
+        .await,
+        Err(Error::InvalidCiphertext)
+    ));
+    assert!(matches!(
+        get_secret_from_manager(&manager, "KEY", &settings, &|_: &str| None).await,
+        Err(Error::MissingCiphertext)
+    ));
+}
diff --git a/litellm-rust/crates/secrets/tests/oidc.rs b/litellm-rust/crates/secrets/tests/oidc.rs
new file mode 100644
index 00000000000..b17e7de7f9d
--- /dev/null
+++ b/litellm-rust/crates/secrets/tests/oidc.rs
@@ -0,0 +1,295 @@
+use std::{collections::BTreeMap, sync::Arc};
+
+use litellm_core_utils::settings::Lookup;
+use litellm_secrets::{Error, OidcResolver, Secret, SecretManagerState, SecretResolver};
+use wiremock::{
+    Mock, MockServer, ResponseTemplate,
+    matchers::{header, method, path, query_param},
+};
+
+fn environment(pairs: &[(&str, &str)]) -> Arc<dyn Lookup + Send + Sync> {
+    let values: BTreeMap<String, String> = pairs
+        .iter()
+        .map(|(k, v)| (k.to_string(), v.to_string()))
+        .collect();
+    Arc::new(move |name: &str| values.get(name).cloned())
+}
+
+#[rstest::rstest]
+#[case::environment("oidc/env/TOKEN", "true")]
+#[case::circleci("oidc/circleci/audience", "circle")]
+#[case::circleci_v2("oidc/circleci_v2/audience", "circle-v2")]
+#[tokio::test]
+async fn environment_sources_resolve_expected_value(
+    #[case] reference: &str,
+    #[case] expected: &str,
+) {
+    let env = environment(&[
+        ("TOKEN", "true"),
+        ("CIRCLE_OIDC_TOKEN", "circle"),
+        ("CIRCLE_OIDC_TOKEN_V2", "circle-v2"),
+    ]);
+    assert_eq!(
+        OidcResolver::default()
+            .resolve(reference, env.as_ref())
+            .await
+            .unwrap()
+            .unwrap()
+            .expose(),
+        expected
+    );
+}
+
+#[tokio::test]
+async fn environment_sources_bypass_boolean_conversion_and_defaults() {
+    let env = environment(&[("TOKEN", "true")]);
+    let oidc = OidcResolver::default();
+    let resolver = SecretResolver::new(Arc::new(SecretManagerState::default()), env, oidc);
+    assert_eq!(
+        resolver
+            .get_secret_str("os.environ/oidc/env/TOKEN", None)
+            .await
+            .unwrap()
+            .unwrap()
+            .expose(),
+        "true"
+    );
+    assert_eq!(
+        resolver
+            .get_secret_bool("oidc/env/TOKEN", None)
+            .await
+            .unwrap(),
+        Some(true)
+    );
+    assert!(matches!(
+        resolver
+            .get_secret("oidc/env/MISSING", Some(Secret::Bool(true)))
+            .await,
+        Err(Error::MissingEnvironment)
+    ));
+    assert!(matches!(
+        resolver.get_secret("oidc/invalid", None).await,
+        Err(Error::InvalidOidc)
+    ));
+}
+
+#[tokio::test]
+async fn github_requests_are_authenticated_cached_and_revalidate_environment() {
+    let server = MockServer::start().await;
+    Mock::given(method("GET"))
+        .and(path("/token"))
+        .and(query_param("audience", "https://service/oidc/path"))
+        .and(header("authorization", "Bearer request-token"))
+        .and(header("accept", "application/json; api-version=2.0"))
+        .respond_with(
+            ResponseTemplate::new(200).set_body_json(serde_json::json!({"value":"identity-token"})),
+        )
+        .expect(1)
+        .mount(&server)
+        .await;
+    let env = environment(&[
+        (
+            "ACTIONS_ID_TOKEN_REQUEST_URL",
+            &format!("{}/token", server.uri()),
+        ),
+        ("ACTIONS_ID_TOKEN_REQUEST_TOKEN", "request-token"),
+    ]);
+    let oidc = OidcResolver::default();
+    for _ in 0..2 {
+        assert_eq!(
+            oidc.resolve("oidc/github/https://service/oidc/path", env.as_ref())
+                .await
+                .unwrap()
+                .unwrap()
+                .expose(),
+            "identity-token"
+        );
+    }
+    assert!(matches!(
+        oidc.resolve(
+            "oidc/github/https://service/oidc/path",
+            environment(&[]).as_ref()
+        )
+        .await,
+        Err(Error::MissingEnvironment)
+    ));
+}
+
+#[tokio::test]
+async fn file_allowlist_resolves_symlinks_while_environment_paths_remain_explicit() {
+    let allowed = tempfile::tempdir().unwrap();
+    let outside = tempfile::tempdir().unwrap();
+    let token = allowed.path().join("token");
+    let private = outside.path().join("private");
+    std::fs::write(&token, "token\r\n").unwrap();
+    std::fs::write(&private, "outside").unwrap();
+    let env = environment(&[
+        (
+            "LITELLM_OIDC_ALLOWED_CREDENTIAL_DIRS",
+            allowed.path().to_str().unwrap(),
+        ),
+        ("PATH_TOKEN", private.to_str().unwrap()),
+        ("AZURE_FEDERATED_TOKEN_FILE", token.to_str().unwrap()),
+    ]);
+    let oidc = OidcResolver::default();
+    assert_eq!(
+        oidc.resolve(&format!("oidc/file/{}", token.display()), env.as_ref())
+            .await
+            .unwrap()
+            .unwrap()
+            .expose(),
+        "token\n"
+    );
+    assert!(matches!(
+        oidc.resolve("oidc/file/relative", env.as_ref()).await,
+        Err(Error::UnsafeOidcPath)
+    ));
+    assert!(matches!(
+        oidc.resolve(&format!("oidc/file/{}", private.display()), env.as_ref())
+            .await,
+        Err(Error::UnsafeOidcPath)
+    ));
+    assert_eq!(
+        oidc.resolve("oidc/env_path/PATH_TOKEN", env.as_ref())
+            .await
+            .unwrap()
+            .unwrap()
+            .expose(),
+        "outside"
+    );
+    assert_eq!(
+        oidc.resolve("oidc/azure/scope", env.as_ref())
+            .await
+            .unwrap()
+            .unwrap()
+            .expose(),
+        "token\n"
+    );
+    #[cfg(unix)]
+    {
+        let link = allowed.path().join("link");
+        std::os::unix::fs::symlink(&private, &link).unwrap();
+        assert!(matches!(
+            oidc.resolve(&format!("oidc/file/{}", link.display()), env.as_ref())
+                .await,
+            Err(Error::UnsafeOidcPath)
+        ));
+    }
+}
+
+#[cfg(feature = "google")]
+#[rstest::rstest]
+#[case::at_refresh_boundary(serde_json::json!(1060), 2)]
+#[case::beyond_refresh_boundary(serde_json::json!(1061), 1)]
+#[case::already_expired(serde_json::json!(999), 2)]
+#[case::string_expiry(serde_json::json!("999"), 2)]
+#[case::fractional_expiry(serde_json::json!(1060.9), 2)]
+#[case::negative_expiry(serde_json::json!(-1), 2)]
+#[case::null_expiry(serde_json::Value::Null, 1)]
+#[case::unreadable_expiry(serde_json::json!("invalid"), 1)]
+#[case::nonfinite_expiry(serde_json::json!("NaN"), 1)]
+#[tokio::test]
+async fn google_expiry_caps_cache_and_preserves_audience(
+    #[case] expiry: serde_json::Value,
+    #[case] calls: u64,
+) {
+    use base64::{Engine, engine::general_purpose::URL_SAFE_NO_PAD};
+    use std::time::{Duration, SystemTime, UNIX_EPOCH};
+    fn now() -> SystemTime {
+        UNIX_EPOCH + Duration::from_secs(1000)
+    }
+    let server = MockServer::start().await;
+    let token = format!(
+        "{}.{}.signature",
+        URL_SAFE_NO_PAD.encode(serde_json::json!({"alg":"RS256","typ":"JWT"}).to_string()),
+        URL_SAFE_NO_PAD.encode(serde_json::json!({"exp":expiry}).to_string())
+    );
+    Mock::given(method("GET"))
+        .and(header("metadata-flavor", "Google"))
+        .and(query_param("audience", "https://service/oidc/path"))
+        .respond_with(ResponseTemplate::new(200).set_body_string(&token))
+        .expect(calls)
+        .mount(&server)
+        .await;
+    let oidc =
+        OidcResolver::new(reqwest::Client::new(), server.uri().parse().unwrap()).with_clock(now);
+    for _ in 0..2 {
+        assert_eq!(
+            oidc.resolve(
+                "oidc/google/https://service/oidc/path",
+                environment(&[]).as_ref()
+            )
+            .await
+            .unwrap()
+            .unwrap()
+            .expose(),
+            token
+        );
+    }
+}
+
+#[cfg(not(feature = "google"))]
+#[tokio::test]
+async fn google_oidc_requires_its_build_feature() {
+    assert!(matches!(
+        OidcResolver::default()
+            .resolve("oidc/google/audience", environment(&[]).as_ref())
+            .await,
+        Err(Error::UnsupportedOidc)
+    ));
+}
+
+#[tokio::test]
+async fn azure_oidc_without_a_token_file_requires_an_unimplemented_backend() {
+    assert!(matches!(
+        OidcResolver::default()
+            .resolve("oidc/azure/scope", environment(&[]).as_ref())
+            .await,
+        Err(Error::UnsupportedOidc)
+    ));
+}
+
+#[rstest::rstest]
+#[case::missing_prefix("env/TOKEN", false)]
+#[case::missing_audience_separator("oidc/env", false)]
+#[case::unknown_provider("oidc/unknown/TOKEN", true)]
+#[tokio::test]
+async fn invalid_references_fail_before_environment_lookup(
+    #[case] reference: &str,
+    #[case] unsupported: bool,
+) {
+    let error = OidcResolver::default()
+        .resolve(reference, &|_: &str| {
+            panic!("invalid reference reached environment lookup")
+        })
+        .await
+        .unwrap_err();
+    assert!(matches!(error, Error::UnsupportedOidc) == unsupported);
+    assert!(matches!(error, Error::InvalidOidc) != unsupported);
+}
+
+#[cfg(feature = "google")]
+#[rstest::rstest]
+#[case::opaque("opaque-token")]
+#[case::missing_expiry("header.e30.signature")]
+#[tokio::test]
+async fn unreadable_expiry_keeps_python_cache_fallback(#[case] token: &str) {
+    let server = MockServer::start().await;
+    Mock::given(method("GET"))
+        .respond_with(ResponseTemplate::new(200).set_body_string(token))
+        .expect(1)
+        .mount(&server)
+        .await;
+    let resolver = OidcResolver::new(reqwest::Client::new(), server.uri().parse().unwrap());
+    for _ in 0..2 {
+        assert_eq!(
+            resolver
+                .resolve("oidc/google/audience", environment(&[]).as_ref())
+                .await
+                .unwrap()
+                .unwrap()
+                .expose(),
+            token,
+        );
+    }
+}
diff --git a/litellm-rust/crates/secrets/tests/resolution.rs b/litellm-rust/crates/secrets/tests/resolution.rs
new file mode 100644
index 00000000000..3a826092d72
--- /dev/null
+++ b/litellm-rust/crates/secrets/tests/resolution.rs
@@ -0,0 +1,368 @@
+use std::sync::Arc;
+
+use litellm_secrets::{
+    Error, KeyManagementSettings, OidcResolver, Secret, SecretManager, SecretManagerState,
+    SecretResolver, SecretValue, secret_manager_would_be_consulted,
+};
+
+fn resolver(value: Option<&str>, configured: bool) -> SecretResolver {
+    let state = if configured {
+        SecretManagerState::new(SecretManager::Local, KeyManagementSettings::default())
+    } else {
+        SecretManagerState::default()
+    };
+    let value = value.map(str::to_owned);
+    SecretResolver::new(
+        Arc::new(state),
+        Arc::new(move |_: &str| value.clone()),
+        OidcResolver::default(),
+    )
+}
+
+#[rstest::rstest]
+#[case("true", Some(true))]
+#[case(" FALSE ", Some(false))]
+#[case("(True)", None)]
+#[case("False # comment", None)]
+#[case("1", None)]
+#[case("secret", None)]
+#[tokio::test]
+async fn conversion_is_explicit_and_independent_of_manager_configuration(
+    #[case] input: &str,
+    #[case] boolean: Option<bool>,
+    #[values(false, true)] configured: bool,
+) {
+    let resolver = resolver(Some(input), configured);
+    assert_eq!(
+        resolver.get_secret("key", None).await.unwrap(),
+        Some(Secret::String(SecretValue::new(input)))
+    );
+    assert_eq!(
+        resolver
+            .get_secret_str("key", None)
+            .await
+            .unwrap()
+            .unwrap()
+            .expose(),
+        input
+    );
+    match boolean {
+        Some(value) => assert_eq!(
+            resolver.get_secret_bool("key", None).await.unwrap(),
+            Some(value)
+        ),
+        None => assert!(matches!(
+            resolver.get_secret_bool("key", Some(true)).await,
+            Err(Error::TypeMismatch {
+                expected: "boolean"
+            })
+        )),
+    }
+}
+
+#[rstest::rstest]
+#[tokio::test]
+async fn defaults_apply_only_to_absence(#[values(false, true)] configured: bool) {
+    let missing = resolver(None, configured);
+    assert_eq!(missing.get_secret("key", None).await.unwrap(), None);
+    assert_eq!(
+        missing.get_secret_bool("key", Some(false)).await.unwrap(),
+        Some(false)
+    );
+    assert_eq!(
+        missing
+            .get_secret_str("key", Some(SecretValue::new("default")))
+            .await
+            .unwrap()
+            .unwrap()
+            .expose(),
+        "default"
+    );
+    for value in [
+        Secret::Bool(false),
+        Secret::from_json(serde_json::json!({"key":1})),
+        Secret::from_json(serde_json::Value::Null),
+    ] {
+        assert_eq!(
+            missing
+                .get_secret("key", Some(value.clone()))
+                .await
+                .unwrap(),
+            Some(value)
+        );
+    }
+    assert_eq!(
+        resolver(Some(""), configured)
+            .get_secret_str("key", Some(SecretValue::new("default")))
+            .await
+            .unwrap()
+            .unwrap()
+            .expose(),
+        ""
+    );
+}
+
+#[tokio::test]
+async fn prefix_is_removed_once_and_local_manager_is_not_consulted() {
+    let state = SecretManagerState::new(SecretManager::Local, KeyManagementSettings::default());
+    assert_eq!(
+        state.system(),
+        Some(litellm_secrets::KeyManagementSystem::Local)
+    );
+    assert!(!secret_manager_would_be_consulted(
+        &state,
+        "os.environ/os.environ/KEY"
+    ));
+    let resolver = SecretResolver::new(
+        Arc::new(state),
+        Arc::new(|name: &str| (name == "os.environ/KEY").then(|| "value".into())),
+        OidcResolver::default(),
+    );
+    assert_eq!(
+        resolver
+            .get_secret_str("os.environ/os.environ/KEY", None)
+            .await
+            .unwrap()
+            .unwrap()
+            .expose(),
+        "value"
+    );
+}
+
+#[tokio::test]
+async fn resolver_future_can_run_on_a_tokio_worker() {
+    let resolver = resolver(Some("worker-value"), false);
+    let result = tokio::spawn(async move { resolver.get_secret_str("KEY", None).await })
+        .await
+        .unwrap()
+        .unwrap();
+    assert_eq!(result.unwrap().expose(), "worker-value");
+}
+
+#[cfg(feature = "aws")]
+mod aws {
+    use super::*;
+    use litellm_secrets::{AccessMode, FailurePolicy, aws::AwsSecretsManagerV2};
+    use wiremock::{Mock, MockServer, ResponseTemplate, matchers::method};
+
+    fn state(server: &MockServer, settings: KeyManagementSettings) -> SecretManagerState {
+        let endpoint = server.uri();
+        let environment = Arc::new(move |name: &str| match name {
+            "AWS_REGION_NAME" => Some("us-east-1".into()),
+            "AWS_ACCESS_KEY_ID" | "AWS_SECRET_ACCESS_KEY" => Some("test".into()),
+            "AWS_BEDROCK_RUNTIME_ENDPOINT" => Some(endpoint.clone()),
+            _ => None,
+        });
+        let manager =
+            AwsSecretsManagerV2::load_aws_secret_manager(Some(true), settings.clone(), environment)
+                .unwrap()
+                .unwrap();
+        SecretManagerState::new(SecretManager::AwsSecretsManagerV2(manager), settings)
+    }
+
+    #[rstest::rstest]
+    #[case::missing(400, serde_json::json!({"__type":"ResourceNotFoundException"}), false)]
+    #[case::denied(400, serde_json::json!({"__type":"AccessDeniedException"}), true)]
+    #[case::malformed(200, serde_json::json!({}), true)]
+    #[tokio::test]
+    async fn failure_policy_preserves_errors_and_fallback_precedence(
+        #[case] status: u16,
+        #[case] body: serde_json::Value,
+        #[case] fails: bool,
+        #[values(FailurePolicy::Propagate, FailurePolicy::EnvironmentFallback)]
+        policy: FailurePolicy,
+        #[values(None, Some("environment"))] environment: Option<&'static str>,
+        #[values(None, Some("default"))] default: Option<&str>,
+    ) {
+        let server = MockServer::start().await;
+        Mock::given(method("POST"))
+            .respond_with(ResponseTemplate::new(status).set_body_json(body))
+            .expect(1)
+            .mount(&server)
+            .await;
+        let resolver = SecretResolver::new(
+            Arc::new(state(&server, KeyManagementSettings::default())),
+            Arc::new(move |_: &str| environment.map(str::to_owned)),
+            OidcResolver::default(),
+        )
+        .with_failure_policy(policy);
+        let result = resolver
+            .get_secret_str("KEY", default.map(SecretValue::new))
+            .await;
+        let fallback = environment.or(default);
+        if fails && (policy == FailurePolicy::Propagate || fallback.is_none()) {
+            assert!(matches!(result, Err(Error::Aws(_))));
+        } else {
+            assert_eq!(result.unwrap().as_ref().map(SecretValue::expose), fallback);
+        }
+    }
+
+    #[rstest::rstest]
+    #[case::boolean(serde_json::json!(false))]
+    #[case::object(serde_json::json!({"key":1}))]
+    #[case::null(serde_json::Value::Null)]
+    #[case::string(serde_json::json!("true"))]
+    #[tokio::test]
+    async fn typed_values_survive_resolution_and_accessors_reject_wrong_types(
+        #[case] value: serde_json::Value,
+    ) {
+        let server = MockServer::start().await;
+        Mock::given(method("POST"))
+            .respond_with(ResponseTemplate::new(200).set_body_json(
+                serde_json::json!({"SecretString":serde_json::json!({"KEY":value}).to_string()}),
+            ))
+            .expect(3)
+            .mount(&server)
+            .await;
+        let settings = KeyManagementSettings {
+            primary_secret_name: Some("primary".into()),
+            ..Default::default()
+        };
+        let resolver = SecretResolver::new(
+            Arc::new(state(&server, settings)),
+            Arc::new(|_: &str| Some("fallback".into())),
+            OidcResolver::default(),
+        );
+        assert_eq!(
+            resolver
+                .get_secret("KEY", Some(Secret::Bool(true)))
+                .await
+                .unwrap(),
+            Some(Secret::from_json(value.clone()))
+        );
+        match &value {
+            serde_json::Value::String(text) => assert_eq!(
+                resolver
+                    .get_secret_str("KEY", None)
+                    .await
+                    .unwrap()
+                    .unwrap()
+                    .expose(),
+                text
+            ),
+            _ => assert!(matches!(
+                resolver.get_secret_str("KEY", None).await,
+                Err(Error::TypeMismatch { expected: "string" })
+            )),
+        }
+        match value {
+            serde_json::Value::Bool(boolean) => assert_eq!(
+                resolver.get_secret_bool("KEY", None).await.unwrap(),
+                Some(boolean)
+            ),
+            serde_json::Value::String(_) => assert_eq!(
+                resolver.get_secret_bool("KEY", None).await.unwrap(),
+                Some(true)
+            ),
+            _ => assert!(matches!(
+                resolver.get_secret_bool("KEY", None).await,
+                Err(Error::TypeMismatch {
+                    expected: "boolean"
+                })
+            )),
+        }
+    }
+
+    #[rstest::rstest]
+    #[tokio::test]
+    async fn gating_prediction_matches_actual_lookup(
+        #[values(AccessMode::ReadOnly, AccessMode::WriteOnly, AccessMode::ReadAndWrite)]
+        access_mode: AccessMode,
+        #[values(None, Some(vec![]), Some(vec!["KEY".into()]))] hosted_keys: Option<Vec<String>>,
+        #[values("os.environ/KEY", "os.environ/oidc/env/KEY")] name: &str,
+    ) {
+        let server = MockServer::start().await;
+        let expected = name == "os.environ/KEY"
+            && access_mode.readable()
+            && hosted_keys
+                .as_ref()
+                .is_none_or(|keys| keys.iter().any(|key| key == "KEY"));
+        Mock::given(method("POST"))
+            .respond_with(
+                ResponseTemplate::new(200)
+                    .set_body_json(serde_json::json!({"SecretString":"remote"})),
+            )
+            .expect(u64::from(expected))
+            .mount(&server)
+            .await;
+        let state = state(
+            &server,
+            KeyManagementSettings {
+                access_mode,
+                hosted_keys,
+                ..Default::default()
+            },
+        );
+        assert!(state.backend().is_some());
+        assert_eq!(state.settings().unwrap().access_mode, access_mode);
+        assert_eq!(secret_manager_would_be_consulted(&state, name), expected);
+        let resolver = SecretResolver::new(
+            Arc::new(state),
+            Arc::new(|_: &str| Some("environment".into())),
+            OidcResolver::default(),
+        );
+        assert_eq!(
+            resolver
+                .get_secret_str(name, None)
+                .await
+                .unwrap()
+                .unwrap()
+                .expose(),
+            if expected { "remote" } else { "environment" }
+        );
+    }
+}
+
+#[cfg(feature = "google")]
+#[rstest::rstest]
+#[case::missing(404)]
+#[case::failure(503)]
+#[tokio::test]
+async fn google_resolver_distinguishes_absence_from_failure(#[case] status: u16) {
+    use litellm_secrets::{FailurePolicy, google::GoogleSecretManager};
+    use wiremock::{Mock, MockServer, ResponseTemplate, matchers::method};
+    let server = MockServer::start().await;
+    Mock::given(method("GET"))
+        .respond_with(ResponseTemplate::new(status))
+        .expect(2)
+        .mount(&server)
+        .await;
+    let environment: Arc<dyn litellm_core_utils::settings::Lookup + Send + Sync> =
+        Arc::new(|name: &str| match name {
+            "VERTEX_AI_API_KEY" => Some("token".into()),
+            "KEY" => Some("environment".into()),
+            _ => None,
+        });
+    let manager = GoogleSecretManager::with_client(
+        reqwest::Client::new(),
+        server.uri().parse().unwrap(),
+        "project".into(),
+        environment.clone(),
+        None,
+        false,
+    )
+    .unwrap();
+    let state = SecretManagerState::new(
+        SecretManager::GoogleSecretManager(manager),
+        KeyManagementSettings::default(),
+    );
+    let resolver = SecretResolver::new(Arc::new(state), environment, OidcResolver::default());
+    let result = resolver.get_secret_str("KEY", None).await;
+    if status == 404 {
+        assert_eq!(result.unwrap().unwrap().expose(), "environment");
+    } else {
+        assert!(
+            matches!(result, Err(Error::Google(litellm_secrets::google::Error::Status(actual))) if actual == status)
+        );
+    }
+    assert_eq!(
+        resolver
+            .with_failure_policy(FailurePolicy::EnvironmentFallback)
+            .get_secret_str("KEY", None)
+            .await
+            .unwrap()
+            .unwrap()
+            .expose(),
+        "environment"
+    );
+}
diff --git a/litellm-rust/crates/token-counter-fast/Cargo.toml b/litellm-rust/crates/token-counter-fast/Cargo.toml
new file mode 100644
index 00000000000..5127dc17f22
--- /dev/null
+++ b/litellm-rust/crates/token-counter-fast/Cargo.toml
@@ -0,0 +1,19 @@
+[package]
+name = "litellm-token-counter-fast"
+version = "0.1.0"
+edition.workspace = true
+license.workspace = true
+repository.workspace = true
+
+[dependencies]
+base64.workspace = true
+rustc-hash = "2.1.3"
+thiserror.workspace = true
+tokenizers.workspace = true
+unicode-normalization-alignments = "0.1.12"
+
+[dev-dependencies]
+rand.workspace = true
+rstest.workspace = true
+serde.workspace = true
+serde_json.workspace = true
diff --git a/litellm-rust/crates/token-counter/src/byte_level.rs b/litellm-rust/crates/token-counter-fast/src/byte_level.rs
similarity index 97%
rename from litellm-rust/crates/token-counter/src/byte_level.rs
rename to litellm-rust/crates/token-counter-fast/src/byte_level.rs
index ec6134a252e..6fc7d9146b9 100644
--- a/litellm-rust/crates/token-counter/src/byte_level.rs
+++ b/litellm-rust/crates/token-counter-fast/src/byte_level.rs
@@ -473,13 +473,13 @@ mod tests {
             _ => unreachable!(),
         }
         assert!(ByteLevelCounter::detect(&anthropic_tokenizer).is_none());
-        let counter = crate::TokenCounter::from_json(
+        let counter = crate::FastTokenizer::from_json(
             &anthropic_tokenizer.to_string(false).expect("serialize"),
         )
         .expect("load");
         for text in ["", "Hello WORLD!  ＡＢ fi Ⅳ", "<EOT> stop"] {
             assert_eq!(
-                counter.count_text(text).expect("count"),
+                counter.count_tokens(text).expect("count"),
                 reference_count(&anthropic_tokenizer, text)
             );
         }
@@ -545,7 +545,7 @@ mod tests {
                 .rstrip(rstrip)])
             .expect("add token");
         let fast = ByteLevelCounter::detect(&anthropic_tokenizer).expect("supported");
-        let counter = crate::TokenCounter::from_json(
+        let counter = crate::FastTokenizer::from_json(
             &anthropic_tokenizer.to_string(false).expect("serialize"),
         )
         .expect("load");
@@ -557,7 +557,7 @@ mod tests {
         ] {
             assert_eq!(fast.count(&anthropic_tokenizer, text), None);
             assert_eq!(
-                counter.count_text(text).expect("count"),
+                counter.count_tokens(text).expect("count"),
                 reference_count(&anthropic_tokenizer, text)
             );
         }
@@ -571,17 +571,17 @@ mod tests {
         assert_eq!(fast.count(&tokenizer, "hello"), None);
         assert!(tokenizer.encode_fast("hello", true).is_err());
         let counter =
-            crate::TokenCounter::from_json(&tokenizer.to_string(false).expect("serialize"))
+            crate::FastTokenizer::from_json(&tokenizer.to_string(false).expect("serialize"))
                 .expect("load");
         assert!(matches!(
-            counter.count_text("hello"),
+            counter.count_tokens("hello"),
             Err(crate::Error::Encode(_))
         ));
     }
 
     #[rstest]
     fn shared_counter_matches_encoder_across_threads(anthropic_tokenizer: Tokenizer) {
-        let counter = crate::TokenCounter::from_json(
+        let counter = crate::FastTokenizer::from_json(
             &anthropic_tokenizer.to_string(false).expect("serialize"),
         )
         .expect("load");
@@ -598,7 +598,7 @@ mod tests {
                 scope.spawn(move || {
                     for _ in 0..100 {
                         for (text, count) in inputs.iter().zip(expected) {
-                            assert_eq!(counter.count_text(text).expect("count"), count);
+                            assert_eq!(counter.count_tokens(text).expect("count"), count);
                         }
                     }
                 });
@@ -614,10 +614,10 @@ mod tests {
         let fast = ByteLevelCounter::detect(&anthropic_tokenizer).expect("supported");
         assert_eq!(reference_count(&anthropic_tokenizer, "ABCD EFGH"), 1);
         assert_eq!(fast.count(&anthropic_tokenizer, "ABCD EFGH"), None);
-        let counter = crate::TokenCounter::from_json(
+        let counter = crate::FastTokenizer::from_json(
             &anthropic_tokenizer.to_string(false).expect("serialize"),
         )
         .expect("load");
-        assert_eq!(counter.count_text("ABCD EFGH").expect("count"), 1);
+        assert_eq!(counter.count_tokens("ABCD EFGH").expect("count"), 1);
     }
 }
diff --git a/litellm-rust/crates/token-counter/src/cl100k.rs b/litellm-rust/crates/token-counter-fast/src/cl100k.rs
similarity index 100%
rename from litellm-rust/crates/token-counter/src/cl100k.rs
rename to litellm-rust/crates/token-counter-fast/src/cl100k.rs
diff --git a/litellm-rust/crates/token-counter-fast/src/error.rs b/litellm-rust/crates/token-counter-fast/src/error.rs
new file mode 100644
index 00000000000..e63ccf3ad39
--- /dev/null
+++ b/litellm-rust/crates/token-counter-fast/src/error.rs
@@ -0,0 +1,13 @@
+use thiserror::Error as ThisError;
+
+#[derive(Debug, ThisError)]
+pub enum Error {
+    #[error("failed to load tokenizer: {0}")]
+    Load(#[source] tokenizers::Error),
+    #[error("failed to load tokenizer: tiktoken rank file: {0}")]
+    Ranks(String),
+    #[error("failed to load tokenizer: Unicode character classes are unavailable")]
+    UnicodeClasses,
+    #[error("tokenization failed: {0}")]
+    Encode(#[source] tokenizers::Error),
+}
diff --git a/litellm-rust/crates/token-counter-fast/src/lib.rs b/litellm-rust/crates/token-counter-fast/src/lib.rs
new file mode 100644
index 00000000000..ce91af642ea
--- /dev/null
+++ b/litellm-rust/crates/token-counter-fast/src/lib.rs
@@ -0,0 +1,70 @@
+#![forbid(unsafe_code)]
+
+mod byte_level;
+mod cl100k;
+mod error;
+mod o200k;
+mod scanner;
+mod tiktoken;
+mod unicode_classes;
+
+use byte_level::ByteLevelCounter;
+use scanner::{SplitPattern, TiktokenCounter};
+
+pub use error::Error;
+
+enum Encoder {
+    HuggingFace {
+        tokenizer: Box<tokenizers::Tokenizer>,
+        byte_level: Option<ByteLevelCounter>,
+    },
+    Tiktoken(TiktokenCounter),
+}
+
+pub struct FastTokenizer(Encoder);
+
+impl FastTokenizer {
+    pub fn from_json(json: &str) -> Result<Self, Error> {
+        let tokenizer = json.parse::<tokenizers::Tokenizer>().map_err(Error::Load)?;
+        let byte_level = ByteLevelCounter::detect(&tokenizer);
+        Ok(Self(Encoder::HuggingFace {
+            tokenizer: Box::new(tokenizer),
+            byte_level,
+        }))
+    }
+
+    pub fn from_cl100k_ranks(ranks: &str) -> Result<Self, Error> {
+        Self::from_ranks(SplitPattern::Cl100k, ranks)
+    }
+
+    pub fn from_o200k_ranks(ranks: &str) -> Result<Self, Error> {
+        Self::from_ranks(SplitPattern::O200k, ranks)
+    }
+
+    fn from_ranks(split: SplitPattern, ranks: &str) -> Result<Self, Error> {
+        TiktokenCounter::from_ranks(split, ranks)
+            .map(Encoder::Tiktoken)
+            .map(Self)
+    }
+
+    pub fn count_tokens(&self, text: &str) -> Result<usize, Error> {
+        match &self.0 {
+            Encoder::Tiktoken(counter) => Ok(counter.count(text)),
+            Encoder::HuggingFace {
+                tokenizer,
+                byte_level,
+            } => {
+                if let Some(count) = byte_level
+                    .as_ref()
+                    .and_then(|counter| counter.count(tokenizer, text))
+                {
+                    return Ok(count);
+                }
+                tokenizer
+                    .encode_fast(text, true)
+                    .map(|encoding| encoding.len())
+                    .map_err(Error::Encode)
+            }
+        }
+    }
+}
diff --git a/litellm-rust/crates/token-counter/src/o200k.rs b/litellm-rust/crates/token-counter-fast/src/o200k.rs
similarity index 100%
rename from litellm-rust/crates/token-counter/src/o200k.rs
rename to litellm-rust/crates/token-counter-fast/src/o200k.rs
diff --git a/litellm-rust/crates/token-counter/src/scanner.rs b/litellm-rust/crates/token-counter-fast/src/scanner.rs
similarity index 100%
rename from litellm-rust/crates/token-counter/src/scanner.rs
rename to litellm-rust/crates/token-counter-fast/src/scanner.rs
diff --git a/litellm-rust/crates/token-counter-fast/src/tiktoken.rs b/litellm-rust/crates/token-counter-fast/src/tiktoken.rs
new file mode 100644
index 00000000000..16172b7a688
--- /dev/null
+++ b/litellm-rust/crates/token-counter-fast/src/tiktoken.rs
@@ -0,0 +1,240 @@
+//! tiktoken's byte-level BPE: a rank file of `base64(token) rank` lines and
+//! the merge loop that turns one regex piece into tokens. The merge order is
+//! tiktoken's (lowest rank first, leftmost pair on ties) so the token count is
+//! identical, but pairs are tracked in a heap so a long piece costs
+//! `O(n log n)` instead of tiktoken's `O(n^2)`.
+
+use std::cmp::Reverse;
+use std::collections::BinaryHeap;
+
+use base64::Engine;
+use base64::engine::general_purpose::STANDARD;
+use rustc_hash::FxHashMap;
+
+use crate::Error;
+
+type Rank = u32;
+
+const NO_RANK: Rank = Rank::MAX;
+const END: usize = usize::MAX;
+
+pub(super) struct MergeRanks(FxHashMap<Box<[u8]>, Rank>);
+
+impl MergeRanks {
+    pub(super) fn parse(text: &str) -> Result<Self, Error> {
+        let ranks = text
+            .lines()
+            .filter(|line| !line.is_empty())
+            .map(parse_line)
+            .collect::<Result<FxHashMap<_, _>, _>>()?;
+        if let Some(byte) = (0..=u8::MAX).find(|byte| !ranks.contains_key(&[*byte][..])) {
+            return Err(Error::Ranks(format!("byte 0x{byte:02X} has no token")));
+        }
+        Ok(Self(ranks))
+    }
+
+    fn rank(&self, bytes: &[u8]) -> Rank {
+        self.0.get(bytes).copied().unwrap_or(NO_RANK)
+    }
+
+    /// Token count of one regex piece, as `encode_ordinary` would produce.
+    pub(super) fn count_piece(&self, piece: &[u8], scratch: &mut MergeScratch) -> usize {
+        if piece.len() < 2 || self.0.contains_key(piece) {
+            return 1;
+        }
+        scratch.reset(piece.len());
+        for start in 0..piece.len() - 1 {
+            scratch.set_rank(start, self.rank(&piece[start..start + 2]));
+        }
+        let mut parts = piece.len();
+        while let Some(Reverse((rank, start))) = scratch.heap.pop() {
+            if scratch.next[start] == END || scratch.rank[start] != rank {
+                continue;
+            }
+            let merged = scratch.next[start];
+            let after = scratch.next[merged];
+            scratch.next[merged] = END;
+            scratch.next[start] = after;
+            parts -= 1;
+            if after < piece.len() {
+                scratch.prev[after] = start;
+                scratch.set_rank(start, self.rank(&piece[start..scratch.end(after)]));
+            } else {
+                scratch.rank[start] = NO_RANK;
+            }
+            let before = scratch.prev[start];
+            if before != END {
+                scratch.set_rank(before, self.rank(&piece[before..scratch.end(start)]));
+            }
+        }
+        parts
+    }
+}
+
+fn parse_line(line: &str) -> Result<(Box<[u8]>, Rank), Error> {
+    let (token, rank) = line
+        .split_once(' ')
+        .ok_or_else(|| Error::Ranks(format!("line without a rank: {line:?}")))?;
+    let bytes = STANDARD
+        .decode(token)
+        .map_err(|error| Error::Ranks(format!("token is not base64: {error}")))?;
+    let rank = rank
+        .parse()
+        .map_err(|error| Error::Ranks(format!("rank is not an integer: {error}")))?;
+    if rank == NO_RANK {
+        return Err(Error::Ranks(format!("rank {rank} is reserved")));
+    }
+    Ok((bytes.into_boxed_slice(), rank))
+}
+
+/// Buffers reused across the pieces of one text. Parts are addressed by the
+/// byte offset they start at, which also gives the leftmost-pair tie break.
+#[derive(Default)]
+pub(super) struct MergeScratch {
+    next: Vec<usize>,
+    prev: Vec<usize>,
+    rank: Vec<Rank>,
+    heap: BinaryHeap<Reverse<(Rank, usize)>>,
+}
+
+impl MergeScratch {
+    fn reset(&mut self, len: usize) {
+        self.next.clear();
+        self.next.extend(1..=len);
+        self.prev.clear();
+        self.prev.push(END);
+        self.prev.extend(0..len - 1);
+        self.rank.clear();
+        self.rank.resize(len, NO_RANK);
+        self.heap.clear();
+    }
+
+    fn end(&self, start: usize) -> usize {
+        self.next[start]
+    }
+
+    fn set_rank(&mut self, start: usize, rank: Rank) {
+        self.rank[start] = rank;
+        if rank != NO_RANK {
+            self.heap.push(Reverse((rank, start)));
+        }
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use rand::rngs::StdRng;
+    use rand::{Rng, SeedableRng};
+
+    use super::*;
+
+    fn ranks() -> MergeRanks {
+        let path = concat!(
+            env!("CARGO_MANIFEST_DIR"),
+            "/../../../litellm/litellm_core_utils/tokenizers/9b5ad71b2ce5302211f9c61530b329a4922fc6a4"
+        );
+        MergeRanks::parse(&std::fs::read_to_string(path).expect("cl100k rank file is in the repo"))
+            .expect("rank file parses")
+    }
+
+    /// tiktoken's `_byte_pair_merge`, transcribed, as the reference.
+    fn reference_count(ranks: &MergeRanks, piece: &[u8]) -> usize {
+        if piece.len() < 2 || ranks.0.contains_key(piece) {
+            return 1;
+        }
+        let mut parts: Vec<(usize, Rank)> = (0..piece.len() - 1)
+            .map(|index| (index, ranks.rank(&piece[index..index + 2])))
+            .chain([(piece.len() - 1, NO_RANK), (piece.len(), NO_RANK)])
+            .collect();
+        let get_rank = |parts: &[(usize, Rank)], index: usize| {
+            if index + 3 < parts.len() {
+                ranks.rank(&piece[parts[index].0..parts[index + 3].0])
+            } else {
+                NO_RANK
+            }
+        };
+        loop {
+            let Some(index) = parts[..parts.len() - 1]
+                .iter()
+                .enumerate()
+                .filter(|(_, (_, rank))| *rank != NO_RANK)
+                .min_by_key(|(index, (_, rank))| (*rank, *index))
+                .map(|(index, _)| index)
+            else {
+                return parts.len() - 1;
+            };
+            if index > 0 {
+                parts[index - 1].1 = get_rank(&parts, index - 1);
+            }
+            parts[index].1 = get_rank(&parts, index);
+            parts.remove(index + 1);
+        }
+    }
+
+    #[test]
+    fn every_byte_is_a_token() {
+        let ranks = ranks();
+        assert_eq!(ranks.0.len(), 100_256);
+        assert!((0..=u8::MAX).all(|byte| ranks.rank(&[byte]) != NO_RANK));
+    }
+
+    #[test]
+    fn heap_merge_matches_tiktokens_merge_loop() {
+        let ranks = ranks();
+        let mut scratch = MergeScratch::default();
+        let mut rng = StdRng::seed_from_u64(99);
+        let alphabet = b" abcdeorstn.,'\n\xc3\xa9\xe2\x82\xac0123";
+        for _ in 0..20_000 {
+            let piece: Vec<u8> = (0..rng.gen_range(1..24))
+                .map(|_| alphabet[rng.gen_range(0..alphabet.len())])
+                .collect();
+            assert_eq!(
+                ranks.count_piece(&piece, &mut scratch),
+                reference_count(&ranks, &piece),
+                "piece {:?}",
+                String::from_utf8_lossy(&piece)
+            );
+        }
+    }
+
+    #[test]
+    fn long_repeated_runs_cost_close_to_linear() {
+        let ranks = ranks();
+        let mut scratch = MergeScratch::default();
+        let mut time = |len: usize| {
+            let piece = vec![b' '; len];
+            let started = std::time::Instant::now();
+            assert!(ranks.count_piece(&piece, &mut scratch) > 0);
+            started.elapsed()
+        };
+        let small = (0..3).map(|_| time(1 << 14)).min().unwrap();
+        let large = time(1 << 18);
+        assert!(
+            large < small * 64,
+            "{small:?} for 2^14 bytes, {large:?} for 2^18"
+        );
+    }
+
+    #[test]
+    fn reserved_merge_rank_is_rejected() {
+        let bytes = (0..=u8::MAX)
+            .map(|byte| format!("{} {byte}\n", STANDARD.encode([byte])))
+            .collect::<String>();
+        let rank_file = format!("{bytes}{} {NO_RANK}\n", STANDARD.encode(b"ab"));
+        assert!(matches!(
+            MergeRanks::parse(&rank_file),
+            Err(Error::Ranks(_))
+        ));
+        let valid_rank_file = format!("{bytes}{} {}\n", STANDARD.encode(b"ab"), NO_RANK - 1);
+        let ranks = MergeRanks::parse(&valid_rank_file).unwrap();
+        assert_eq!(ranks.count_piece(b"aab", &mut MergeScratch::default()), 2);
+    }
+
+    #[test]
+    fn malformed_rank_files_are_rejected() {
+        assert!(MergeRanks::parse("IQ==").is_err());
+        assert!(MergeRanks::parse("IQ== x").is_err());
+        assert!(MergeRanks::parse("!!! 1").is_err());
+        assert!(MergeRanks::parse("IQ== 1").is_err());
+    }
+}
diff --git a/litellm-rust/crates/token-counter/src/unicode_classes.rs b/litellm-rust/crates/token-counter-fast/src/unicode_classes.rs
similarity index 100%
rename from litellm-rust/crates/token-counter/src/unicode_classes.rs
rename to litellm-rust/crates/token-counter-fast/src/unicode_classes.rs
diff --git a/litellm-rust/crates/token-counter/tests/fixtures/cl100k/requests.jsonl b/litellm-rust/crates/token-counter-fast/tests/fixtures/cl100k/requests.jsonl
similarity index 100%
rename from litellm-rust/crates/token-counter/tests/fixtures/cl100k/requests.jsonl
rename to litellm-rust/crates/token-counter-fast/tests/fixtures/cl100k/requests.jsonl
diff --git a/litellm-rust/crates/token-counter/tests/fixtures/cl100k/texts.jsonl b/litellm-rust/crates/token-counter-fast/tests/fixtures/cl100k/texts.jsonl
similarity index 100%
rename from litellm-rust/crates/token-counter/tests/fixtures/cl100k/texts.jsonl
rename to litellm-rust/crates/token-counter-fast/tests/fixtures/cl100k/texts.jsonl
diff --git a/litellm-rust/crates/token-counter/tests/fixtures/generate.py b/litellm-rust/crates/token-counter-fast/tests/fixtures/generate.py
similarity index 98%
rename from litellm-rust/crates/token-counter/tests/fixtures/generate.py
rename to litellm-rust/crates/token-counter-fast/tests/fixtures/generate.py
index 1bfbdf00218..2ca853cbd62 100644
--- a/litellm-rust/crates/token-counter/tests/fixtures/generate.py
+++ b/litellm-rust/crates/token-counter-fast/tests/fixtures/generate.py
@@ -2,8 +2,8 @@
 
 Run from the repository root with the project environment, once per encoding:
 
-    uv run --no-sync python litellm-rust/crates/token-counter/tests/fixtures/generate.py cl100k_base
-    uv run --no-sync python litellm-rust/crates/token-counter/tests/fixtures/generate.py o200k_base
+    uv run --no-sync python litellm-rust/crates/token-counter-fast/tests/fixtures/generate.py cl100k_base
+    uv run --no-sync python litellm-rust/crates/token-counter-fast/tests/fixtures/generate.py o200k_base
 
 `<encoding>/texts.jsonl` holds `{"text", "tokens", "pieces"}` lines: `tokens`
 counted with `tiktoken.get_encoding(name).encode(text, disallowed_special=())`,
diff --git a/litellm-rust/crates/token-counter/tests/fixtures/o200k/requests.jsonl b/litellm-rust/crates/token-counter-fast/tests/fixtures/o200k/requests.jsonl
similarity index 100%
rename from litellm-rust/crates/token-counter/tests/fixtures/o200k/requests.jsonl
rename to litellm-rust/crates/token-counter-fast/tests/fixtures/o200k/requests.jsonl
diff --git a/litellm-rust/crates/token-counter/tests/fixtures/o200k/texts.jsonl b/litellm-rust/crates/token-counter-fast/tests/fixtures/o200k/texts.jsonl
similarity index 100%
rename from litellm-rust/crates/token-counter/tests/fixtures/o200k/texts.jsonl
rename to litellm-rust/crates/token-counter-fast/tests/fixtures/o200k/texts.jsonl
diff --git a/litellm-rust/crates/token-counter-huggingface/Cargo.toml b/litellm-rust/crates/token-counter-huggingface/Cargo.toml
new file mode 100644
index 00000000000..6d8cb85e524
--- /dev/null
+++ b/litellm-rust/crates/token-counter-huggingface/Cargo.toml
@@ -0,0 +1,10 @@
+[package]
+name = "litellm-token-counter-huggingface"
+version = "0.1.0"
+edition.workspace = true
+license.workspace = true
+repository.workspace = true
+
+[dependencies]
+thiserror.workspace = true
+tokenizers.workspace = true
diff --git a/litellm-rust/crates/token-counter-huggingface/src/error.rs b/litellm-rust/crates/token-counter-huggingface/src/error.rs
new file mode 100644
index 00000000000..adc4551886f
--- /dev/null
+++ b/litellm-rust/crates/token-counter-huggingface/src/error.rs
@@ -0,0 +1,9 @@
+use thiserror::Error as ThisError;
+
+#[derive(Debug, ThisError)]
+pub enum Error {
+    #[error("failed to load tokenizer: {0}")]
+    Load(#[source] tokenizers::Error),
+    #[error("tokenization failed: {0}")]
+    Encode(#[source] tokenizers::Error),
+}
diff --git a/litellm-rust/crates/token-counter-huggingface/src/lib.rs b/litellm-rust/crates/token-counter-huggingface/src/lib.rs
new file mode 100644
index 00000000000..8e05c2cca46
--- /dev/null
+++ b/litellm-rust/crates/token-counter-huggingface/src/lib.rs
@@ -0,0 +1,23 @@
+#![forbid(unsafe_code)]
+
+mod error;
+
+pub use error::Error;
+
+pub struct HuggingFaceTokenizer(Box<tokenizers::Tokenizer>);
+
+impl HuggingFaceTokenizer {
+    pub fn from_json(json: &str) -> Result<Self, Error> {
+        json.parse::<tokenizers::Tokenizer>()
+            .map(Box::new)
+            .map(Self)
+            .map_err(Error::Load)
+    }
+
+    pub fn count_tokens(&self, text: &str) -> Result<usize, Error> {
+        self.0
+            .encode_fast(text, true)
+            .map(|encoding| encoding.len())
+            .map_err(Error::Encode)
+    }
+}
diff --git a/litellm-rust/crates/token-counter-tiktoken/Cargo.toml b/litellm-rust/crates/token-counter-tiktoken/Cargo.toml
new file mode 100644
index 00000000000..494a9233e69
--- /dev/null
+++ b/litellm-rust/crates/token-counter-tiktoken/Cargo.toml
@@ -0,0 +1,10 @@
+[package]
+name = "litellm-token-counter-tiktoken"
+version = "0.1.0"
+edition.workspace = true
+license.workspace = true
+repository.workspace = true
+
+[dependencies]
+thiserror.workspace = true
+tiktoken-rs.workspace = true
diff --git a/litellm-rust/crates/token-counter-tiktoken/src/error.rs b/litellm-rust/crates/token-counter-tiktoken/src/error.rs
new file mode 100644
index 00000000000..e28cbbfb620
--- /dev/null
+++ b/litellm-rust/crates/token-counter-tiktoken/src/error.rs
@@ -0,0 +1,5 @@
+use thiserror::Error as ThisError;
+
+#[derive(Debug, ThisError)]
+#[error("unsupported tokenizer: {0}")]
+pub struct UnsupportedTokenizer(pub String);
diff --git a/litellm-rust/crates/token-counter-tiktoken/src/lib.rs b/litellm-rust/crates/token-counter-tiktoken/src/lib.rs
new file mode 100644
index 00000000000..ecdb3946eee
--- /dev/null
+++ b/litellm-rust/crates/token-counter-tiktoken/src/lib.rs
@@ -0,0 +1,70 @@
+#![forbid(unsafe_code)]
+
+mod error;
+
+pub use error::UnsupportedTokenizer;
+
+pub struct TiktokenTokenizer(&'static tiktoken_rs::CoreBPE);
+
+impl TiktokenTokenizer {
+    pub fn from_name(name: &str) -> Result<Self, UnsupportedTokenizer> {
+        let tokenizer = match name {
+            "cl100k_base" => tiktoken_rs::cl100k_base_singleton(),
+            "o200k_base" => tiktoken_rs::o200k_base_singleton(),
+            "o200k_harmony" => tiktoken_rs::o200k_harmony_singleton(),
+            "p50k_base" => tiktoken_rs::p50k_base_singleton(),
+            "p50k_edit" => tiktoken_rs::p50k_edit_singleton(),
+            "r50k_base" | "gpt2" => tiktoken_rs::r50k_base_singleton(),
+            _ => return Err(UnsupportedTokenizer(name.to_owned())),
+        };
+        Ok(Self(tokenizer))
+    }
+
+    pub fn count_tokens(&self, text: &str) -> usize {
+        self.0.count_ordinary(text)
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    #[test]
+    fn named_encodings_match_their_reference_counts() {
+        let encodings = [
+            ("cl100k_base", tiktoken_rs::cl100k_base_singleton()),
+            ("o200k_base", tiktoken_rs::o200k_base_singleton()),
+            ("o200k_harmony", tiktoken_rs::o200k_harmony_singleton()),
+            ("p50k_base", tiktoken_rs::p50k_base_singleton()),
+            ("p50k_edit", tiktoken_rs::p50k_edit_singleton()),
+            ("r50k_base", tiktoken_rs::r50k_base_singleton()),
+            ("gpt2", tiktoken_rs::r50k_base_singleton()),
+        ];
+        let texts = [
+            "",
+            "Hello, how are you today?",
+            "é e\u{301} 漢字 ع ३ 🙂 ＡfiⅣ",
+            "  def function():\n    return 123456789\r\n",
+            "<|endoftext|><|fim_prefix|><|start|>assistant<|message|>",
+        ];
+        for (name, reference) in encodings {
+            let counter = TiktokenTokenizer::from_name(name).unwrap();
+            for text in texts {
+                assert_eq!(
+                    counter.count_tokens(text),
+                    reference.encode_ordinary(text).len(),
+                    "{name}: {text:?}",
+                );
+            }
+        }
+    }
+
+    #[test]
+    fn unsupported_encoding_preserves_its_name() {
+        let Err(UnsupportedTokenizer(name)) = TiktokenTokenizer::from_name("unknown-encoding")
+        else {
+            panic!("unknown encoding must be rejected");
+        };
+        assert_eq!(name, "unknown-encoding");
+    }
+}
diff --git a/litellm-rust/crates/token-counter/Cargo.toml b/litellm-rust/crates/token-counter/Cargo.toml
index d0369631682..67e5bd60537 100644
--- a/litellm-rust/crates/token-counter/Cargo.toml
+++ b/litellm-rust/crates/token-counter/Cargo.toml
@@ -5,26 +5,34 @@ edition.workspace = true
 license.workspace = true
 repository.workspace = true
 
+[features]
+default = ["fast", "huggingface", "tiktoken"]
+fast = ["dep:litellm-token-counter-fast"]
+huggingface = ["dep:litellm-token-counter-huggingface"]
+tiktoken = ["dep:litellm-token-counter-tiktoken"]
+
 [dependencies]
-base64.workspace = true
 indexmap = { version = "2.14.0", features = ["serde"] }
 itoa = "1.0"
-rustc-hash = "2.1.3"
+litellm-token-counter-fast = { workspace = true, optional = true }
+litellm-token-counter-huggingface = { workspace = true, optional = true }
+litellm-token-counter-tiktoken = { workspace = true, optional = true }
 serde.workspace = true
 serde_json.workspace = true
 thiserror.workspace = true
-tokenizers = { version = "0.23.1", default-features = false, features = ["onig"] }
-unicode-normalization-alignments = "0.1.12"
 
 [dev-dependencies]
 criterion.workspace = true
 rand.workspace = true
 rstest.workspace = true
+tokenizers.workspace = true
 
 [[bench]]
 name = "token_counter"
 harness = false
+required-features = ["fast"]
 
 [[bench]]
 name = "allocations"
 harness = false
+required-features = ["fast"]
diff --git a/litellm-rust/crates/token-counter/README.md b/litellm-rust/crates/token-counter/README.md
new file mode 100644
index 00000000000..a6b2b50aac0
--- /dev/null
+++ b/litellm-rust/crates/token-counter/README.md
@@ -0,0 +1,23 @@
+# Token counting
+
+`Tokenizer` is the text-counting interface. `TokenCounter` applies LiteLLM request, message, and tool accounting using any implementation of that interface
+
+The `fast` feature provides `fast::FastTokenizer` from `litellm-token-counter-fast`. `TokenCounter::from_json_fast` uses this implementation
+
+The `huggingface` feature provides `huggingface::HuggingFaceTokenizer` through the upstream `tokenizers` library. `TokenCounter::from_json` uses this implementation
+
+The `tiktoken` feature provides `tiktoken::TiktokenTokenizer` through `tiktoken-rs`. Select an encoding with `TokenCounter::from_tiktoken`. The supported names are `cl100k_base`, `o200k_base`, `o200k_harmony`, `p50k_base`, `p50k_edit`, `r50k_base`, and `gpt2`
+
+All three backends are enabled by default. The Python extension builds with `fast` only, which keeps the wheel at the size it had before the split. With `default-features = false`, callers can supply their own `Tokenizer` to `TokenCounter::new` without compiling a built-in backend
+
+Budget checks, cost calculation, and the `max_tokens` adjustment policy belong to `litellm-core-utils`. The counter does not own prices, budgets, or request limits
+
+Run the feature matrix with:
+
+```sh
+cargo test -p litellm-token-counter
+cargo test -p litellm-token-counter --no-default-features
+cargo test -p litellm-token-counter --no-default-features --features fast
+cargo test -p litellm-token-counter --no-default-features --features huggingface
+cargo test -p litellm-token-counter --no-default-features --features tiktoken
+```
diff --git a/litellm-rust/crates/token-counter/benches/allocations.rs b/litellm-rust/crates/token-counter/benches/allocations.rs
index 343f815749d..7aebceb6e9c 100644
--- a/litellm-rust/crates/token-counter/benches/allocations.rs
+++ b/litellm-rust/crates/token-counter/benches/allocations.rs
@@ -87,7 +87,7 @@ fn main() {
         },
     );
 
-    let counter = TokenCounter::from_json(TOKENIZER_JSON).expect("tokenizer loads");
+    let counter = TokenCounter::from_json_fast(TOKENIZER_JSON).expect("tokenizer loads");
     let object = CountableRequest::parse(OBJECT_BODY).expect("object request parses");
     counter
         .count_request(&object)
diff --git a/litellm-rust/crates/token-counter/benches/token_counter.rs b/litellm-rust/crates/token-counter/benches/token_counter.rs
index a7c3177b88a..5e30cf6f77e 100644
--- a/litellm-rust/crates/token-counter/benches/token_counter.rs
+++ b/litellm-rust/crates/token-counter/benches/token_counter.rs
@@ -42,7 +42,7 @@ fn inputs(tokenizer: &Tokenizer) -> Vec<(&'static str, String)> {
 }
 
 fn token_counter(c: &mut Criterion) {
-    let counter = TokenCounter::from_json(TOKENIZER_JSON).expect("token counter should load");
+    let counter = TokenCounter::from_json_fast(TOKENIZER_JSON).expect("token counter should load");
     let tokenizer = TOKENIZER_JSON
         .parse::<Tokenizer>()
         .expect("reference tokenizer should load");
diff --git a/litellm-rust/crates/token-counter/src/counter.rs b/litellm-rust/crates/token-counter/src/counter.rs
index 7eedc449dd1..ce08e225be4 100644
--- a/litellm-rust/crates/token-counter/src/counter.rs
+++ b/litellm-rust/crates/token-counter/src/counter.rs
@@ -1,9 +1,7 @@
 use serde::Serialize;
 
 use crate::Error;
-use crate::byte_level::ByteLevelCounter;
 use crate::python_json;
-use crate::scanner::{SplitPattern, TiktokenCounter};
 use crate::tools::format_function_definitions;
 use crate::types::{
     ContentBlock, ContentItem, CountableRequest, Message, MessageContent, TextValue, ToolChoice,
@@ -24,73 +22,22 @@ pub struct InputTokenCount {
     pub input_tokens: usize,
 }
 
-enum Encoder {
-    HuggingFace {
-        tokenizer: Box<tokenizers::Tokenizer>,
-        byte_level: Option<ByteLevelCounter>,
-    },
-    Tiktoken(TiktokenCounter),
-}
-
 /// A loaded tokenizer plus the message accounting Python applies on top of
 /// it. Encoding is CPU-bound and synchronous; hosts run it off their event
 /// loop.
 pub struct TokenCounter {
-    encoder: Encoder,
+    encoder: Box<dyn crate::Tokenizer>,
 }
 
 impl TokenCounter {
-    /// Load a HuggingFace `tokenizer.json` document. The host reads the file.
-    pub fn from_json(tokenizer_json: &str) -> Result<Self, Error> {
-        let tokenizer = tokenizer_json
-            .parse::<tokenizers::Tokenizer>()
-            .map_err(Error::Load)?;
-        let byte_level = ByteLevelCounter::detect(&tokenizer);
-        Ok(Self {
-            encoder: Encoder::HuggingFace {
-                tokenizer: Box::new(tokenizer),
-                byte_level,
-            },
-        })
-    }
-
-    /// Load tiktoken's `cl100k_base` rank file (`base64(token) rank` lines).
-    /// The host reads the file.
-    pub fn from_cl100k_ranks(rank_file: &str) -> Result<Self, Error> {
-        Self::from_tiktoken_ranks(SplitPattern::Cl100k, rank_file)
-    }
-
-    /// Load tiktoken's `o200k_base` rank file (`base64(token) rank` lines).
-    /// The host reads the file.
-    pub fn from_o200k_ranks(rank_file: &str) -> Result<Self, Error> {
-        Self::from_tiktoken_ranks(SplitPattern::O200k, rank_file)
-    }
-
-    fn from_tiktoken_ranks(split: SplitPattern, rank_file: &str) -> Result<Self, Error> {
-        Ok(Self {
-            encoder: Encoder::Tiktoken(TiktokenCounter::from_ranks(split, rank_file)?),
-        })
+    pub fn new(tokenizer: impl crate::Tokenizer + 'static) -> Self {
+        Self {
+            encoder: Box::new(tokenizer),
+        }
     }
 
     pub fn count_text(&self, text: &str) -> Result<usize, Error> {
-        match &self.encoder {
-            Encoder::Tiktoken(counter) => Ok(counter.count(text)),
-            Encoder::HuggingFace {
-                tokenizer,
-                byte_level,
-            } => {
-                if let Some(count) = byte_level
-                    .as_ref()
-                    .and_then(|counter| counter.count(tokenizer, text))
-                {
-                    return Ok(count);
-                }
-                tokenizer
-                    .encode_fast(text, true)
-                    .map(|encoding| encoding.len())
-                    .map_err(Error::Encode)
-            }
-        }
+        self.encoder.count_tokens(text)
     }
 
     /// Mirrors the host's key precedence: `messages`, then `prompt`, then
diff --git a/litellm-rust/crates/token-counter/src/error.rs b/litellm-rust/crates/token-counter/src/error.rs
index 6b8668fe182..b05ce007e46 100644
--- a/litellm-rust/crates/token-counter/src/error.rs
+++ b/litellm-rust/crates/token-counter/src/error.rs
@@ -4,8 +4,10 @@ use thiserror::Error as ThisError;
 
 #[derive(Debug, ThisError)]
 pub enum Error {
+    #[error("unsupported tokenizer: {0}")]
+    UnsupportedTokenizer(String),
     #[error("failed to load tokenizer: {0}")]
-    Load(#[source] tokenizers::Error),
+    Load(#[source] Box<dyn std::error::Error + Send + Sync>),
     #[error("failed to load tokenizer: tiktoken rank file: {0}")]
     Ranks(String),
     #[error("failed to load tokenizer: Unicode character classes are unavailable")]
@@ -29,7 +31,7 @@ pub enum Error {
     #[error("unsupported by the rust token counter: serialized text value is not UTF-8: {0}")]
     JsonUtf8(#[source] FromUtf8Error),
     #[error("tokenization failed: {0}")]
-    Encode(#[source] tokenizers::Error),
+    Encode(#[source] Box<dyn std::error::Error + Send + Sync>),
     #[error("token counting task failed: {0}")]
     Task(String),
 }
diff --git a/litellm-rust/crates/token-counter/src/fast.rs b/litellm-rust/crates/token-counter/src/fast.rs
new file mode 100644
index 00000000000..de3f86abd68
--- /dev/null
+++ b/litellm-rust/crates/token-counter/src/fast.rs
@@ -0,0 +1,41 @@
+use litellm_token_counter_fast::Error as BackendError;
+pub use litellm_token_counter_fast::FastTokenizer;
+
+use crate::{Error, TokenCounter, Tokenizer};
+
+impl TokenCounter {
+    pub fn from_json_fast(tokenizer_json: &str) -> Result<Self, Error> {
+        FastTokenizer::from_json(tokenizer_json)
+            .map(Self::new)
+            .map_err(Error::from)
+    }
+
+    pub fn from_cl100k_ranks(rank_file: &str) -> Result<Self, Error> {
+        FastTokenizer::from_cl100k_ranks(rank_file)
+            .map(Self::new)
+            .map_err(Error::from)
+    }
+
+    pub fn from_o200k_ranks(rank_file: &str) -> Result<Self, Error> {
+        FastTokenizer::from_o200k_ranks(rank_file)
+            .map(Self::new)
+            .map_err(Error::from)
+    }
+}
+
+impl Tokenizer for FastTokenizer {
+    fn count_tokens(&self, text: &str) -> Result<usize, Error> {
+        FastTokenizer::count_tokens(self, text).map_err(Error::from)
+    }
+}
+
+impl From<BackendError> for Error {
+    fn from(error: BackendError) -> Self {
+        match error {
+            BackendError::Load(source) => Self::Load(source),
+            BackendError::Ranks(message) => Self::Ranks(message),
+            BackendError::UnicodeClasses => Self::UnicodeClasses,
+            BackendError::Encode(source) => Self::Encode(source),
+        }
+    }
+}
diff --git a/litellm-rust/crates/token-counter/src/huggingface.rs b/litellm-rust/crates/token-counter/src/huggingface.rs
new file mode 100644
index 00000000000..fb7683b373e
--- /dev/null
+++ b/litellm-rust/crates/token-counter/src/huggingface.rs
@@ -0,0 +1,27 @@
+use litellm_token_counter_huggingface::Error as BackendError;
+pub use litellm_token_counter_huggingface::HuggingFaceTokenizer;
+
+use crate::{Error, TokenCounter, Tokenizer};
+
+impl TokenCounter {
+    pub fn from_json(tokenizer_json: &str) -> Result<Self, Error> {
+        HuggingFaceTokenizer::from_json(tokenizer_json)
+            .map(Self::new)
+            .map_err(Error::from)
+    }
+}
+
+impl Tokenizer for HuggingFaceTokenizer {
+    fn count_tokens(&self, text: &str) -> Result<usize, Error> {
+        HuggingFaceTokenizer::count_tokens(self, text).map_err(Error::from)
+    }
+}
+
+impl From<BackendError> for Error {
+    fn from(error: BackendError) -> Self {
+        match error {
+            BackendError::Load(source) => Self::Load(source),
+            BackendError::Encode(source) => Self::Encode(source),
+        }
+    }
+}
diff --git a/litellm-rust/crates/token-counter/src/lib.rs b/litellm-rust/crates/token-counter/src/lib.rs
index fa0014e2bad..446c91049de 100644
--- a/litellm-rust/crates/token-counter/src/lib.rs
+++ b/litellm-rust/crates/token-counter/src/lib.rs
@@ -4,18 +4,21 @@
 
 #![forbid(unsafe_code)]
 
-mod byte_level;
-mod cl100k;
 mod counter;
 mod error;
-mod o200k;
 mod python_json;
-mod scanner;
-mod tiktoken;
+mod tokenizer;
 mod tools;
 mod types;
-mod unicode_classes;
+
+#[cfg(feature = "fast")]
+pub mod fast;
+#[cfg(feature = "huggingface")]
+pub mod huggingface;
+#[cfg(feature = "tiktoken")]
+pub mod tiktoken;
 
 pub use counter::{InputTokenCount, TokenCounter};
 pub use error::Error;
+pub use tokenizer::Tokenizer;
 pub use types::CountableRequest;
diff --git a/litellm-rust/crates/token-counter/src/tiktoken.rs b/litellm-rust/crates/token-counter/src/tiktoken.rs
index 7a9e71ed587..07c1c9f5b73 100644
--- a/litellm-rust/crates/token-counter/src/tiktoken.rs
+++ b/litellm-rust/crates/token-counter/src/tiktoken.rs
@@ -1,222 +1,24 @@
-//! tiktoken's byte-level BPE: a rank file of `base64(token) rank` lines and
-//! the merge loop that turns one regex piece into tokens. The merge order is
-//! tiktoken's (lowest rank first, leftmost pair on ties) so the token count is
-//! identical, but pairs are tracked in a heap so a long piece costs
-//! `O(n log n)` instead of tiktoken's `O(n^2)`.
+pub use litellm_token_counter_tiktoken::TiktokenTokenizer;
+use litellm_token_counter_tiktoken::UnsupportedTokenizer;
 
-use std::cmp::Reverse;
-use std::collections::BinaryHeap;
+use crate::{Error, TokenCounter, Tokenizer};
 
-use base64::Engine;
-use base64::engine::general_purpose::STANDARD;
-use rustc_hash::FxHashMap;
-
-use crate::Error;
-
-type Rank = u32;
-
-const NO_RANK: Rank = Rank::MAX;
-const END: usize = usize::MAX;
-
-pub(super) struct MergeRanks(FxHashMap<Box<[u8]>, Rank>);
-
-impl MergeRanks {
-    pub(super) fn parse(text: &str) -> Result<Self, Error> {
-        let ranks = text
-            .lines()
-            .filter(|line| !line.is_empty())
-            .map(parse_line)
-            .collect::<Result<FxHashMap<_, _>, _>>()?;
-        if let Some(byte) = (0..=u8::MAX).find(|byte| !ranks.contains_key(&[*byte][..])) {
-            return Err(Error::Ranks(format!("byte 0x{byte:02X} has no token")));
-        }
-        Ok(Self(ranks))
-    }
-
-    fn rank(&self, bytes: &[u8]) -> Rank {
-        self.0.get(bytes).copied().unwrap_or(NO_RANK)
-    }
-
-    /// Token count of one regex piece, as `encode_ordinary` would produce.
-    pub(super) fn count_piece(&self, piece: &[u8], scratch: &mut MergeScratch) -> usize {
-        if piece.len() < 2 || self.0.contains_key(piece) {
-            return 1;
-        }
-        scratch.reset(piece.len());
-        for start in 0..piece.len() - 1 {
-            scratch.set_rank(start, self.rank(&piece[start..start + 2]));
-        }
-        let mut parts = piece.len();
-        while let Some(Reverse((rank, start))) = scratch.heap.pop() {
-            if scratch.next[start] == END || scratch.rank[start] != rank {
-                continue;
-            }
-            let merged = scratch.next[start];
-            let after = scratch.next[merged];
-            scratch.next[merged] = END;
-            scratch.next[start] = after;
-            parts -= 1;
-            if after < piece.len() {
-                scratch.prev[after] = start;
-                scratch.set_rank(start, self.rank(&piece[start..scratch.end(after)]));
-            } else {
-                scratch.rank[start] = NO_RANK;
-            }
-            let before = scratch.prev[start];
-            if before != END {
-                scratch.set_rank(before, self.rank(&piece[before..scratch.end(start)]));
-            }
-        }
-        parts
+impl TokenCounter {
+    pub fn from_tiktoken(encoding: &str) -> Result<Self, Error> {
+        TiktokenTokenizer::from_name(encoding)
+            .map(Self::new)
+            .map_err(Error::from)
     }
 }
 
-fn parse_line(line: &str) -> Result<(Box<[u8]>, Rank), Error> {
-    let (token, rank) = line
-        .split_once(' ')
-        .ok_or_else(|| Error::Ranks(format!("line without a rank: {line:?}")))?;
-    let bytes = STANDARD
-        .decode(token)
-        .map_err(|error| Error::Ranks(format!("token is not base64: {error}")))?;
-    let rank = rank
-        .parse()
-        .map_err(|error| Error::Ranks(format!("rank is not an integer: {error}")))?;
-    Ok((bytes.into_boxed_slice(), rank))
-}
-
-/// Buffers reused across the pieces of one text. Parts are addressed by the
-/// byte offset they start at, which also gives the leftmost-pair tie break.
-#[derive(Default)]
-pub(super) struct MergeScratch {
-    next: Vec<usize>,
-    prev: Vec<usize>,
-    rank: Vec<Rank>,
-    heap: BinaryHeap<Reverse<(Rank, usize)>>,
-}
-
-impl MergeScratch {
-    fn reset(&mut self, len: usize) {
-        self.next.clear();
-        self.next.extend(1..=len);
-        self.prev.clear();
-        self.prev.push(END);
-        self.prev.extend(0..len - 1);
-        self.rank.clear();
-        self.rank.resize(len, NO_RANK);
-        self.heap.clear();
-    }
-
-    fn end(&self, start: usize) -> usize {
-        self.next[start]
-    }
-
-    fn set_rank(&mut self, start: usize, rank: Rank) {
-        self.rank[start] = rank;
-        if rank != NO_RANK {
-            self.heap.push(Reverse((rank, start)));
-        }
+impl Tokenizer for TiktokenTokenizer {
+    fn count_tokens(&self, text: &str) -> Result<usize, Error> {
+        Ok(TiktokenTokenizer::count_tokens(self, text))
     }
 }
 
-#[cfg(test)]
-mod tests {
-    use rand::rngs::StdRng;
-    use rand::{Rng, SeedableRng};
-
-    use super::*;
-
-    fn ranks() -> MergeRanks {
-        let path = concat!(
-            env!("CARGO_MANIFEST_DIR"),
-            "/../../../litellm/litellm_core_utils/tokenizers/9b5ad71b2ce5302211f9c61530b329a4922fc6a4"
-        );
-        MergeRanks::parse(&std::fs::read_to_string(path).expect("cl100k rank file is in the repo"))
-            .expect("rank file parses")
-    }
-
-    /// tiktoken's `_byte_pair_merge`, transcribed, as the reference.
-    fn reference_count(ranks: &MergeRanks, piece: &[u8]) -> usize {
-        if piece.len() < 2 || ranks.0.contains_key(piece) {
-            return 1;
-        }
-        let mut parts: Vec<(usize, Rank)> = (0..piece.len() - 1)
-            .map(|index| (index, ranks.rank(&piece[index..index + 2])))
-            .chain([(piece.len() - 1, NO_RANK), (piece.len(), NO_RANK)])
-            .collect();
-        let get_rank = |parts: &[(usize, Rank)], index: usize| {
-            if index + 3 < parts.len() {
-                ranks.rank(&piece[parts[index].0..parts[index + 3].0])
-            } else {
-                NO_RANK
-            }
-        };
-        loop {
-            let Some(index) = parts[..parts.len() - 1]
-                .iter()
-                .enumerate()
-                .filter(|(_, (_, rank))| *rank != NO_RANK)
-                .min_by_key(|(index, (_, rank))| (*rank, *index))
-                .map(|(index, _)| index)
-            else {
-                return parts.len() - 1;
-            };
-            if index > 0 {
-                parts[index - 1].1 = get_rank(&parts, index - 1);
-            }
-            parts[index].1 = get_rank(&parts, index);
-            parts.remove(index + 1);
-        }
-    }
-
-    #[test]
-    fn every_byte_is_a_token() {
-        let ranks = ranks();
-        assert_eq!(ranks.0.len(), 100_256);
-        assert!((0..=u8::MAX).all(|byte| ranks.rank(&[byte]) != NO_RANK));
-    }
-
-    #[test]
-    fn heap_merge_matches_tiktokens_merge_loop() {
-        let ranks = ranks();
-        let mut scratch = MergeScratch::default();
-        let mut rng = StdRng::seed_from_u64(99);
-        let alphabet = b" abcdeorstn.,'\n\xc3\xa9\xe2\x82\xac0123";
-        for _ in 0..20_000 {
-            let piece: Vec<u8> = (0..rng.gen_range(1..24))
-                .map(|_| alphabet[rng.gen_range(0..alphabet.len())])
-                .collect();
-            assert_eq!(
-                ranks.count_piece(&piece, &mut scratch),
-                reference_count(&ranks, &piece),
-                "piece {:?}",
-                String::from_utf8_lossy(&piece)
-            );
-        }
-    }
-
-    #[test]
-    fn long_repeated_runs_cost_close_to_linear() {
-        let ranks = ranks();
-        let mut scratch = MergeScratch::default();
-        let mut time = |len: usize| {
-            let piece = vec![b' '; len];
-            let started = std::time::Instant::now();
-            assert!(ranks.count_piece(&piece, &mut scratch) > 0);
-            started.elapsed()
-        };
-        let small = (0..3).map(|_| time(1 << 14)).min().unwrap();
-        let large = time(1 << 18);
-        assert!(
-            large < small * 64,
-            "{small:?} for 2^14 bytes, {large:?} for 2^18"
-        );
-    }
-
-    #[test]
-    fn malformed_rank_files_are_rejected() {
-        assert!(MergeRanks::parse("IQ==").is_err());
-        assert!(MergeRanks::parse("IQ== x").is_err());
-        assert!(MergeRanks::parse("!!! 1").is_err());
-        assert!(MergeRanks::parse("IQ== 1").is_err());
+impl From<UnsupportedTokenizer> for Error {
+    fn from(error: UnsupportedTokenizer) -> Self {
+        Self::UnsupportedTokenizer(error.0)
     }
 }
diff --git a/litellm-rust/crates/token-counter/src/tokenizer.rs b/litellm-rust/crates/token-counter/src/tokenizer.rs
new file mode 100644
index 00000000000..88c29c672a7
--- /dev/null
+++ b/litellm-rust/crates/token-counter/src/tokenizer.rs
@@ -0,0 +1,31 @@
+use crate::Error;
+
+pub trait Tokenizer: Send + Sync {
+    fn count_tokens(&self, text: &str) -> Result<usize, Error>;
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+    use crate::{CountableRequest, TokenCounter};
+
+    struct Characters;
+
+    impl Tokenizer for Characters {
+        fn count_tokens(&self, text: &str) -> Result<usize, Error> {
+            Ok(text.chars().count())
+        }
+    }
+
+    #[test]
+    fn request_accounting_works_with_an_injected_backend() {
+        let counter = TokenCounter::new(Characters);
+        let request =
+            CountableRequest::parse(br#"{"messages":[{"role":"user","content":"hello"}]}"#)
+                .unwrap();
+        assert_eq!(
+            counter.count_request(&request).unwrap().input_tokens,
+            3 + 4 + 5 + 3
+        );
+    }
+}
diff --git a/litellm-rust/crates/token-counter/tests/token_counter.rs b/litellm-rust/crates/token-counter/tests/token_counter.rs
index 12c59768952..542bd4a1fc4 100644
--- a/litellm-rust/crates/token-counter/tests/token_counter.rs
+++ b/litellm-rust/crates/token-counter/tests/token_counter.rs
@@ -1,22 +1,30 @@
 use rstest::rstest;
-use serde::Deserialize;
 
-use litellm_token_counter::{CountableRequest, Error, InputTokenCount, TokenCounter};
+#[cfg(any(feature = "fast", feature = "huggingface", feature = "tiktoken"))]
+use litellm_token_counter::TokenCounter;
+use litellm_token_counter::{CountableRequest, Error};
 
-/// Expected counts are pinned from `litellm.token_counter(model="claude-sonnet-4-5", ...)`
-/// so this test also guards Python parity.
-fn counter() -> TokenCounter {
-    let path = concat!(
-        env!("CARGO_MANIFEST_DIR"),
-        "/../../../litellm/litellm_core_utils/tokenizers/anthropic_tokenizer.json"
-    );
-    let json = std::fs::read_to_string(path).expect("anthropic tokenizer json is in the repo");
-    TokenCounter::from_json(&json).expect("anthropic tokenizer loads")
-}
+#[cfg(any(feature = "fast", feature = "huggingface"))]
+mod json {
+    use super::*;
+    use litellm_token_counter::InputTokenCount;
 
-const SIMPLE: &str = r#"{"model":"claude-sonnet-4-5","messages":[{"role":"user","content":"Hello, how are you today?"}]}"#;
+    /// Expected counts are pinned from `litellm.token_counter(model="claude-sonnet-4-5", ...)`
+    /// so this test also guards Python parity.
+    type JsonLoader = fn(&str) -> Result<TokenCounter, Error>;
 
-const BLOCKS_AND_SYSTEM: &str = r#"{"model":"claude-sonnet-4-5","messages":[
+    fn counter(load: JsonLoader) -> TokenCounter {
+        let path = concat!(
+            env!("CARGO_MANIFEST_DIR"),
+            "/../../../litellm/litellm_core_utils/tokenizers/anthropic_tokenizer.json"
+        );
+        let json = std::fs::read_to_string(path).expect("anthropic tokenizer json is in the repo");
+        load(&json).expect("anthropic tokenizer loads")
+    }
+
+    const SIMPLE: &str = r#"{"model":"claude-sonnet-4-5","messages":[{"role":"user","content":"Hello, how are you today?"}]}"#;
+
+    const BLOCKS_AND_SYSTEM: &str = r#"{"model":"claude-sonnet-4-5","messages":[
   {"role":"system","content":"You are a terse assistant."},
   {"role":"user","name":"alice","content":[
     {"type":"text","text":"Summarise this paragraph about ships and harbours."},
@@ -25,7 +33,7 @@ const BLOCKS_AND_SYSTEM: &str = r#"{"model":"claude-sonnet-4-5","messages":[
     {"type":"tool_reference","tool_name":"get_weather"}]},
   {"role":"assistant","content":[{"type":"text","text":"Sure.","cache_control":{"type":"ephemeral"}}]}]}"#;
 
-const TOOLS_OPENAI: &str = r#"{"model":"claude-sonnet-4-5","messages":[{"role":"user","content":"weather?"}],
+    const TOOLS_OPENAI: &str = r#"{"model":"claude-sonnet-4-5","messages":[{"role":"user","content":"weather?"}],
   "tools":[
     {"type":"function","function":{"name":"get_weather","description":"Get weather","parameters":{
       "type":"object",
@@ -40,61 +48,188 @@ const TOOLS_OPENAI: &str = r#"{"model":"claude-sonnet-4-5","messages":[{"role":"
     {"type":"function","function":{"name":"noop"}}],
   "tool_choice":{"type":"function","function":{"name":"get_weather"}}}"#;
 
-const TOOLS_ANTHROPIC_SYSTEM: &str = r#"{"model":"claude-sonnet-4-5",
+    const TOOLS_ANTHROPIC_SYSTEM: &str = r#"{"model":"claude-sonnet-4-5",
   "messages":[{"role":"system","content":"sys"},{"role":"user","content":"weather?"}],
   "tools":[{"name":"get_weather","description":"Get weather","input_schema":{
     "type":"object","properties":{"location":{"type":["string","null"]}},"required":["location"]}}],
   "tool_choice":"none"}"#;
 
-const COMPLETIONS_PROMPT: &str =
-    r#"{"model":"claude-sonnet-4-5","prompt":"Write a haiku about ships."}"#;
+    const COMPLETIONS_PROMPT: &str =
+        r#"{"model":"claude-sonnet-4-5","prompt":"Write a haiku about ships."}"#;
 
-const COMPLETIONS_PROMPT_LIST: &str =
-    r#"{"model":"claude-sonnet-4-5","prompt":["first prompt","second prompt"]}"#;
+    const COMPLETIONS_PROMPT_LIST: &str =
+        r#"{"model":"claude-sonnet-4-5","prompt":["first prompt","second prompt"]}"#;
 
-const RESPONSES_INPUT: &str = r#"{"model":"claude-sonnet-4-5","input":[
+    const RESPONSES_INPUT: &str = r#"{"model":"claude-sonnet-4-5","input":[
   {"role":"user","content":[{"type":"input_text","text":"Summarise caf\u00e9 menus, na\u00efve \u2014 ok? \"quoted\"\n"}]},
   {"role":"assistant","content":"Sure."}],"instructions":"be terse"}"#;
 
-const EMBEDDINGS_TOKEN_IDS: &str =
-    r#"{"model":"claude-sonnet-4-5","input":[[101,2023,5],[7]],"encoding_format":"float"}"#;
+    const EMBEDDINGS_TOKEN_IDS: &str =
+        r#"{"model":"claude-sonnet-4-5","input":[[101,2023,5],[7]],"encoding_format":"float"}"#;
 
-const RERANK: &str = r#"{"model":"claude-sonnet-4-5","query":"best harbour",
+    const RERANK: &str = r#"{"model":"claude-sonnet-4-5","query":"best harbour",
   "documents":["doc one",{"text":"doc two","title":"T","n":3,"ok":true,"none":null,"tags":["a","b"]}]}"#;
 
-/// Expected counts are pinned from
-/// `litellm.proxy.spend_tracking.budget_reservation._count_input_tokens(body, "claude-sonnet-4-5")`.
-#[rstest]
-#[case::text_only(SIMPLE, 14)]
-#[case::content_blocks_name_and_system(BLOCKS_AND_SYSTEM, 45)]
-#[case::openai_tools_named_choice(TOOLS_OPENAI, 123)]
-#[case::anthropic_tools_system_discount_choice_none(TOOLS_ANTHROPIC_SYSTEM, 53)]
-#[case::completions_prompt(COMPLETIONS_PROMPT, 7)]
-#[case::completions_prompt_list(COMPLETIONS_PROMPT_LIST, 4)]
-#[case::responses_input_items(RESPONSES_INPUT, 62)]
-#[case::embeddings_token_ids(EMBEDDINGS_TOKEN_IDS, 5)]
-#[case::rerank_query_and_documents(RERANK, 41)]
-fn count_request_matches_python_token_counter(#[case] body: &str, #[case] expected: usize) {
-    let request = CountableRequest::parse(body.as_bytes()).expect("fixture parses");
-    let count = counter().count_request(&request).expect("fixture counts");
-    assert_eq!(
-        count,
-        InputTokenCount {
-            model: Some("claude-sonnet-4-5".to_string()),
-            input_tokens: expected,
-        }
-    );
-}
+    fn assert_count_request_matches_python_token_counter(
+        load: JsonLoader,
+        body: &str,
+        expected: usize,
+    ) {
+        let request = CountableRequest::parse(body.as_bytes()).expect("fixture parses");
+        let count = counter(load)
+            .count_request(&request)
+            .expect("fixture counts");
+        assert_eq!(
+            count,
+            InputTokenCount {
+                model: Some("claude-sonnet-4-5".to_string()),
+                input_tokens: expected,
+            }
+        );
+    }
 
-#[rstest]
-#[case::null_messages_win_over_prompt(r#"{"model":"m","messages":null,"prompt":"ignored"}"#, 3)]
-#[case::model_from_route(r#"{"prompt":"hi"}"#, 1)]
-#[case::bools_and_ints_use_python_str(r#"{"model":"m","prompt":[true,false,42]}"#, 3)]
-#[case::null_prompt_counts_zero(r#"{"model":"m","prompt":null}"#, 0)]
-fn key_presence_follows_python(#[case] body: &str, #[case] expected: usize) {
-    let request = CountableRequest::parse(body.as_bytes()).expect("fixture parses");
-    let count = counter().count_request(&request).expect("fixture counts");
-    assert_eq!(count.input_tokens, expected);
+    fn assert_key_presence_follows_python(load: JsonLoader, body: &str, expected: usize) {
+        let request = CountableRequest::parse(body.as_bytes()).expect("fixture parses");
+        let count = counter(load)
+            .count_request(&request)
+            .expect("fixture counts");
+        assert_eq!(count.input_tokens, expected);
+    }
+
+    fn assert_shapes_outside_the_mirror_are_declined_at_count(load: JsonLoader, body: &[u8]) {
+        let request = CountableRequest::parse(body).expect("shape parses");
+        assert!(matches!(
+            counter(load).count_request(&request),
+            Err(Error::MissingInput | Error::FloatText | Error::ContentBlock | Error::ArrayItems)
+        ));
+    }
+
+    fn assert_tool_choice_and_system_discount_change_the_count(load: JsonLoader) {
+        let counter = counter(load);
+        let count = |body: &str| {
+            counter
+                .count_request(&CountableRequest::parse(body.as_bytes()).expect("parses"))
+                .expect("counts")
+                .input_tokens
+        };
+        let base = count(r#"{"model":"m","messages":[{"role":"user","content":"hi"}]}"#);
+        assert_eq!(
+            count(
+                r#"{"model":"m","messages":[{"role":"user","content":"hi"}],"tool_choice":"none"}"#
+            ),
+            base + 1
+        );
+        assert_eq!(
+            count(
+                r#"{"model":"m","messages":[{"role":"user","content":"hi"}],"tool_choice":"auto"}"#
+            ),
+            base
+        );
+        let with_tools = count(
+            r#"{"model":"m","messages":[{"role":"user","content":"hi"}],"tools":[{"name":"f"}]}"#,
+        );
+        let with_tools_and_system = count(
+            r#"{"model":"m","messages":[{"role":"system","content":"hi"}],"tools":[{"name":"f"}]}"#,
+        );
+        assert_eq!(with_tools - with_tools_and_system, 4);
+        assert_eq!(
+            count(r#"{"model":"m","messages":[{"role":"user","content":"hi"}],"tools":[]}"#),
+            base
+        );
+    }
+
+    fn assert_loading_a_bad_tokenizer_is_a_load_error(load: JsonLoader) {
+        assert!(matches!(load("{}"), Err(Error::Load(_))));
+    }
+
+    macro_rules! json_backend_tests {
+        ($loader:path) => {
+            #[rstest]
+            #[case::text_only(super::SIMPLE, 14)]
+            #[case::content_blocks_name_and_system(super::BLOCKS_AND_SYSTEM, 45)]
+            #[case::openai_tools_named_choice(super::TOOLS_OPENAI, 123)]
+            #[case::anthropic_tools_system_discount_choice_none(super::TOOLS_ANTHROPIC_SYSTEM, 53)]
+            #[case::completions_prompt(super::COMPLETIONS_PROMPT, 7)]
+            #[case::completions_prompt_list(super::COMPLETIONS_PROMPT_LIST, 4)]
+            #[case::responses_input_items(super::RESPONSES_INPUT, 62)]
+            #[case::embeddings_token_ids(super::EMBEDDINGS_TOKEN_IDS, 5)]
+            #[case::rerank_query_and_documents(super::RERANK, 41)]
+            fn count_request_matches_python_token_counter(
+                #[case] body: &str,
+                #[case] expected: usize,
+            ) {
+                super::assert_count_request_matches_python_token_counter($loader, body, expected);
+            }
+
+            #[rstest]
+            #[case::null_messages_win_over_prompt(
+                r#"{"model":"m","messages":null,"prompt":"ignored"}"#,
+                3
+            )]
+            #[case::model_from_route(r#"{"prompt":"hi"}"#, 1)]
+            #[case::bools_and_ints_use_python_str(r#"{"model":"m","prompt":[true,false,42]}"#, 3)]
+            #[case::null_prompt_counts_zero(r#"{"model":"m","prompt":null}"#, 0)]
+            fn key_presence_follows_python(#[case] body: &str, #[case] expected: usize) {
+                super::assert_key_presence_follows_python($loader, body, expected);
+            }
+
+            #[rstest]
+            #[case::no_countable_input(br#"{"model":"m","instructions":"hi"}"# as &[u8])]
+            #[case::float_prompt(br#"{"model":"m","prompt":1.5}"#)]
+            #[case::float_inside_document(br#"{"model":"m","documents":[{"score":0.5}]}"#)]
+            #[case::image_block(
+                br#"{"model":"m","messages":[{"role":"user","content":[{"type":"image","source":{"type":"base64","media_type":"image/png","data":"AA=="}}]}]}"#
+            )]
+            #[case::tool_result_block(
+                br#"{"model":"m","messages":[{"role":"user","content":[{"type":"tool_result","tool_use_id":"1","content":"ok"}]}]}"#
+            )]
+            #[case::array_without_items(
+                br#"{"model":"m","messages":[],"tools":[{"name":"f","input_schema":{"type":"object","properties":{"x":{"type":"array"}}}}]}"#
+            )]
+            fn shapes_outside_the_mirror_are_declined_at_count(#[case] body: &[u8]) {
+                super::assert_shapes_outside_the_mirror_are_declined_at_count($loader, body);
+            }
+
+            #[test]
+            fn tool_choice_and_system_discount_change_the_count() {
+                super::assert_tool_choice_and_system_discount_change_the_count($loader);
+            }
+
+            #[test]
+            fn encoding_errors_preserve_the_backend_source() {
+                use std::error::Error as _;
+
+                let tokenizer = tokenizers::Tokenizer::new(
+                    tokenizers::models::wordpiece::WordPiece::default(),
+                );
+                let expected = tokenizer.encode_fast("hello", true).unwrap_err();
+                let counter = $loader(&tokenizer.to_string(false).unwrap()).unwrap();
+                let request = CountableRequest::parse(br#"{"prompt":"hello"}"#).unwrap();
+                let error = counter.count_request(&request).unwrap_err();
+                assert!(matches!(error, Error::Encode(_)));
+                assert_eq!(error.source().unwrap().to_string(), expected.to_string());
+            }
+
+            #[test]
+            fn loading_a_bad_tokenizer_is_a_load_error() {
+                super::assert_loading_a_bad_tokenizer_is_a_load_error($loader);
+            }
+        };
+    }
+
+    #[cfg(feature = "fast")]
+    mod fast_json {
+        use super::*;
+
+        json_backend_tests!(TokenCounter::from_json_fast);
+    }
+
+    #[cfg(feature = "huggingface")]
+    mod huggingface_json {
+        use super::*;
+
+        json_backend_tests!(TokenCounter::from_json);
+    }
 }
 
 #[rstest]
@@ -119,203 +254,204 @@ fn shapes_outside_the_mirror_are_declined_at_parse(#[case] body: &[u8]) {
     ));
 }
 
-#[rstest]
-#[case::no_countable_input(br#"{"model":"m","instructions":"hi"}"# as &[u8])]
-#[case::float_prompt(br#"{"model":"m","prompt":1.5}"#)]
-#[case::float_inside_document(br#"{"model":"m","documents":[{"score":0.5}]}"#)]
-#[case::image_block(
-    br#"{"model":"m","messages":[{"role":"user","content":[{"type":"image","source":{"type":"base64","media_type":"image/png","data":"AA=="}}]}]}"#
-)]
-#[case::tool_result_block(
-    br#"{"model":"m","messages":[{"role":"user","content":[{"type":"tool_result","tool_use_id":"1","content":"ok"}]}]}"#
-)]
-#[case::array_without_items(
-    br#"{"model":"m","messages":[],"tools":[{"name":"f","input_schema":{"type":"object","properties":{"x":{"type":"array"}}}}]}"#
-)]
-fn shapes_outside_the_mirror_are_declined_at_count(#[case] body: &[u8]) {
-    let request = CountableRequest::parse(body).expect("shape parses");
+#[cfg(any(feature = "fast", feature = "tiktoken"))]
+mod tiktoken {
+    use super::*;
+    use serde::Deserialize;
+
+    /// A tiktoken encoding: its fixture directory, the vendored rank file Python
+    /// loads, the constructor, and the model `generate.py` counted the requests for.
+    #[derive(Clone, Copy)]
+    struct TiktokenEncoding {
+        fixtures: &'static str,
+        source: TokenizerSource,
+        load: fn(&str) -> Result<TokenCounter, Error>,
+        model: &'static str,
+    }
+
+    #[cfg(feature = "fast")]
+    const CL100K: TiktokenEncoding = TiktokenEncoding {
+        fixtures: "cl100k",
+        source: TokenizerSource::RankFile("9b5ad71b2ce5302211f9c61530b329a4922fc6a4"),
+        load: TokenCounter::from_cl100k_ranks,
+        model: "gpt-4",
+    };
+
+    #[cfg(feature = "fast")]
+    const O200K: TiktokenEncoding = TiktokenEncoding {
+        fixtures: "o200k",
+        source: TokenizerSource::RankFile("fb374d419588a4632f3f557e76b4b70aebbca790"),
+        load: TokenCounter::from_o200k_ranks,
+        model: "gpt-4o",
+    };
+
+    #[cfg(feature = "tiktoken")]
+    const TIKTOKEN_CL100K: TiktokenEncoding = TiktokenEncoding {
+        fixtures: "cl100k",
+        source: TokenizerSource::Name("cl100k_base"),
+        load: TokenCounter::from_tiktoken,
+        model: "gpt-4",
+    };
+
+    #[cfg(feature = "tiktoken")]
+    const TIKTOKEN_O200K: TiktokenEncoding = TiktokenEncoding {
+        fixtures: "o200k",
+        source: TokenizerSource::Name("o200k_base"),
+        load: TokenCounter::from_tiktoken,
+        model: "gpt-4o",
+    };
+
+    #[derive(Clone, Copy)]
+    enum TokenizerSource {
+        #[cfg(feature = "fast")]
+        RankFile(&'static str),
+        #[cfg(feature = "tiktoken")]
+        Name(&'static str),
+    }
+
+    fn tiktoken_counter(encoding: TiktokenEncoding) -> TokenCounter {
+        match encoding.source {
+            #[cfg(feature = "tiktoken")]
+            TokenizerSource::Name(name) => (encoding.load)(name).expect("encoding loads"),
+            #[cfg(feature = "fast")]
+            TokenizerSource::RankFile(file) => {
+                let path = format!(
+                    "{}/../../../litellm/litellm_core_utils/tokenizers/{file}",
+                    env!("CARGO_MANIFEST_DIR"),
+                );
+                let ranks = std::fs::read_to_string(path).expect("rank file is in the repo");
+                (encoding.load)(&ranks).expect("ranks load")
+            }
+        }
+    }
+
+    fn tiktoken_fixture(encoding: TiktokenEncoding, name: &str) -> String {
+        let path = format!(
+            "{}/../token-counter-fast/tests/fixtures/{}/{name}",
+            env!("CARGO_MANIFEST_DIR"),
+            encoding.fixtures
+        );
+        std::fs::read_to_string(&path)
+            .expect("fixture generated by token-counter-fast/tests/fixtures/generate.py")
+    }
+
+    #[derive(Deserialize)]
+    struct TextFixture {
+        text: String,
+        tokens: usize,
+    }
+
+    #[derive(Deserialize)]
+    struct RequestFixture {
+        body: String,
+        input_tokens: usize,
+    }
+
+    /// Reference counts come from `tiktoken.get_encoding(name)`; see
+    /// `token-counter-fast/tests/fixtures/generate.py`.
+    #[rstest]
+    #[cfg_attr(feature = "fast", case::fast_cl100k(CL100K))]
+    #[cfg_attr(feature = "fast", case::fast_o200k(O200K))]
+    #[cfg_attr(feature = "tiktoken", case::tiktoken_cl100k(TIKTOKEN_CL100K))]
+    #[cfg_attr(feature = "tiktoken", case::tiktoken_o200k(TIKTOKEN_O200K))]
+    fn tiktoken_text_counts_match_tiktoken(#[case] encoding: TiktokenEncoding) {
+        let counter = tiktoken_counter(encoding);
+        let fixtures: Vec<TextFixture> = tiktoken_fixture(encoding, "texts.jsonl")
+            .lines()
+            .map(|line| serde_json::from_str(line).expect("fixture line is json"))
+            .collect();
+        assert!(fixtures.len() > 3000);
+        let mismatches: Vec<_> = fixtures
+            .iter()
+            .filter_map(|fixture| {
+                let count = counter.count_text(&fixture.text).expect("text counts");
+                (count != fixture.tokens).then(|| (fixture.text.clone(), fixture.tokens, count))
+            })
+            .collect();
+        assert!(
+            mismatches.is_empty(),
+            "(text, tiktoken, rust): {mismatches:?}"
+        );
+    }
+
+    /// Reference counts come from the proxy's admission counter
+    /// (`_count_input_tokens(body, model)`), so this pins the shared message,
+    /// tool and reply-priming accounting on the tiktoken paths as well.
+    #[rstest]
+    #[cfg_attr(feature = "fast", case::fast_cl100k(CL100K))]
+    #[cfg_attr(feature = "fast", case::fast_o200k(O200K))]
+    #[cfg_attr(feature = "tiktoken", case::tiktoken_cl100k(TIKTOKEN_CL100K))]
+    #[cfg_attr(feature = "tiktoken", case::tiktoken_o200k(TIKTOKEN_O200K))]
+    fn tiktoken_request_counts_match_python_admission_counter(#[case] encoding: TiktokenEncoding) {
+        let counter = tiktoken_counter(encoding);
+        let fixtures: Vec<RequestFixture> = tiktoken_fixture(encoding, "requests.jsonl")
+            .lines()
+            .map(|line| serde_json::from_str(line).expect("fixture line is json"))
+            .collect();
+        let counts: Vec<usize> = fixtures
+            .iter()
+            .map(|fixture| {
+                let request =
+                    CountableRequest::parse(fixture.body.as_bytes()).expect("fixture parses");
+                let count = counter.count_request(&request).expect("fixture counts");
+                assert_eq!(count.model.as_deref(), Some(encoding.model));
+                assert_eq!(count.input_tokens, fixture.input_tokens, "{}", fixture.body);
+                count.input_tokens
+            })
+            .collect();
+        assert!(counts.last().is_some_and(|tokens| *tokens >= 50_000));
+    }
+
+    #[rstest]
+    #[cfg_attr(feature = "fast", case::fast_cl100k(CL100K))]
+    #[cfg_attr(feature = "fast", case::fast_o200k(O200K))]
+    #[cfg_attr(feature = "tiktoken", case::tiktoken_cl100k(TIKTOKEN_CL100K))]
+    #[cfg_attr(feature = "tiktoken", case::tiktoken_o200k(TIKTOKEN_O200K))]
+    fn tiktoken_shares_the_message_accounting_with_the_anthropic_path(
+        #[case] encoding: TiktokenEncoding,
+    ) {
+        let counter = tiktoken_counter(encoding);
+        let count = |body: &str| {
+            counter
+                .count_request(&CountableRequest::parse(body.as_bytes()).expect("parses"))
+                .expect("counts")
+                .input_tokens
+        };
+        let text = |text: &str| counter.count_text(text).expect("counts");
+        let base = count(r#"{"model":"m","messages":[{"role":"user","content":"hi"}]}"#);
+        assert_eq!(base, 3 + text("user") + text("hi") + 3);
+        assert_eq!(
+            count(r#"{"model":"m","messages":[{"role":"user","name":"al","content":"hi"}]}"#),
+            base + text("al") + 1
+        );
+        assert_eq!(
+            count(
+                r#"{"model":"m","messages":[{"role":"user","content":"hi"}],"tool_choice":"none"}"#
+            ),
+            base + 1
+        );
+    }
+
+    #[cfg(feature = "fast")]
+    #[rstest]
+    #[case::empty("")]
+    #[case::not_base64("!!!! 0")]
+    #[case::missing_rank("YQ==")]
+    #[case::rank_not_a_number("YQ== x")]
+    #[case::single_byte_tokens_missing("YWI= 0")]
+    fn loading_a_bad_rank_file_is_a_load_error(
+        #[case] rank_file: &str,
+        #[values(CL100K, O200K)] encoding: TiktokenEncoding,
+    ) {
+        assert!(matches!((encoding.load)(rank_file), Err(Error::Ranks(_))));
+    }
+}
+
+#[cfg(feature = "tiktoken")]
+#[test]
+fn unsupported_encoding_reaches_the_counter_caller() {
     assert!(matches!(
-        counter().count_request(&request),
-        Err(Error::MissingInput | Error::FloatText | Error::ContentBlock | Error::ArrayItems)
+        TokenCounter::from_tiktoken("unknown-encoding"),
+        Err(Error::UnsupportedTokenizer(name)) if name == "unknown-encoding"
     ));
 }
-
-#[test]
-fn tool_choice_and_system_discount_change_the_count() {
-    let counter = counter();
-    let count = |body: &str| {
-        counter
-            .count_request(&CountableRequest::parse(body.as_bytes()).expect("parses"))
-            .expect("counts")
-            .input_tokens
-    };
-    let base = count(r#"{"model":"m","messages":[{"role":"user","content":"hi"}]}"#);
-    assert_eq!(
-        count(r#"{"model":"m","messages":[{"role":"user","content":"hi"}],"tool_choice":"none"}"#),
-        base + 1
-    );
-    assert_eq!(
-        count(r#"{"model":"m","messages":[{"role":"user","content":"hi"}],"tool_choice":"auto"}"#),
-        base
-    );
-    let with_tools = count(
-        r#"{"model":"m","messages":[{"role":"user","content":"hi"}],"tools":[{"name":"f"}]}"#,
-    );
-    let with_tools_and_system = count(
-        r#"{"model":"m","messages":[{"role":"system","content":"hi"}],"tools":[{"name":"f"}]}"#,
-    );
-    assert_eq!(with_tools - with_tools_and_system, 4);
-    assert_eq!(
-        count(r#"{"model":"m","messages":[{"role":"user","content":"hi"}],"tools":[]}"#),
-        base
-    );
-}
-
-#[test]
-fn loading_a_bad_tokenizer_is_a_load_error() {
-    assert!(matches!(TokenCounter::from_json("{}"), Err(Error::Load(_))));
-}
-
-/// A tiktoken encoding: its fixture directory, the vendored rank file Python
-/// loads, the constructor, and the model `generate.py` counted the requests for.
-#[derive(Clone, Copy)]
-struct TiktokenEncoding {
-    fixtures: &'static str,
-    rank_file: &'static str,
-    load: fn(&str) -> Result<TokenCounter, Error>,
-    model: &'static str,
-}
-
-const CL100K: TiktokenEncoding = TiktokenEncoding {
-    fixtures: "cl100k",
-    rank_file: "9b5ad71b2ce5302211f9c61530b329a4922fc6a4",
-    load: TokenCounter::from_cl100k_ranks,
-    model: "gpt-4",
-};
-
-const O200K: TiktokenEncoding = TiktokenEncoding {
-    fixtures: "o200k",
-    rank_file: "fb374d419588a4632f3f557e76b4b70aebbca790",
-    load: TokenCounter::from_o200k_ranks,
-    model: "gpt-4o",
-};
-
-fn tiktoken_counter(encoding: TiktokenEncoding) -> TokenCounter {
-    let path = format!(
-        "{}/../../../litellm/litellm_core_utils/tokenizers/{}",
-        env!("CARGO_MANIFEST_DIR"),
-        encoding.rank_file
-    );
-    let ranks = std::fs::read_to_string(&path).expect("rank file is in the repo");
-    (encoding.load)(&ranks).expect("ranks load")
-}
-
-fn tiktoken_fixture(encoding: TiktokenEncoding, name: &str) -> String {
-    let path = format!(
-        "{}/tests/fixtures/{}/{name}",
-        env!("CARGO_MANIFEST_DIR"),
-        encoding.fixtures
-    );
-    std::fs::read_to_string(&path).expect("fixture generated by tests/fixtures/generate.py")
-}
-
-#[derive(Deserialize)]
-struct TextFixture {
-    text: String,
-    tokens: usize,
-}
-
-#[derive(Deserialize)]
-struct RequestFixture {
-    body: String,
-    input_tokens: usize,
-}
-
-/// Reference counts come from `tiktoken.get_encoding(name)`; see
-/// `tests/fixtures/generate.py`.
-#[rstest]
-#[case::cl100k(CL100K)]
-#[case::o200k(O200K)]
-fn tiktoken_text_counts_match_tiktoken(#[case] encoding: TiktokenEncoding) {
-    let counter = tiktoken_counter(encoding);
-    let fixtures: Vec<TextFixture> = tiktoken_fixture(encoding, "texts.jsonl")
-        .lines()
-        .map(|line| serde_json::from_str(line).expect("fixture line is json"))
-        .collect();
-    assert!(fixtures.len() > 3000);
-    let mismatches: Vec<_> = fixtures
-        .iter()
-        .filter_map(|fixture| {
-            let count = counter.count_text(&fixture.text).expect("text counts");
-            (count != fixture.tokens).then(|| (fixture.text.clone(), fixture.tokens, count))
-        })
-        .collect();
-    assert!(
-        mismatches.is_empty(),
-        "(text, tiktoken, rust): {mismatches:?}"
-    );
-}
-
-/// Reference counts come from the proxy's admission counter
-/// (`_count_input_tokens(body, model)`), so this pins the shared message,
-/// tool and reply-priming accounting on the tiktoken paths as well.
-#[rstest]
-#[case::cl100k(CL100K)]
-#[case::o200k(O200K)]
-fn tiktoken_request_counts_match_python_admission_counter(#[case] encoding: TiktokenEncoding) {
-    let counter = tiktoken_counter(encoding);
-    let fixtures: Vec<RequestFixture> = tiktoken_fixture(encoding, "requests.jsonl")
-        .lines()
-        .map(|line| serde_json::from_str(line).expect("fixture line is json"))
-        .collect();
-    let counts: Vec<usize> = fixtures
-        .iter()
-        .map(|fixture| {
-            let request = CountableRequest::parse(fixture.body.as_bytes()).expect("fixture parses");
-            let count = counter.count_request(&request).expect("fixture counts");
-            assert_eq!(count.model.as_deref(), Some(encoding.model));
-            assert_eq!(count.input_tokens, fixture.input_tokens, "{}", fixture.body);
-            count.input_tokens
-        })
-        .collect();
-    assert!(counts.last().is_some_and(|tokens| *tokens >= 50_000));
-}
-
-#[rstest]
-#[case::cl100k(CL100K)]
-#[case::o200k(O200K)]
-fn tiktoken_shares_the_message_accounting_with_the_anthropic_path(
-    #[case] encoding: TiktokenEncoding,
-) {
-    let counter = tiktoken_counter(encoding);
-    let count = |body: &str| {
-        counter
-            .count_request(&CountableRequest::parse(body.as_bytes()).expect("parses"))
-            .expect("counts")
-            .input_tokens
-    };
-    let text = |text: &str| counter.count_text(text).expect("counts");
-    let base = count(r#"{"model":"m","messages":[{"role":"user","content":"hi"}]}"#);
-    assert_eq!(base, 3 + text("user") + text("hi") + 3);
-    assert_eq!(
-        count(r#"{"model":"m","messages":[{"role":"user","name":"al","content":"hi"}]}"#),
-        base + text("al") + 1
-    );
-    assert_eq!(
-        count(r#"{"model":"m","messages":[{"role":"user","content":"hi"}],"tool_choice":"none"}"#),
-        base + 1
-    );
-}
-
-#[rstest]
-#[case::empty("")]
-#[case::not_base64("!!!! 0")]
-#[case::missing_rank("YQ==")]
-#[case::rank_not_a_number("YQ== x")]
-#[case::single_byte_tokens_missing("YWI= 0")]
-fn loading_a_bad_rank_file_is_a_load_error(
-    #[case] rank_file: &str,
-    #[values(CL100K, O200K)] encoding: TiktokenEncoding,
-) {
-    assert!(matches!((encoding.load)(rank_file), Err(Error::Ranks(_))));
-}
diff --git a/litellm/__init__.py b/litellm/__init__.py
index d2bbc107205..d202bd41cfe 100644
--- a/litellm/__init__.py
+++ b/litellm/__init__.py
@@ -240,7 +240,6 @@ email: Optional[str] = (
 token: Optional[str] = (
     None  # Not used anymore, will be removed in next MAJOR release - https://github.com/BerriAI/litellm/discussions/648
 )
-telemetry = True
 max_tokens: int = DEFAULT_MAX_TOKENS  # OpenAI Defaults
 drop_params = drop_params_env_flag(os.environ, verbose_logger)
 modify_params = bool(os.getenv("LITELLM_MODIFY_PARAMS", False))
@@ -401,6 +400,7 @@ default_redis_batch_cache_expiry: Optional[float] = None
 model_alias_map: Dict[str, str] = {}
 model_group_settings: Optional["ModelGroupSettings"] = None
 max_budget: float = 0.0  # set the max budget across all providers
+budget_exceeded_status_code: int = 422  # set to 429 to restore the pre-422 budget_exceeded response code
 budget_duration: Optional[str] = (
     None  # proxy only - resets budget after fixed duration. You can set duration as seconds ("30s"), minutes ("30m"), hours ("30h"), days ("30d").
 )
diff --git a/litellm/_logging.py b/litellm/_logging.py
index 5ba0c080364..644a79d8cbd 100644
--- a/litellm/_logging.py
+++ b/litellm/_logging.py
@@ -5,6 +5,7 @@ import logging
 import os
 import re
 import sys
+from collections.abc import Sequence
 from datetime import datetime
 from logging import Formatter
 from typing import Any, Final, TextIO
@@ -186,7 +187,8 @@ class SecretRedactionFilter(logging.Filter):
             record.stack_info = _redact_string(record.stack_info)  # rebind-ok: a Filter scrubs records in place
 
         # Redact extra fields passed via logger.debug("msg", extra={...})
-        for key, value in list(record.__dict__.items()):
+        record_items: Final[Sequence[tuple[str, object]]] = list(record.__dict__.items())
+        for key, value in record_items:
             if key in _STANDARD_RECORD_ATTRS:
                 continue
             if isinstance(value, str):
@@ -507,7 +509,7 @@ handler.addFilter(_secret_filter)
 handler.addFilter(_correlation_filter)
 
 
-def _try_parse_json_message(message: str) -> dict[str, Any] | None:
+def _try_parse_json_message(message: str) -> dict[str, object] | None:
     """
     Try to parse a log message as JSON. Returns parsed dict if valid, else None.
     Handles messages that are entirely valid JSON (e.g. json.dumps output).
@@ -585,7 +587,7 @@ class JsonFormatter(Formatter):
 
     def format(self, record):
         message_str: Final = record.getMessage()
-        json_record: Final[dict[str, Any]] = {
+        json_record: Final[dict[str, object]] = {
             "message": message_str,
             "level": record.levelname,
             "timestamp": self.formatTime(record),
diff --git a/litellm/a2a_protocol/providers/bedrock_agentcore/handler.py b/litellm/a2a_protocol/providers/bedrock_agentcore/handler.py
index 306a8871b12..da5eb522187 100644
--- a/litellm/a2a_protocol/providers/bedrock_agentcore/handler.py
+++ b/litellm/a2a_protocol/providers/bedrock_agentcore/handler.py
@@ -98,7 +98,7 @@ class BedrockAgentCoreA2AHandler:
             request_id=request_id,
             params=params,
             litellm_params=litellm_params,
-            method="message/send",
+            method="message/stream",
             stream=True,
             agent_extra_headers=agent_extra_headers,
         )
diff --git a/litellm/a2a_protocol/providers/bedrock_agentcore/transformation.py b/litellm/a2a_protocol/providers/bedrock_agentcore/transformation.py
index 9fa9db48af8..c486f1f6d95 100644
--- a/litellm/a2a_protocol/providers/bedrock_agentcore/transformation.py
+++ b/litellm/a2a_protocol/providers/bedrock_agentcore/transformation.py
@@ -85,7 +85,7 @@ def _filter_reserved_headers(
 
 
 def _request_scoped_runtime_session_id(
-    params: Mapping[str, Any],
+    params: Mapping[str, object],
     litellm_params: Mapping[str, Any],
 ) -> str | None:
     context_id: Final = get_session_id_from_a2a_params(params)
diff --git a/litellm/a2a_protocol/providers/watsonx_orchestrate/config.py b/litellm/a2a_protocol/providers/watsonx_orchestrate/config.py
index ca84d3e07b4..44873edf271 100644
--- a/litellm/a2a_protocol/providers/watsonx_orchestrate/config.py
+++ b/litellm/a2a_protocol/providers/watsonx_orchestrate/config.py
@@ -20,7 +20,7 @@ class WatsonxOrchestrateA2AConfig(BaseA2AProviderConfig):
         params: dict[str, Any],
         api_base: str | None = None,
         **kwargs: Any,
-    ) -> dict[str, Any]:
+    ) -> dict[str, object]:
         """Handle a non-streaming A2A request via WXO runs API."""
         litellm_params: Final = kwargs.get("litellm_params")
         if not litellm_params:
@@ -40,7 +40,7 @@ class WatsonxOrchestrateA2AConfig(BaseA2AProviderConfig):
         params: dict[str, Any],
         api_base: str | None = None,
         **kwargs: Any,
-    ) -> AsyncIterator[dict[str, Any]]:
+    ) -> AsyncIterator[dict[str, object]]:
         """Handle a streaming A2A request via WXO streaming runs API."""
         litellm_params: Final = kwargs.get("litellm_params")
         if not litellm_params:
diff --git a/litellm/a2a_protocol/streaming_iterator.py b/litellm/a2a_protocol/streaming_iterator.py
index d936caeb75e..8232d7cf2d8 100644
--- a/litellm/a2a_protocol/streaming_iterator.py
+++ b/litellm/a2a_protocol/streaming_iterator.py
@@ -5,7 +5,7 @@ A2A Streaming Iterator with token tracking and logging support.
 import asyncio
 from collections.abc import AsyncIterator
 from datetime import datetime
-from typing import TYPE_CHECKING, Any, Final
+from typing import TYPE_CHECKING, Final
 
 import litellm
 from litellm._logging import verbose_logger
@@ -15,7 +15,7 @@ from litellm.litellm_core_utils.asyncify import asyncify
 from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
 
 if TYPE_CHECKING:
-    from a2a.types import SendStreamingMessageRequest, SendStreamingMessageResponse
+    from a2a.compat.v0_3.types import SendStreamingMessageRequest, SendStreamingMessageResponse
 
 
 class A2AStreamingIterator:
@@ -39,9 +39,9 @@ class A2AStreamingIterator:
         self.start_time = datetime.now()
 
         # Collect chunks for token counting
-        self.chunks: list[Any] = []
+        self.chunks: list[SendStreamingMessageResponse] = []
         self.collected_text_parts: list[str] = []
-        self.final_chunk: Any | None = None
+        self.final_chunk: SendStreamingMessageResponse | None = None
 
     def __aiter__(self):
         return self
@@ -69,7 +69,7 @@ class A2AStreamingIterator:
             await self._handle_stream_complete()
             raise
 
-    def _collect_text_from_chunk(self, chunk: Any) -> None:
+    def _collect_text_from_chunk(self, chunk: "SendStreamingMessageResponse") -> None:
         """Extract text from a streaming chunk and add to collected parts."""
         try:
             chunk_dict: Final = chunk.model_dump(mode="json", exclude_none=True) if hasattr(chunk, "model_dump") else {}
@@ -79,7 +79,7 @@ class A2AStreamingIterator:
         except Exception:
             verbose_logger.debug("Failed to extract text from A2A streaming chunk")
 
-    def _is_completed_chunk(self, chunk: Any) -> bool:
+    def _is_completed_chunk(self, chunk: "SendStreamingMessageResponse") -> bool:
         """Check if chunk indicates stream completion."""
         try:
             chunk_dict: Final = chunk.model_dump(mode="json", exclude_none=True) if hasattr(chunk, "model_dump") else {}
diff --git a/litellm/a2a_protocol/utils.py b/litellm/a2a_protocol/utils.py
index 47f561068cd..7400844bf28 100644
--- a/litellm/a2a_protocol/utils.py
+++ b/litellm/a2a_protocol/utils.py
@@ -17,7 +17,7 @@ class A2ARequestUtils:
     """Utility class for A2A request/response processing."""
 
     @staticmethod
-    def extract_text_from_message(message: Any) -> str:
+    def extract_text_from_message(message: object) -> str:
         """
         Extract text content from A2A message parts.
 
@@ -142,7 +142,7 @@ class A2ARequestUtils:
         return prompt_tokens, completion_tokens, total_tokens
 
 
-def get_session_id_from_a2a_params(params: Mapping[str, Any]) -> str | None:
+def get_session_id_from_a2a_params(params: Mapping[str, object]) -> str | None:
     message: Final = params.get("message", {})
     if isinstance(message, dict):
         return message.get("contextId")
@@ -166,7 +166,7 @@ def scope_session_to_principal(session_id: str, principal: str | None) -> str:
 
 
 # Backwards compatibility aliases
-def extract_text_from_a2a_message(message: Any) -> str:
+def extract_text_from_a2a_message(message: object) -> str:
     return A2ARequestUtils.extract_text_from_message(message)
 
 
diff --git a/litellm/anthropic_interface/readme.md b/litellm/anthropic_interface/readme.md
index 01c5f1b7c31..a864e2572e6 100644
--- a/litellm/anthropic_interface/readme.md
+++ b/litellm/anthropic_interface/readme.md
@@ -86,7 +86,7 @@ import anthropic
 # point anthropic sdk to litellm proxy 
 client = anthropic.Anthropic(
     base_url="http://0.0.0.0:4000",
-    api_key="sk-1234",
+    api_key="<your-master-key>",
 )
 
 response = client.messages.create(
diff --git a/litellm/containers/README.md b/litellm/containers/README.md
index 2b9fb5dec66..b54f96b1132 100644
--- a/litellm/containers/README.md
+++ b/litellm/containers/README.md
@@ -183,14 +183,14 @@ def get_provider_container_config(
 ```bash
 # Create container via Azure
 curl -X POST "http://localhost:4000/v1/containers" \
-    -H "Authorization: Bearer sk-1234" \
+    -H "Authorization: Bearer <your-master-key>" \
     -H "custom-llm-provider: azure" \
     -H "Content-Type: application/json" \
     -d '{"name": "My Azure Container"}'
 
 # List container files via Azure
 curl -X GET "http://localhost:4000/v1/containers/cntr_123/files" \
-    -H "Authorization: Bearer sk-1234" \
+    -H "Authorization: Bearer <your-master-key>" \
     -H "custom-llm-provider: azure"
 ```
 
@@ -219,12 +219,13 @@ python -m pytest tests/test_litellm/containers/ -v
 Test via proxy:
 
 ```bash
-# Start proxy
+# Start proxy (proxy_config.yaml reads its master key from LITELLM_MASTER_KEY)
+export LITELLM_MASTER_KEY="sk-$(openssl rand -hex 32)"
 cd litellm/proxy && python proxy_cli.py --config proxy_config.yaml --port 4000
 
 # Test endpoints
 curl -X GET "http://localhost:4000/v1/containers/cntr_123/files" \
-    -H "Authorization: Bearer sk-1234"
+    -H "Authorization: Bearer $LITELLM_MASTER_KEY"
 ```
 
 ---
diff --git a/litellm/exceptions.py b/litellm/exceptions.py
index 14cc16452f0..c8de2ab12ed 100644
--- a/litellm/exceptions.py
+++ b/litellm/exceptions.py
@@ -16,6 +16,7 @@ from typing import Any, Final
 import httpx
 import openai
 
+import litellm
 from litellm.types.utils import LiteLLMCommonStrings
 from litellm.types.vector_stores import VectorStoreSearchFailure
 
@@ -1002,7 +1003,7 @@ class BudgetExceededError(Exception):
     ):
         self.current_cost = current_cost
         self.max_budget = max_budget
-        self.status_code = 429
+        self.status_code = litellm.budget_exceeded_status_code
         self.llm_provider = llm_provider or ""
         self.entity_type = entity_type
         self.entity_id = entity_id
diff --git a/litellm/experimental_mcp_client/Readme.md b/litellm/experimental_mcp_client/Readme.md
index 0c7b0aa76b9..3385a37cf69 100644
--- a/litellm/experimental_mcp_client/Readme.md
+++ b/litellm/experimental_mcp_client/Readme.md
@@ -2,6 +2,17 @@
 
 LiteLLM MCP Client allows you to use MCP tools with LiteLLM
 
+Install the optional dependencies with `pip install 'litellm[mcp]'`, then use the existing public imports:
+
+```python
+from litellm.experimental_mcp_client import call_openai_tool, load_mcp_tools
+from litellm.experimental_mcp_client.client import MCPClient
+
+client = MCPClient(server_url="https://mcp.example.com/mcp")
+```
+
+Core `import litellm` works without the MCP extra. Importing the experimental MCP client without its MCP or HTTPX2 dependency raises an error with this installation command
+
 ## MCP Python SDK compatibility
 
 The `mcp` and `proxy` extras require MCP Python SDK 2.2 or newer within the 2.x release line. Installing core LiteLLM without these extras does not require MCP
@@ -15,3 +26,15 @@ Upgrade SDK1-dependent libraries before installing them alongside `litellm[mcp]`
 The shared unit-test workflow runs the MCP integration suite once, with SDK2 in the gateway environment and an isolated SDK1 peer. Keep the SDK1 list/call compatibility test while SDK1 clients are supported; remove it when that support is explicitly retired and the client migration is documented
 
 See the official [SDK migration guide](https://py.sdk.modelcontextprotocol.io/migration/) for Python API changes
+
+## Custom HTTP clients and authentication
+
+MCP HTTP and SSE transports now use `httpx2`. Custom authentication passed through `aws_auth` or `resolved_auth` must implement `httpx2.Auth`. Integrations that override the client's HTTP client factory or customize its event hooks must use `httpx2.AsyncClient`, request, response, timeout and transport types
+
+HTTPX1 clients, auth objects and hooks are not adapted by a compatibility shim. Migrate those integrations to HTTPX2 before upgrading. Ordinary `MCPClient` construction and LiteLLM's existing helper imports remain supported; this does not restore SDK1 Python imports or camelCase SDK model attributes in the shared Python environment
+
+## HTTP redirects
+
+For streamable HTTP POST requests, the MCP SDK follows method-preserving redirects such as HTTP 307/308 within the configured endpoint's origin. Redirects to another path on the same scheme, host and port work. The SDK also permits an HTTP-to-HTTPS upgrade on the same host using the default ports
+
+Redirects to a different origin are rejected before the destination receives a request or credentials. Configure the final MCP endpoint URL directly if the server redirects to a different host or port. Setting the HTTP client's `follow_redirects` option does not override the SDK's policy
diff --git a/litellm/experimental_mcp_client/__init__.py b/litellm/experimental_mcp_client/__init__.py
index 5399968ff74..7a3917a50ea 100644
--- a/litellm/experimental_mcp_client/__init__.py
+++ b/litellm/experimental_mcp_client/__init__.py
@@ -1,3 +1,8 @@
-from .tools import call_openai_tool, load_mcp_tools
+try:
+    from .tools import call_openai_tool, load_mcp_tools
+except ModuleNotFoundError as exc:
+    if exc.name not in ("mcp", "httpx2"):
+        raise
+    raise ImportError("MCP client dependencies are missing. Install them with: pip install 'litellm[mcp]'") from exc
 
 __all__ = ["call_openai_tool", "load_mcp_tools"]
diff --git a/litellm/google_genai/adapters/transformation.py b/litellm/google_genai/adapters/transformation.py
index 6a698bb6018..10340eb7acf 100644
--- a/litellm/google_genai/adapters/transformation.py
+++ b/litellm/google_genai/adapters/transformation.py
@@ -1,12 +1,17 @@
 import json
 from collections.abc import AsyncIterator, Callable, Iterator, Mapping, Sequence
 from types import MappingProxyType
-from typing import Any, Final, TypeAlias, cast
+from typing import Any, Final, TypeAlias, TypeVar, cast
 
+from pydantic import JsonValue, TypeAdapter, ValidationError
 from typing_extensions import ReadOnly, TypedDict
 
 from litellm import verbose_logger
-from litellm.litellm_core_utils.json_validation_rule import normalize_tool_schema
+from litellm.exceptions import BadRequestError
+from litellm.litellm_core_utils.get_llm_provider_logic import get_llm_provider
+from litellm.litellm_core_utils.get_supported_openai_params import get_supported_openai_params
+from litellm.litellm_core_utils.json_validation_rule import normalize_json_schema_types, normalize_tool_schema
+from litellm.litellm_core_utils.prompt_templates.common_utils import filter_value_from_dict
 from litellm.types.llms.openai import (
     AllMessageValues,
     ChatCompletionAssistantMessage,
@@ -75,6 +80,7 @@ class _GenAIContentPart(TypedDict, total=False):
 class _GenAIFunctionDeclaration(TypedDict, total=False):
     name: ReadOnly[str]
     description: ReadOnly[str]
+    parameters: ReadOnly[object]
     parametersJsonSchema: ReadOnly[object]
 
 
@@ -95,6 +101,48 @@ class _GenAISystemInstruction(TypedDict, total=False):
 
 
 _EMPTY_STR_MAPPING: Final[Mapping[str, str]] = MappingProxyType({})
+_RESPONSE_MIME_TYPE_KEYS: Final = ("responseMimeType", "response_mime_type")
+_RESPONSE_SCHEMA_KEYS: Final = ("responseJsonSchema", "response_json_schema", "responseSchema", "response_schema")
+_TOOL_PARAMETERS_KEYS: Final = ("parametersJsonSchema", "parameters")
+_JSON_MIME_TYPE: Final = "application/json"
+_GEMINI_ONLY_SCHEMA_KEYS: Final = frozenset({"propertyOrdering", "property_ordering"})
+_CONFIG_FIELDS: Final = TypeAdapter(Mapping[str, object])
+_JSON_OBJECT_SCHEMA: Final = TypeAdapter(dict[str, JsonValue])
+_Validated: Final = TypeVar("_Validated")
+
+
+def _first_present(config: Mapping[str, object], keys: Sequence[str]) -> object | None:
+    return next((config[key] for key in keys if config.get(key) is not None), None)
+
+
+def _validated(adapter: TypeAdapter[_Validated], value: object) -> _Validated | None:
+    try:
+        return adapter.validate_python(value)
+    except ValidationError:
+        return None
+
+
+def _translate_response_format(config: object) -> Mapping[str, object] | None:
+    fields: Final = _validated(_CONFIG_FIELDS, config)
+    if fields is None or _first_present(fields, _RESPONSE_MIME_TYPE_KEYS) not in (None, _JSON_MIME_TYPE):
+        return None
+    schema: Final = _validated(
+        _JSON_OBJECT_SCHEMA, normalize_json_schema_types(_first_present(fields, _RESPONSE_SCHEMA_KEYS))
+    )
+    if schema is None or schema.get("type") != "object":
+        return None
+    for key in _GEMINI_ONLY_SCHEMA_KEYS:
+        filter_value_from_dict(schema, key)
+    return {"type": "json_schema", "json_schema": {"name": "response", "schema": schema}}
+
+
+def _deployment_supports_response_format(model: str, custom_llm_provider: str | None) -> bool:
+    try:
+        provider_model, provider, _, _ = get_llm_provider(model=model, custom_llm_provider=custom_llm_provider)
+    except BadRequestError:
+        return True
+    supported_params: Final = get_supported_openai_params(model=provider_model, custom_llm_provider=provider)
+    return supported_params is None or "response_format" in supported_params
 
 
 class GoogleGenAIStreamWrapper(AdapterCompletionStreamWrapper):
@@ -314,6 +362,11 @@ class GoogleGenAIAdapter:
                 pass
             if "stopSequences" in config:
                 completion_request["stop"] = config["stopSequences"]
+        response_format: Final = _translate_response_format(config)
+        if response_format is not None and _deployment_supports_response_format(
+            model, litellm_params.custom_llm_provider if litellm_params else None
+        ):
+            completion_request["response_format"] = response_format
 
         # Handle tools transformation
         if tools:
@@ -390,8 +443,9 @@ class GoogleGenAIAdapter:
 
                     if "description" in func_decl:
                         function_chunk["description"] = func_decl["description"]
-                    if "parametersJsonSchema" in func_decl:
-                        function_chunk["parameters"] = func_decl["parametersJsonSchema"]
+                    parameters = _validated(_JSON_OBJECT_SCHEMA, _first_present(func_decl, _TOOL_PARAMETERS_KEYS))
+                    if parameters is not None:
+                        function_chunk["parameters"] = parameters
 
                     openai_tool: _JsonDict = {"type": "function", "function": function_chunk}
                     openai_tools.append(openai_tool)
@@ -582,14 +636,6 @@ class GoogleGenAIAdapter:
             ),
         }
 
-        # Add text field for convenience (common in Google GenAI responses)
-        text_content = ""
-        for part in parts:
-            if isinstance(part, dict) and "text" in part:
-                text_content += part["text"]
-        if text_content:
-            generate_content_response["text"] = text_content
-
         return generate_content_response
 
     def translate_streaming_completion_to_generate_content(
@@ -656,14 +702,6 @@ class GoogleGenAIAdapter:
             )
             streaming_chunk["usageMetadata"] = usage_metadata
 
-        # Add text field for convenience (common in Google GenAI responses)
-        text_content = ""
-        for part in parts:
-            if isinstance(part, dict) and "text" in part:
-                text_content += part["text"]
-        if text_content:
-            streaming_chunk["text"] = text_content
-
         return streaming_chunk
 
     def _transform_openai_message_to_google_genai_parts(
diff --git a/litellm/integrations/bitbucket/README.md b/litellm/integrations/bitbucket/README.md
index 473beeea9e0..4c072755ac5 100644
--- a/litellm/integrations/bitbucket/README.md
+++ b/litellm/integrations/bitbucket/README.md
@@ -148,7 +148,7 @@ litellm --config config.yaml --detailed_debug
 ```bash
 curl -L -X POST 'http://0.0.0.0:4000/v1/chat/completions' \
 -H 'Content-Type: application/json' \
--H 'Authorization: Bearer sk-1234' \
+-H 'Authorization: Bearer <your-master-key>' \
 -d '{
     "model": "my-bitbucket-model",
     "messages": [{"role": "user", "content": "IGNORED"}],
diff --git a/litellm/integrations/callback_configs.json b/litellm/integrations/callback_configs.json
index 6806188c97c..5bd8aca55fa 100644
--- a/litellm/integrations/callback_configs.json
+++ b/litellm/integrations/callback_configs.json
@@ -259,6 +259,13 @@
         "ui_name": "Tracing Environment",
         "description": "Langfuse tracing environment (lowercase; falls back to LANGFUSE_TRACING_ENVIRONMENT)",
         "required": false
+      },
+      "langfuse_span_scope": {
+        "type": "select",
+        "ui_name": "Span Scope",
+        "description": "full sends the whole request trace, llm_only sends just the model-call spans",
+        "options": ["full", "llm_only"],
+        "required": false
       }
     },
     "description": "Langfuse v3 OTEL Logging Integration"
diff --git a/litellm/integrations/focus/focus_logger.py b/litellm/integrations/focus/focus_logger.py
index c9b47835948..dce51b8190b 100644
--- a/litellm/integrations/focus/focus_logger.py
+++ b/litellm/integrations/focus/focus_logger.py
@@ -15,6 +15,8 @@ from .destinations import FocusTimeWindow
 if TYPE_CHECKING:
     from apscheduler.schedulers.asyncio import AsyncIOScheduler
 
+    from litellm.proxy.db.db_transaction_queue.pod_lock_manager import PodLockManager
+
     from .export_engine import FocusExportEngine
 else:
     AsyncIOScheduler = Any
@@ -111,7 +113,7 @@ class FocusLogger(CustomLogger):
         """Entry point for scheduler jobs to run export cycle with locking."""
         from litellm.proxy.proxy_server import proxy_logging_obj
 
-        pod_lock_manager = None
+        pod_lock_manager: PodLockManager | None = None
         if proxy_logging_obj is not None:
             writer: Final = getattr(proxy_logging_obj, "db_spend_update_writer", None)
             if writer is not None:
diff --git a/litellm/integrations/generic_prompt_management/generic_prompt_manager.py b/litellm/integrations/generic_prompt_management/generic_prompt_manager.py
index 77d315d0cee..de01b2bb02c 100644
--- a/litellm/integrations/generic_prompt_management/generic_prompt_manager.py
+++ b/litellm/integrations/generic_prompt_management/generic_prompt_manager.py
@@ -58,7 +58,7 @@ class GenericPromptManager(CustomPromptManagement):
         api_key: str | None = None,
         timeout: int = 30,
         prompt_id: str | None = None,
-        additional_provider_specific_query_params: dict[str, Any] | None = None,
+        additional_provider_specific_query_params: Mapping[str, object] | None = None,
         **kwargs,
     ):
         """
diff --git a/litellm/integrations/gitlab/README.md b/litellm/integrations/gitlab/README.md
index 14fb62905c8..60bfa46a823 100644
--- a/litellm/integrations/gitlab/README.md
+++ b/litellm/integrations/gitlab/README.md
@@ -148,7 +148,7 @@ litellm --config config.yaml --detailed_debug
 ```bash
 curl -L -X POST 'http://0.0.0.0:4000/v1/chat/completions' \
 -H 'Content-Type: application/json' \
--H 'Authorization: Bearer sk-1234' \
+-H 'Authorization: Bearer <your-master-key>' \
 -d '{
     "model": "my-gitlab-model",
     "messages": [{"role": "user", "content": "IGNORED"}],
diff --git a/litellm/integrations/gitlab/gitlab_prompt_manager.py b/litellm/integrations/gitlab/gitlab_prompt_manager.py
index d4602176650..817d280074f 100644
--- a/litellm/integrations/gitlab/gitlab_prompt_manager.py
+++ b/litellm/integrations/gitlab/gitlab_prompt_manager.py
@@ -200,8 +200,8 @@ class GitLabTemplateManager:
             metadata=metadata,
         )
 
-    def _parse_yaml_basic(self, yaml_str: str) -> dict[str, Any]:
-        result: Final[dict[str, Any]] = {}
+    def _parse_yaml_basic(self, yaml_str: str) -> dict[str, bool | int | float | str]:
+        result: Final[dict[str, bool | int | float | str]] = {}
         for line in yaml_str.split("\n"):
             line = line.strip()
             if ":" in line and not line.startswith("#"):
diff --git a/litellm/integrations/mavvrik_focus/mavvrik_focus_logger.py b/litellm/integrations/mavvrik_focus/mavvrik_focus_logger.py
index 3c189b4d53e..7e3c4cc3ce8 100644
--- a/litellm/integrations/mavvrik_focus/mavvrik_focus_logger.py
+++ b/litellm/integrations/mavvrik_focus/mavvrik_focus_logger.py
@@ -21,7 +21,7 @@ from __future__ import annotations
 
 import os
 from datetime import datetime, timedelta, timezone
-from typing import TYPE_CHECKING, Any, Final
+from typing import TYPE_CHECKING, Any, Final, Protocol
 
 import litellm
 from litellm._logging import verbose_proxy_logger
@@ -35,6 +35,17 @@ else:
     AsyncIOScheduler = Any
 
 
+class _PodLockManager(Protocol):
+    """The subset of PodLockManager this logger drives to serialize the export across pods."""
+
+    @property
+    def redis_cache(self) -> object: ...
+
+    async def acquire_lock(self, cronjob_id: str) -> bool | None: ...
+
+    async def release_lock(self, cronjob_id: str) -> None: ...
+
+
 def _parse_metrics_marker(
     marker: object | None,
 ) -> datetime | None:
@@ -226,9 +237,9 @@ class MavvrikFocusLogger(FocusLogger):
         """Scheduler entry point — uses Mavvrik-specific pod-lock key."""
         from litellm.proxy.proxy_server import proxy_logging_obj  # noqa: PLC0415
 
-        pod_lock_manager = None
+        pod_lock_manager: _PodLockManager | None = None
         if proxy_logging_obj is not None:
-            writer: Final = getattr(proxy_logging_obj, "db_spend_update_writer", None)
+            writer: Final[object] = getattr(proxy_logging_obj, "db_spend_update_writer", None)
             if writer is not None:
                 pod_lock_manager = getattr(writer, "pod_lock_manager", None)
 
diff --git a/litellm/integrations/otel/model/config.py b/litellm/integrations/otel/model/config.py
index 5bda66ed618..5447a8ee80a 100644
--- a/litellm/integrations/otel/model/config.py
+++ b/litellm/integrations/otel/model/config.py
@@ -12,6 +12,7 @@ from litellm.integrations.otel.model.baggage import (
     DEFAULT_BAGGAGE_METADATA_KEYS,
     DEFAULT_BAGGAGE_TEAM_METADATA_KEYS,
 )
+from litellm.types.utils import OtelSpanScope
 
 #: Master feature-flag env var. The logger is inert until this is truthy.
 OTEL_V2_ENV: Final = "LITELLM_OTEL_V2"
@@ -163,6 +164,15 @@ class OpenTelemetryV2Config(BaseSettings):
         validation_alias=AliasChoices("OTEL_INSTRUMENTATION_GENAI_CAPTURE_MESSAGE_CONTENT"),
     )
     legacy_compat: bool = Field(default=True, validation_alias=AliasChoices("LITELLM_OTEL_LEGACY_COMPAT"))
+    langfuse_span_scope: OtelSpanScope = Field(
+        default="full",
+        validation_alias=AliasChoices("langfuse_span_scope", "LITELLM_OTEL_LANGFUSE_SPAN_SCOPE"),
+        description=(
+            "``llm_only`` keeps just the model-call spans on the operator's own Langfuse "
+            "exporter (the spec whose owner is ``langfuse_otel``). Other exporters and "
+            "key/team destinations are not affected."
+        ),
+    )
 
     # ----- explicit multi-destination / vocabulary configuration ------------ #
 
@@ -245,6 +255,13 @@ class OpenTelemetryV2Config(BaseSettings):
             return value.lower()
         return value
 
+    @field_validator("langfuse_span_scope", mode="before")
+    @classmethod
+    def _normalize_langfuse_span_scope(cls, value: object) -> object:
+        if isinstance(value, str):
+            return value.strip().lower()
+        return value
+
     @field_validator(
         "baggage_promoted_keys",
         "baggage_metadata_keys",
diff --git a/litellm/integrations/otel/model/destination.py b/litellm/integrations/otel/model/destination.py
index 299253cac77..c9c035f24a1 100644
--- a/litellm/integrations/otel/model/destination.py
+++ b/litellm/integrations/otel/model/destination.py
@@ -10,6 +10,8 @@ from urllib.parse import quote
 
 from pydantic import BaseModel, ConfigDict, Field
 
+from litellm.types.utils import OtelSpanScope
+
 
 class OtelDestination(BaseModel):
     model_config = ConfigDict(frozen=True)
@@ -25,6 +27,10 @@ class OtelDestination(BaseModel):
             "scheme: Arize's ``https://otlp.arize.com/v1`` is gRPC."
         ),
     )
+    span_scope: OtelSpanScope = Field(
+        default="full",
+        description="``llm_only`` keeps just the model-call spans; the rest of the request tree is not forwarded.",
+    )
 
     def header_string(self) -> str:
         """Render headers as the ``k=v,k2=v2`` form an ``ExporterSpec`` expects.
@@ -37,7 +43,12 @@ class OtelDestination(BaseModel):
         return ",".join(f"{key}={quote(value, safe='')}" for key, value in self.headers.items())
 
     def cache_key(self) -> tuple[str, tuple[tuple[str, str], ...], tuple[tuple[str, str], ...], str | None]:
-        """Identity for processor reuse, so one destination means one exporter."""
+        """Identity for processor reuse, so one destination means one exporter.
+
+        ``span_scope`` is left out on purpose: the scope decides which spans reach the
+        processor, not how the processor exports them, so a full and an ``llm_only``
+        view of the same account share one exporter.
+        """
         return (
             self.endpoint,
             tuple(sorted(self.headers.items())),
diff --git a/litellm/integrations/otel/plumbing/providers.py b/litellm/integrations/otel/plumbing/providers.py
index 81f22c8c642..2c4375ce5f7 100644
--- a/litellm/integrations/otel/plumbing/providers.py
+++ b/litellm/integrations/otel/plumbing/providers.py
@@ -35,13 +35,14 @@ from opentelemetry.sdk.trace.export import (
 from opentelemetry.sdk.trace.export.in_memory_span_exporter import (
     InMemorySpanExporter,
 )
-from opentelemetry.trace import Span, SpanKind, Status, Tracer
+from opentelemetry.trace import Span, SpanContext, SpanKind, Status, Tracer
 from opentelemetry.util.re import parse_env_headers
 from opentelemetry.util.types import Attributes, AttributeValue
 
 from litellm._logging import verbose_logger
 from litellm._version import version as litellm_version
-from litellm.integrations.otel.model.config import ExporterSpec, OpenTelemetryV2Config
+from litellm.integrations.otel.mappers.langfuse import LANGFUSE_TRACE_NAME
+from litellm.integrations.otel.model.config import ExporterOwner, ExporterSpec, OpenTelemetryV2Config
 from litellm.integrations.otel.model.semconv import (
     DB,
     MCP,
@@ -63,6 +64,7 @@ if TYPE_CHECKING:
     from opentelemetry.sdk.metrics.export import MetricReader
 
     from litellm.integrations.otel.model.destination import OtelDestination
+    from litellm.types.utils import OtelSpanScope
 
 _SPAN_KIND_BY_ROLE_KIND: Final[dict[LiteLLMSpanKind, SpanKind]] = {
     LiteLLMSpanKind.SERVER: SpanKind.SERVER,
@@ -379,8 +381,8 @@ _URL_KEYS: Final = frozenset({"http.url", "http.target", "url.full"})
 _URL_QUERY_KEY: Final = "url.query"
 
 
-class _TenantSpanView(ReadableSpan):
-    """A ``ReadableSpan`` view for one destination, leaving the operator's own span alone."""
+class _SpanView(ReadableSpan):
+    """A ``ReadableSpan`` view for one exporter, leaving the span every other exporter sees alone."""
 
     def __init__(
         self,
@@ -389,11 +391,12 @@ class _TenantSpanView(ReadableSpan):
         attributes: Attributes,
         events: Sequence[Event],
         status: Status,
+        parent: SpanContext | None,
     ) -> None:
         super().__init__(
             name=inner.name,
             context=inner.context,
-            parent=inner.parent,
+            parent=parent,
             resource=resource,
             attributes=attributes,
             events=events,
@@ -414,6 +417,39 @@ def _is_tenant_owned_span(attributes: Mapping[str, AttributeValue]) -> bool:
     return any(key in attributes for key in _TENANT_OWNED_KEYS)
 
 
+def is_llm_call_span(span: ReadableSpan) -> bool:
+    """Whether ``span`` is the model call itself.
+
+    The GenAI mapper stamps ``gen_ai.operation.name`` on the model call and on the
+    MCP tool call, so the MCP method name tells the two apart. Guardrail, request
+    root, auth and database spans never carry the operation name; ``gen_ai.request.model``
+    would not do, since baggage promotes it onto every child span.
+    """
+    attributes: Final = span.attributes or _NO_ATTRIBUTES
+    return GenAI.OPERATION_NAME in attributes and MCP.METHOD_NAME not in attributes
+
+
+def _in_scope(span: ReadableSpan, scope: "OtelSpanScope") -> bool:
+    return scope == "full" or is_llm_call_span(span)
+
+
+def _scoped(span: ReadableSpan, scope: "OtelSpanScope") -> ReadableSpan:
+    """Under ``llm_only`` the model call is the only span the exporter gets, so it goes out as the
+    trace's root (its parent is the request span that is held back) and, unless the caller named the
+    trace, its own name doubles as ``langfuse.trace.name`` so Langfuse does not show "Unnamed trace"."""
+    if scope == "full":
+        return span
+    attributes: Final = span.attributes or _NO_ATTRIBUTES
+    named: Final = (
+        attributes
+        if LANGFUSE_TRACE_NAME in attributes
+        else MappingProxyType({**attributes, LANGFUSE_TRACE_NAME: span.name})
+    )
+    if span.parent is None and named is attributes:
+        return span
+    return _SpanView(span, span.resource, named, span.events, span.status, parent=None)
+
+
 def _guardrail_unreachable(attributes: Mapping[str, AttributeValue]) -> bool:
     return attributes.get(LiteLLM.GUARDRAIL_STATUS) in _GUARDRAIL_UNREACHABLE_STATUSES
 
@@ -484,7 +520,7 @@ def _for_destination(span: ReadableSpan, destination: "OtelDestination") -> Read
         return span
     resource: Final = span.resource.merge(Resource(extra)) if extra else span.resource
     status: Final = span.status if owned else Status(span.status.status_code)
-    return _TenantSpanView(span, resource, kept, events, status)
+    return _SpanView(span, resource, kept, events, status, parent=span.parent)
 
 
 class TenantFanOutSpanProcessor(SpanProcessor):
@@ -507,7 +543,7 @@ class TenantFanOutSpanProcessor(SpanProcessor):
         self,
         processor_factory: 'Callable[["OtelDestination"], SpanProcessor | None] | None' = None,
         shutdown_drain_seconds: float = _SHUTDOWN_DRAIN_SECONDS,
-        operator_sinks: frozenset[_SinkKey] = frozenset(),
+        operator_sinks: 'Mapping[_SinkKey, "OtelSpanScope"]' = MappingProxyType({}),
         pending_drains: int = _MAX_PENDING_DRAINS,
         drain_pool: _DrainPool | None = None,
     ) -> None:
@@ -527,29 +563,36 @@ class TenantFanOutSpanProcessor(SpanProcessor):
     def on_end(self, span: ReadableSpan) -> None:
         suppressed: Final = suppressed_backends()
         for destination in request_destinations():
-            if self._operator_already_writes(destination, suppressed):
+            if self._operator_already_writes(span, destination, suppressed) or not _in_scope(
+                span, destination.span_scope
+            ):
                 continue
             processor = self._acquire(destination)  # rebind-ok: loop variable; pyright forbids Final in a loop
             if processor is None:
                 continue
             try:
-                processor.on_end(_for_destination(span, destination))
+                processor.on_end(_scoped(_for_destination(span, destination), destination.span_scope))
             except Exception as exc:  # noqa: BLE001  # one destination's failure must not cost the others their span
                 verbose_logger.debug("OTel V2 fan-out: forwarding to %s failed: %s", destination.endpoint, exc)
             finally:
                 self._release(processor)
 
-    def _operator_already_writes(self, destination: "OtelDestination", suppressed: frozenset[str]) -> bool:
+    def _operator_already_writes(
+        self, span: ReadableSpan, destination: "OtelDestination", suppressed: frozenset[str]
+    ) -> bool:
         """Whether the operator's own exporter is sending this span to the same account.
 
         Only reachable under ``additive``, where nothing is suppressed: a team that
         names the operator's own project would otherwise have every span written
-        there twice, once by the operator's exporter and once by the fan-out.
+        there twice, once by the operator's exporter and once by the fan-out. The
+        operator's exporter may itself be narrowed to the model calls, in which case
+        the rest of the tree is still the fan-out's to deliver.
         """
-        return (
-            destination.callback_name not in suppressed
-            and _sink_key(destination.endpoint, destination.headers) in self._operator_sinks
-        )
+        sink: Final = _sink_key(destination.endpoint, destination.headers)
+        if destination.callback_name in suppressed or sink is None:
+            return False
+        operator_scope: Final = self._operator_sinks.get(sink)
+        return operator_scope is not None and _in_scope(span, operator_scope)
 
     def shutdown(self) -> None:
         """Close every destination processor, once the spans in flight have landed.
@@ -753,19 +796,43 @@ class _OverriddenBackendFilter(SpanProcessor):
 
     Under ``additive`` mode nothing is suppressed, so the wrapper passes every span
     straight through and the operator keeps its copy.
+
+    ``scope`` narrows what the exporter receives independently of that: under
+    ``llm_only`` the model-call spans go through as trace roots and the rest of the
+    tree is held back, unless a destination of the request names ``sink``, the account
+    this exporter writes to, with a wider scope: the fan-out then delivers the rest of
+    the tree there and the model call keeps its place in it.
     """
 
-    def __init__(self, inner: SpanProcessor, owner: str) -> None:
+    def __init__(
+        self,
+        inner: SpanProcessor,
+        owner: str | None,
+        scope: "OtelSpanScope" = "full",
+        sink: _SinkKey | None = None,
+    ) -> None:
         self._inner: Final = inner
         self._owner: Final = owner
+        self._scope: Final = scope
+        self._sink: Final = sink
 
     def on_start(self, span: SDKSpan, parent_context: Context | None = None) -> None:
         self._inner.on_start(span, parent_context)
 
     def on_end(self, span: ReadableSpan) -> None:
-        if self._owner in suppressed_backends():
+        if self._owner in suppressed_backends() or not _in_scope(span, self._scope):
             return
-        self._inner.on_end(span)
+        self._inner.on_end(_scoped(span, self._account_scope()))
+
+    def _account_scope(self) -> "OtelSpanScope":
+        if self._scope == "full" or self._sink is None:
+            return self._scope
+        shared: Final = tuple(
+            destination.span_scope
+            for destination in request_destinations()
+            if _sink_key(destination.endpoint, destination.headers) == self._sink
+        )
+        return _widest((self._scope, *shared))
 
     def shutdown(self) -> None:
         self._inner.shutdown()
@@ -1040,6 +1107,9 @@ def build_tracer_provider(
     tenant is a separate job, done once by :func:`attach_tenant_fan_out`. The
     per-tenant providers this same function builds must leave it off, or they would
     filter out the very spans they exist to carry.
+
+    ``config.langfuse_span_scope`` narrows the exporter owned by ``langfuse_otel``
+    alone; a collector or any other backend in the same config keeps the full tree.
     """
     provider: Final = TracerProvider(resource=build_resource(config))
     if baggage_processor is None:
@@ -1060,9 +1130,13 @@ def build_tracer_provider(
             exp,
             (spec.use_simple_processor if spec.use_simple_processor is not None else use_simple_processor),
         )
-        owner = spec.owner.value if spec.owner is not None else None
+        owner = spec.owner.value if tenant_overrides and spec.owner is not None else None
+        scope = _operator_scope(config, spec)
+        sink = _sink_key(spec.endpoint, parse_headers(spec.headers)) if _exports_to_the_wire(spec) else None
         provider.add_span_processor(
-            _OverriddenBackendFilter(processor, owner) if tenant_overrides and owner is not None else processor
+            _OverriddenBackendFilter(processor, owner, scope, sink)
+            if owner is not None or scope != "full"
+            else processor
         )
     return provider
 
@@ -1084,7 +1158,7 @@ def attach_tenant_fan_out(provider: TracerProvider, *configs: OpenTelemetryV2Con
     with _FAN_OUT_ATTACH_LOCK:
         if any(isinstance(processor, TenantFanOutSpanProcessor) for processor in _attached_processors(provider)):
             return
-        provider.add_span_processor(TenantFanOutSpanProcessor(operator_sinks=operator_sink_keys(*configs)))
+        provider.add_span_processor(TenantFanOutSpanProcessor(operator_sinks=operator_sink_scopes(*configs)))
 
 
 def deliverable_destinations(
@@ -1109,7 +1183,7 @@ def deliverable_destinations(
     return fan_out.deliverable(destinations) if fan_out is not None else ()
 
 
-def operator_sink_keys(*configs: OpenTelemetryV2Config) -> frozenset[_SinkKey]:
+def operator_sink_scopes(*configs: OpenTelemetryV2Config) -> 'Mapping[_SinkKey, "OtelSpanScope"]':
     """The accounts the operator's own exporters write to, in destination terms.
 
     Every v2 logger's config counts, since each logger exports through its own
@@ -1118,12 +1192,21 @@ def operator_sink_keys(*configs: OpenTelemetryV2Config) -> frozenset[_SinkKey]:
     and so is one that never reaches the wire: a console kind ignores the endpoint,
     and a header-gated spec with no credentials is skipped when the provider is built.
     """
-    return frozenset(
-        key
+    scoped: Final[tuple[tuple[_SinkKey, OtelSpanScope], ...]] = tuple(
+        (key, _operator_scope(config, spec))
         for config in configs
         for spec in config.exporters
         if _exports_to_the_wire(spec) and (key := _sink_key(spec.endpoint, parse_headers(spec.headers))) is not None
     )
+    return MappingProxyType({key: _widest(scope for other, scope in scoped if other == key) for key, _ in scoped})
+
+
+def _operator_scope(config: OpenTelemetryV2Config, spec: ExporterSpec) -> "OtelSpanScope":
+    return config.langfuse_span_scope if spec.owner is ExporterOwner.LANGFUSE_OTEL else "full"
+
+
+def _widest(scopes: "Iterable[OtelSpanScope]") -> "OtelSpanScope":
+    return "full" if any(scope == "full" for scope in scopes) else "llm_only"
 
 
 def _exports_to_the_wire(spec: ExporterSpec) -> bool:
diff --git a/litellm/integrations/otel/plumbing/routing.py b/litellm/integrations/otel/plumbing/routing.py
index f78d18d943c..b2d1f50f370 100644
--- a/litellm/integrations/otel/plumbing/routing.py
+++ b/litellm/integrations/otel/plumbing/routing.py
@@ -374,10 +374,8 @@ class TenantTracerCache:
             self._routed_exporter(spec, credential_headers, project_headers, endpoint)
             for spec in self._config.exporters
         ]
-        update: Final = (
-            {"exporters": exporters} if service_name is None else {"exporters": exporters, "service_name": service_name}
-        )
-        return self._config.model_copy(update=update)
+        routed: Final = self._config.model_copy(update={"exporters": exporters, "langfuse_span_scope": "full"})
+        return routed if service_name is None else routed.model_copy(update={"service_name": service_name})
 
     def _routed_exporter(
         self,
diff --git a/litellm/integrations/otel/presets/agentops.py b/litellm/integrations/otel/presets/agentops.py
index 965213f2ee4..58123656caa 100644
--- a/litellm/integrations/otel/presets/agentops.py
+++ b/litellm/integrations/otel/presets/agentops.py
@@ -9,9 +9,12 @@ this preset registers a custom exporter (``kind="agentops"``) that mints the JWT
 worker thread, off any event loop — and caches it for the process lifetime.
 """
 
+from collections.abc import Sequence
 from typing import Any, Final
 
 import httpx
+from opentelemetry.sdk.trace import ReadableSpan
+from opentelemetry.sdk.trace.export import SpanExporter, SpanExportResult
 from pydantic import Field
 from pydantic_settings import BaseSettings, SettingsConfigDict
 
@@ -71,7 +74,7 @@ def agentops_preset(
     )
 
 
-def _build_agentops_exporter(spec: ExporterSpec) -> Any:
+def _build_agentops_exporter(spec: ExporterSpec) -> SpanExporter:
     """Factory for the ``agentops`` exporter kind: a lazy-auth OTLP/HTTP exporter."""
     from opentelemetry.exporter.otlp.proto.http.trace_exporter import (
         OTLPSpanExporter,
@@ -106,7 +109,7 @@ def _build_agentops_exporter(spec: ExporterSpec) -> Any:
             except Exception as e:
                 verbose_logger.debug("AgentOps JWT fetch failed: %s", e)
 
-        def export(self, spans: Any) -> Any:
+        def export(self, spans: Sequence[ReadableSpan]) -> SpanExportResult:
             self._ensure_authenticated()
             return super().export(spans)
 
diff --git a/litellm/integrations/otel/presets/destinations.py b/litellm/integrations/otel/presets/destinations.py
index 2bf9bfa5261..63801e623af 100644
--- a/litellm/integrations/otel/presets/destinations.py
+++ b/litellm/integrations/otel/presets/destinations.py
@@ -15,7 +15,7 @@ import litellm
 from litellm._logging import verbose_logger
 from litellm.integrations.otel.model.destination import OtelDestination
 from litellm.litellm_core_utils.url_utils import is_url_destination_allowed_by_host
-from litellm.types.utils import StandardCallbackDynamicParams
+from litellm.types.utils import OtelSpanScope, StandardCallbackDynamicParams
 
 #: An endpoint plus the OTLP transport to reach it with, or ``None`` when the backend
 #: names no destination. The transport is ``None`` where the backend has only one.
@@ -111,6 +111,12 @@ _REQUIRED_HEADERS_BY_CALLBACK: Final[Mapping[str, frozenset[str]]] = MappingProx
 _NO_ATTRS: Final[Mapping[str, str]] = MappingProxyType({})
 
 
+def _span_scope(callback_name: str, params: StandardCallbackDynamicParams) -> OtelSpanScope:
+    if callback_name != "langfuse_otel":
+        return "full"
+    return params.get("langfuse_span_scope") or "full"
+
+
 def destination_capable_backends() -> frozenset[str]:
     """Backends a key or team can point at its own account."""
     from litellm.integrations.otel.presets import DYNAMIC_HEADERS_BY_CALLBACK
@@ -149,4 +155,5 @@ def destination_for(
         resource_attributes=MappingProxyType({"service.name": service_name}) if service_name else _NO_ATTRS,
         callback_name=callback_name,
         protocol=protocol,
+        span_scope=_span_scope(callback_name, params),
     )
diff --git a/litellm/integrations/otel/runtime.py b/litellm/integrations/otel/runtime.py
index c6eaecd108b..13903597e1a 100644
--- a/litellm/integrations/otel/runtime.py
+++ b/litellm/integrations/otel/runtime.py
@@ -8,13 +8,16 @@ identity unconditionally.
 """
 
 from collections.abc import Callable, Iterator
-from contextlib import contextmanager
+from contextlib import AbstractContextManager, contextmanager
 from functools import cache
-from typing import Any, Final
+from typing import TYPE_CHECKING, Final
+
+if TYPE_CHECKING:
+    from opentelemetry.trace import Span
 
 
 @cache
-def _otel_runtime() -> "tuple[Callable[[str], Any], Callable[..., None]] | None":
+def _otel_runtime() -> "tuple[Callable[[str], AbstractContextManager[Span | None]], Callable[..., None]] | None":
     """Resolve the SDK-backed hooks once and cache the outcome, absence included.
 
     CPython never caches a failed import, so without this memoization every call
@@ -29,7 +32,7 @@ def _otel_runtime() -> "tuple[Callable[[str], Any], Callable[..., None]] | None"
 
 
 @contextmanager
-def phase_span(name: str) -> "Iterator[Any]":
+def phase_span(name: str) -> "Iterator[Span | None]":
     """Run a request phase inside a live active span so its DB/service calls nest.
 
     Yields ``None`` (a plain no-op) when the OTel SDK is unavailable or V2 is not
@@ -43,7 +46,7 @@ def phase_span(name: str) -> "Iterator[Any]":
         yield span
 
 
-def seed_request_identity(user_api_key_dict: Any, model: Any = None) -> None:
+def seed_request_identity(user_api_key_dict: object, model: object = None) -> None:
     """Seed request-identity Baggage at the auth boundary (no-op without V2)."""
     runtime: Final = _otel_runtime()
     if runtime is None:
diff --git a/litellm/integrations/prometheus_helpers/bounded_prometheus_series_tracker.py b/litellm/integrations/prometheus_helpers/bounded_prometheus_series_tracker.py
index c1ccf09d5d6..ba7d54fafea 100644
--- a/litellm/integrations/prometheus_helpers/bounded_prometheus_series_tracker.py
+++ b/litellm/integrations/prometheus_helpers/bounded_prometheus_series_tracker.py
@@ -3,7 +3,13 @@ from __future__ import annotations
 import time
 from collections import OrderedDict
 from threading import RLock
-from typing import Any, Final
+from typing import Final, Protocol
+
+
+class _RemovableMetric(Protocol):
+    """The one prometheus-client metric method this tracker calls."""
+
+    def remove(self, *labelvalues: object) -> None: ...
 
 
 class BoundedPrometheusSeriesTracker:
@@ -21,7 +27,7 @@ class BoundedPrometheusSeriesTracker:
 
     def track_series(
         self,
-        metric: Any,
+        metric: _RemovableMetric,
         metric_name: str,
         label_values: tuple[str | None, ...],
         max_series: int | None,
@@ -60,7 +66,7 @@ class BoundedPrometheusSeriesTracker:
                         break
                     del series[tracked_label_values]
 
-    def remove_series(self, metric: object, label_values: tuple[str | None, ...]) -> bool:
+    def remove_series(self, metric: _RemovableMetric, label_values: tuple[str | None, ...]) -> bool:
         """Drop one child series, True when it is gone (removed or never existed)."""
         return self._remove_metric_child(metric, label_values)
 
@@ -82,7 +88,7 @@ class BoundedPrometheusSeriesTracker:
 
     def _remove_metric_series(
         self,
-        metric: Any,
+        metric: _RemovableMetric,
         series: OrderedDict[tuple[str | None, ...], float],
         label_values: tuple[str | None, ...],
     ) -> None:
@@ -90,7 +96,7 @@ class BoundedPrometheusSeriesTracker:
             series.pop(label_values, None)
 
     @staticmethod
-    def _remove_metric_child(metric: Any, label_values: tuple[str | None, ...]) -> bool:
+    def _remove_metric_child(metric: _RemovableMetric, label_values: tuple[str | None, ...]) -> bool:
         """
         Remove the Prometheus child for ``label_values`` and report whether the
         tracker should commit the matching state change.
diff --git a/litellm/integrations/vantage/vantage_logger.py b/litellm/integrations/vantage/vantage_logger.py
index c219ba392ab..48a492fdd72 100644
--- a/litellm/integrations/vantage/vantage_logger.py
+++ b/litellm/integrations/vantage/vantage_logger.py
@@ -59,7 +59,7 @@ class VantageLogger(FocusLogger):
                     raw_interval,
                 )
 
-        destination_config: Final[dict[str, Any]] = {}
+        destination_config: Final[dict[str, str]] = {}
         if resolved_api_key:
             destination_config["api_key"] = resolved_api_key
         if resolved_token:
@@ -93,7 +93,7 @@ class VantageLogger(FocusLogger):
 
         pod_lock_manager = None
         if proxy_logging_obj is not None:
-            writer: Final = getattr(proxy_logging_obj, "db_spend_update_writer", None)
+            writer: Final[object] = getattr(proxy_logging_obj, "db_spend_update_writer", None)
             if writer is not None:
                 pod_lock_manager = getattr(writer, "pod_lock_manager", None)
 
diff --git a/litellm/integrations/vector_store_integrations/vector_store_pre_call_hook.py b/litellm/integrations/vector_store_integrations/vector_store_pre_call_hook.py
index b2243060c6c..74fb8a8d6a3 100644
--- a/litellm/integrations/vector_store_integrations/vector_store_pre_call_hook.py
+++ b/litellm/integrations/vector_store_integrations/vector_store_pre_call_hook.py
@@ -406,7 +406,7 @@ class VectorStorePreCallHook(CustomLogger):
         request_data: dict,
         response_chunk: Any,
         call_type: CallTypes | None,
-    ) -> Any | None:
+    ) -> object | None:
         """
         Add search results to the final streaming chunk.
 
diff --git a/litellm/integrations/weights_biases.py b/litellm/integrations/weights_biases.py
index d1a8ec098cf..9bc070a1f9a 100644
--- a/litellm/integrations/weights_biases.py
+++ b/litellm/integrations/weights_biases.py
@@ -4,6 +4,7 @@ imported_openAIResponse = True
 try:
     import io
     import logging
+    from collections.abc import Mapping
     from typing import Any, Literal, Protocol, TypeVar
 
     from wandb.sdk.data_types import trace_tree
@@ -43,7 +44,7 @@ try:
 
         @staticmethod
         def results_to_trace_tree(
-            request: dict[str, Any],
+            request: Mapping[str, object],
             response: OpenAIResponse,
             results: list[trace_tree.Result],
             time_elapsed: float,
@@ -73,7 +74,7 @@ try:
 
         def _resolve_edit(
             self,
-            request: dict[str, Any],
+            request: Mapping[str, object],
             response: OpenAIResponse,
             time_elapsed: float,
         ) -> trace_tree.WBTraceTree:
@@ -91,7 +92,7 @@ try:
 
         def _resolve_completion(
             self,
-            request: dict[str, Any],
+            request: Mapping[str, object],
             response: OpenAIResponse,
             time_elapsed: float,
         ) -> trace_tree.WBTraceTree:
@@ -134,7 +135,7 @@ try:
 
         def _request_response_result_to_trace(
             self,
-            request: dict[str, Any],
+            request: Mapping[str, object],
             response: OpenAIResponse,
             request_str: str,
             choices: list[str],
diff --git a/litellm/interactions/agents/http_handler.py b/litellm/interactions/agents/http_handler.py
index ec9df0fb488..2afedc34d36 100644
--- a/litellm/interactions/agents/http_handler.py
+++ b/litellm/interactions/agents/http_handler.py
@@ -7,7 +7,7 @@ duplicated. BaseAgentsAPIConfig stays as pure transform code.
 """
 
 from collections.abc import Coroutine, Mapping
-from typing import Any, Final
+from typing import Final
 
 import httpx
 
@@ -38,7 +38,7 @@ class AgentsHTTPHandler(InteractionsHTTPHandler):
         name: str,
         litellm_params: GenericLiteLLMParams,
         logging_obj: LiteLLMLoggingObj,
-        extra_headers: dict[str, Any] | None = None,
+        extra_headers: dict[str, str] | None = None,
         extra_body: Mapping[str, object] | None = None,
         timeout: float | httpx.Timeout | None = None,
         client: HTTPHandler | None = None,
@@ -93,7 +93,7 @@ class AgentsHTTPHandler(InteractionsHTTPHandler):
         name: str,
         litellm_params: GenericLiteLLMParams,
         logging_obj: LiteLLMLoggingObj,
-        extra_headers: dict[str, Any] | None = None,
+        extra_headers: dict[str, str] | None = None,
         extra_body: Mapping[str, object] | None = None,
         timeout: float | httpx.Timeout | None = None,
         client: AsyncHTTPHandler | None = None,
@@ -141,7 +141,7 @@ class AgentsHTTPHandler(InteractionsHTTPHandler):
         agents_api_config: BaseAgentsAPIConfig,
         litellm_params: GenericLiteLLMParams,
         logging_obj: LiteLLMLoggingObj,
-        extra_headers: dict[str, Any] | None = None,
+        extra_headers: dict[str, str] | None = None,
         timeout: float | httpx.Timeout | None = None,
         client: HTTPHandler | None = None,
         _is_async: bool = False,
@@ -181,7 +181,7 @@ class AgentsHTTPHandler(InteractionsHTTPHandler):
         agents_api_config: BaseAgentsAPIConfig,
         litellm_params: GenericLiteLLMParams,
         logging_obj: LiteLLMLoggingObj,
-        extra_headers: dict[str, Any] | None = None,
+        extra_headers: dict[str, str] | None = None,
         timeout: float | httpx.Timeout | None = None,
         client: AsyncHTTPHandler | None = None,
     ) -> AgentListResponse:
@@ -216,7 +216,7 @@ class AgentsHTTPHandler(InteractionsHTTPHandler):
         name: str,
         litellm_params: GenericLiteLLMParams,
         logging_obj: LiteLLMLoggingObj,
-        extra_headers: dict[str, Any] | None = None,
+        extra_headers: dict[str, str] | None = None,
         timeout: float | httpx.Timeout | None = None,
         client: HTTPHandler | None = None,
         _is_async: bool = False,
@@ -259,7 +259,7 @@ class AgentsHTTPHandler(InteractionsHTTPHandler):
         name: str,
         litellm_params: GenericLiteLLMParams,
         logging_obj: LiteLLMLoggingObj,
-        extra_headers: dict[str, Any] | None = None,
+        extra_headers: dict[str, str] | None = None,
         timeout: float | httpx.Timeout | None = None,
         client: AsyncHTTPHandler | None = None,
     ) -> AgentCreateResponse:
@@ -295,7 +295,7 @@ class AgentsHTTPHandler(InteractionsHTTPHandler):
         name: str,
         litellm_params: GenericLiteLLMParams,
         logging_obj: LiteLLMLoggingObj,
-        extra_headers: dict[str, Any] | None = None,
+        extra_headers: dict[str, str] | None = None,
         timeout: float | httpx.Timeout | None = None,
         client: HTTPHandler | None = None,
         _is_async: bool = False,
@@ -338,7 +338,7 @@ class AgentsHTTPHandler(InteractionsHTTPHandler):
         name: str,
         litellm_params: GenericLiteLLMParams,
         logging_obj: LiteLLMLoggingObj,
-        extra_headers: dict[str, Any] | None = None,
+        extra_headers: dict[str, str] | None = None,
         timeout: float | httpx.Timeout | None = None,
         client: AsyncHTTPHandler | None = None,
     ) -> AgentDeleteResult:
@@ -374,7 +374,7 @@ class AgentsHTTPHandler(InteractionsHTTPHandler):
         name: str,
         litellm_params: GenericLiteLLMParams,
         logging_obj: LiteLLMLoggingObj,
-        extra_headers: dict[str, Any] | None = None,
+        extra_headers: dict[str, str] | None = None,
         timeout: float | httpx.Timeout | None = None,
         client: HTTPHandler | None = None,
         _is_async: bool = False,
@@ -417,7 +417,7 @@ class AgentsHTTPHandler(InteractionsHTTPHandler):
         name: str,
         litellm_params: GenericLiteLLMParams,
         logging_obj: LiteLLMLoggingObj,
-        extra_headers: dict[str, Any] | None = None,
+        extra_headers: dict[str, str] | None = None,
         timeout: float | httpx.Timeout | None = None,
         client: AsyncHTTPHandler | None = None,
     ) -> AgentVersionsResponse:
diff --git a/litellm/litellm_core_utils/initialize_dynamic_callback_params.py b/litellm/litellm_core_utils/initialize_dynamic_callback_params.py
index 65c5b0d9799..e4744079622 100644
--- a/litellm/litellm_core_utils/initialize_dynamic_callback_params.py
+++ b/litellm/litellm_core_utils/initialize_dynamic_callback_params.py
@@ -2,7 +2,7 @@ import re
 from collections.abc import Iterator, Mapping
 from typing import Any, Final
 
-from litellm.types.utils import TRUSTED_CALLBACK_VARS_FIELD, StandardCallbackDynamicParams
+from litellm.types.utils import OTEL_SPAN_SCOPES, TRUSTED_CALLBACK_VARS_FIELD, StandardCallbackDynamicParams
 
 _CLIENT_CALLBACK_METADATA_SLOTS: Final[tuple[str, ...]] = ("litellm_metadata", "metadata")
 
@@ -62,6 +62,11 @@ def validate_langfuse_environment_value(value: str) -> None:
         )
 
 
+def validate_langfuse_span_scope_value(value: str) -> None:
+    if value not in OTEL_SPAN_SCOPES:
+        raise ValueError(f"Invalid langfuse_span_scope {value!r}: must be one of {sorted(OTEL_SPAN_SCOPES)}")
+
+
 # Hardcoded list of supported callback params to avoid runtime inspection issues with TypedDict
 _supported_callback_params: Final[tuple[str, ...]] = (
     "langfuse_public_key",
diff --git a/litellm/litellm_core_utils/llm_cost_calc/usage_object_transformation.py b/litellm/litellm_core_utils/llm_cost_calc/usage_object_transformation.py
index f11f6d46fb2..a02c40b7611 100644
--- a/litellm/litellm_core_utils/llm_cost_calc/usage_object_transformation.py
+++ b/litellm/litellm_core_utils/llm_cost_calc/usage_object_transformation.py
@@ -50,7 +50,7 @@ _INTERACTIONS_MODALITY_FIELDS: Final[Mapping[str, str]] = MappingProxyType(
 )
 
 
-def _modality_field(entry: Mapping[str, Any]) -> str | None:
+def _modality_field(entry: Mapping[str, object]) -> str | None:
     return _INTERACTIONS_MODALITY_FIELDS.get(str(entry.get("modality", "")).lower())
 
 
@@ -58,7 +58,7 @@ def _token_count(value: object) -> int:
     return value if isinstance(value, int) else 0
 
 
-def _modality_token_sums(entries: Sequence[Mapping[str, Any]]) -> Mapping[str, int]:
+def _modality_token_sums(entries: Sequence[Mapping[str, object]]) -> Mapping[str, int]:
     fields: Final = frozenset(field for entry in entries if (field := _modality_field(entry)) is not None)
     return MappingProxyType(
         {
@@ -68,7 +68,7 @@ def _modality_token_sums(entries: Sequence[Mapping[str, Any]]) -> Mapping[str, i
     )
 
 
-def _google_search_query_count(usage_object: Mapping[str, Any]) -> int:
+def _google_search_query_count(usage_object: Mapping[str, object]) -> int:
     entries: Final = usage_object.get("grounding_tool_count")
     if not isinstance(entries, Sequence):
         return 0
diff --git a/litellm/litellm_core_utils/logging_utils.py b/litellm/litellm_core_utils/logging_utils.py
index 5be9dd7be2f..38a501ecaae 100644
--- a/litellm/litellm_core_utils/logging_utils.py
+++ b/litellm/litellm_core_utils/logging_utils.py
@@ -67,7 +67,9 @@ def _truncate_base64_in_string(value: str) -> str:
     return _DATA_URI_RE.sub(_base64_data_uri_replacer, value)
 
 
-def _truncate_base64_in_value(value: Any) -> Any:
+def _truncate_base64_in_value(
+    value: str | dict[str, object] | list[object] | None,
+) -> str | dict[str, object] | list[object] | None:
     """Iteratively truncate base64 data URIs in a JSON-like value (str/list/dict).
 
     Uses an explicit stack instead of recursion to satisfy the project's
diff --git a/litellm/litellm_core_utils/safe_json_dumps.py b/litellm/litellm_core_utils/safe_json_dumps.py
index 4f9ac82d57d..63242a580e7 100644
--- a/litellm/litellm_core_utils/safe_json_dumps.py
+++ b/litellm/litellm_core_utils/safe_json_dumps.py
@@ -85,7 +85,7 @@ def safe_json_structure(
 
 
 def safe_dumps(
-    data: Any,
+    data: object,
     max_depth: int = DEFAULT_MAX_RECURSE_DEPTH,
     value_transform: Callable[[str | None, str], str] | None = None,
 ) -> str:
diff --git a/litellm/litellm_core_utils/streaming_chunk_builder_utils.py b/litellm/litellm_core_utils/streaming_chunk_builder_utils.py
index 0ca93fe08b3..fcd55c844c6 100644
--- a/litellm/litellm_core_utils/streaming_chunk_builder_utils.py
+++ b/litellm/litellm_core_utils/streaming_chunk_builder_utils.py
@@ -138,9 +138,13 @@ class _ToolCallDelta(TypedDict, total=False):
 
 
 class _ToolCallChoice(TypedDict, total=False):
+    index: ReadOnly[int]
     delta: ReadOnly[_ToolCallDelta]
 
 
+_ToolCallKey: TypeAlias = tuple[int, int]
+
+
 class _ToolCallChunk(TypedDict):
     choices: ReadOnly[Sequence[_ToolCallChoice]]
 
@@ -417,40 +421,41 @@ class ChunkProcessor:
     @staticmethod
     def _iter_tool_call_fragments(
         tool_call_chunks: Sequence["_ToolCallChunk"],
-    ) -> Iterator[tuple[int, str, str]]:
+    ) -> Iterator[tuple[_ToolCallKey, str, str]]:
         for chunk in tool_call_chunks:
             for choice in chunk["choices"]:
                 delta = choice.get("delta")
                 if not delta:
                     continue
-                for tool_call in delta.get("tool_calls", ()):
+                choice_index = choice.get("index", 0)
+                for tool_call in delta.get("tool_calls") or ():
                     if not tool_call:
                         continue
                     if isinstance(tool_call, dict):
-                        index = tool_call.get("index", 0)
+                        key = (choice_index, tool_call.get("index", 0))
                         function = tool_call.get("function")
                         if isinstance(function, dict):
                             if fragment_arguments := function.get("arguments"):
-                                yield index, "arguments", fragment_arguments
+                                yield key, "arguments", fragment_arguments
                         elif function_arguments := getattr(function, "arguments", None):
-                            yield index, "arguments", function_arguments
+                            yield key, "arguments", function_arguments
                         custom = tool_call.get("custom")
                         if isinstance(custom, dict) and (custom_input := custom.get("input")):
-                            yield index, "custom_input", custom_input
+                            yield key, "custom_input", custom_input
                     else:
-                        index = getattr(tool_call, "index", 0)
+                        key = (choice_index, getattr(tool_call, "index", 0))
                         function = getattr(tool_call, "function", None)
                         if object_arguments := getattr(function, "arguments", None):
-                            yield index, "arguments", object_arguments
+                            yield key, "arguments", object_arguments
                         custom = getattr(tool_call, "custom", None)
                         if object_custom_input := getattr(custom, "input", None):
-                            yield index, "custom_input", object_custom_input
+                            yield key, "custom_input", object_custom_input
 
     @staticmethod
-    def _join_fragments_by_index_and_field(
-        fragment_records: Iterator[tuple[int, str, str]],
-    ) -> Mapping[tuple[int, str], str]:
-        def group_key(record: tuple[int, str, str]) -> tuple[int, str]:
+    def _join_fragments_by_key_and_field(
+        fragment_records: Iterator[tuple[_ToolCallKey, str, str]],
+    ) -> Mapping[tuple[_ToolCallKey, str], str]:
+        def group_key(record: tuple[_ToolCallKey, str, str]) -> tuple[_ToolCallKey, str]:
             return record[0], record[1]
 
         return MappingProxyType(
@@ -468,13 +473,14 @@ class ChunkProcessor:
         tool_calls_list: list[
             ChatCompletionMessageToolCall | ChatCompletionMessageCustomToolCall
         ] = []  # mutable-ok: see return type
-        tool_call_map: Final[dict[int, dict[str, Any]]] = {}  # Map to store tool calls by index
+        tool_call_map: Final[dict[_ToolCallKey, dict[str, Any]]] = {}
 
         for chunk in tool_call_chunks:
             choices = chunk["choices"]
             for choice in choices:
                 delta = choice.get("delta", {})
-                tool_calls = delta.get("tool_calls", [])
+                tool_calls = delta.get("tool_calls") or ()
+                choice_index = choice.get("index", 0)
 
                 for tool_call in tool_calls:
                     # Handle both dict and object formats
@@ -496,9 +502,9 @@ class ChunkProcessor:
 
                     # Get index (handle both dict and object)
                     if isinstance(tool_call, dict):
-                        index = tool_call.get("index", 0)
+                        index = (choice_index, tool_call.get("index", 0))
                     else:
-                        index = getattr(tool_call, "index", 0)
+                        index = (choice_index, getattr(tool_call, "index", 0))
 
                     if index not in tool_call_map:
                         tool_call_map[index] = {
@@ -573,7 +579,7 @@ class ChunkProcessor:
                         if isinstance(provider_fields, dict):
                             merged_provider_fields.update(provider_fields)
 
-        joined_fragments: Final = self._join_fragments_by_index_and_field(
+        joined_fragments: Final = self._join_fragments_by_key_and_field(
             self._iter_tool_call_fragments(tool_call_chunks)
         )
 
diff --git a/litellm/litellm_core_utils/url_utils.py b/litellm/litellm_core_utils/url_utils.py
index fa070a648f5..b94d5a6886d 100644
--- a/litellm/litellm_core_utils/url_utils.py
+++ b/litellm/litellm_core_utils/url_utils.py
@@ -418,7 +418,7 @@ def _extract_redirect_url(response: httpx.Response, request_url: str) -> str:
     return str(httpx.URL(request_url).join(location))
 
 
-def safe_get(client: Any, url: str, **kwargs: Any) -> httpx.Response:
+def safe_get(client: _UrlFetcher, url: str, **kwargs: Any) -> httpx.Response:
     """
     Fetch a user-supplied URL with SSRF protection on every redirect hop.
 
@@ -461,7 +461,7 @@ def safe_get(client: Any, url: str, **kwargs: Any) -> httpx.Response:
     raise SSRFError("Too many redirects")
 
 
-async def async_safe_get(client: Any, url: str, **kwargs: Any) -> httpx.Response:
+async def async_safe_get(client: _AsyncUrlFetcher, url: str, **kwargs: Any) -> httpx.Response:
     """Async version of safe_get."""
     if not getattr(litellm, "user_url_validation", True):
         kwargs.setdefault("follow_redirects", True)
diff --git a/litellm/llms/anthropic/chat/guardrail_translation/handler.py b/litellm/llms/anthropic/chat/guardrail_translation/handler.py
index 5e1e2565972..24ff63c9433 100644
--- a/litellm/llms/anthropic/chat/guardrail_translation/handler.py
+++ b/litellm/llms/anthropic/chat/guardrail_translation/handler.py
@@ -1457,7 +1457,9 @@ class AnthropicMessagesHandler(BaseTranslation):
         if not any(is_text_delta(event) for item in responses_so_far for event in cls._iter_sse_events(item)):
             from litellm.proxy.policy_engine.pipeline_executor import UndeliverableStreamRewrite
 
-            raise UndeliverableStreamRewrite(guardrail_name)
+            raise UndeliverableStreamRewrite(
+                guardrail_name, "the buffered stream carries no text_delta event to land the text rewrite on"
+            )
         replacements: Final = chain((rewritten_text,), repeat(""))
 
         def rewrite_text_delta(event: Mapping[str, object]) -> _SSEFieldRewrite | None:
@@ -1498,7 +1500,11 @@ class AnthropicMessagesHandler(BaseTranslation):
         if len(block_indices) != len(post_guardrail_tool_calls):
             from litellm.proxy.policy_engine.pipeline_executor import UndeliverableStreamRewrite
 
-            raise UndeliverableStreamRewrite(guardrail_name)
+            raise UndeliverableStreamRewrite(
+                guardrail_name,
+                f"the guardrail returned {len(post_guardrail_tool_calls)} tool calls for a stream that carried "
+                f"{len(block_indices)} tool_use blocks",
+            )
         rewrites_by_block: Final = MappingProxyType(
             {
                 index: after
diff --git a/litellm/llms/anthropic/chat/handler.py b/litellm/llms/anthropic/chat/handler.py
index 359b8bb08c9..ef0f45d8f8b 100644
--- a/litellm/llms/anthropic/chat/handler.py
+++ b/litellm/llms/anthropic/chat/handler.py
@@ -596,7 +596,7 @@ class ModelResponseIterator:
         self.reasoning_content_chunks: list[str] = []
 
         # Track server tool use inputs and results for code_interpreter_results
-        self._server_tool_inputs: dict[str, Any] = {}
+        self._server_tool_inputs: dict[str, object] = {}
         self.tool_results: list[dict[str, Any]] = []
         self._current_server_tool_id: str | None = None
         self._container_id: str | None = None
diff --git a/litellm/llms/anthropic/experimental_pass_through/adapters/handler.py b/litellm/llms/anthropic/experimental_pass_through/adapters/handler.py
index 87a29ca50ba..54d10837d74 100644
--- a/litellm/llms/anthropic/experimental_pass_through/adapters/handler.py
+++ b/litellm/llms/anthropic/experimental_pass_through/adapters/handler.py
@@ -35,7 +35,7 @@ if TYPE_CHECKING:
     from litellm.router import Router
 
 # Anthropic-only keys already mapped by the translator; strip on extra_kwargs re-merge.
-ANTHROPIC_ONLY_REQUEST_KEYS: Final[frozenset[str]] = frozenset({"output_config"})
+ANTHROPIC_ONLY_REQUEST_KEYS: Final[frozenset[str]] = frozenset({"output_config", "safeguards"})
 
 _AnthropicMessages: TypeAlias = "list[dict[str, object]]"
 _AnthropicSystem: TypeAlias = "str | list[dict[str, object]] | None"
diff --git a/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py b/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py
index 5fa686b7560..eed30c2698c 100644
--- a/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py
+++ b/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py
@@ -79,10 +79,14 @@ class AnthropicMessagesConfig(BaseAnthropicMessagesConfig):
             "speed",
             "output_config",
             "reasoning_effort",
+            "safeguards",
             # TODO: Add Anthropic `metadata` support
             # "metadata",
         ]
 
+    def should_filter_anthropic_beta_headers(self) -> bool:
+        return self._resolved_provider != "anthropic"
+
     def _remove_scope_from_cache_control(self, anthropic_messages_request: dict) -> None:
         """
         Remove `scope` field from cache_control blocks.
diff --git a/litellm/llms/azure/completion/handler.py b/litellm/llms/azure/completion/handler.py
index 80934e994f6..23eef51e7ee 100644
--- a/litellm/llms/azure/completion/handler.py
+++ b/litellm/llms/azure/completion/handler.py
@@ -1,6 +1,7 @@
 from collections.abc import Callable
-from typing import Any, Final
+from typing import Final
 
+import httpx
 from openai import AsyncAzureOpenAI, AzureOpenAI
 
 from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
@@ -191,7 +192,7 @@ class AzureTextCompletion(BaseAzureLLM):
         model: str,
         api_base: str,
         data: dict,
-        timeout: Any,
+        timeout: float | httpx.Timeout | None,
         model_response: ModelResponse,
         logging_obj: LiteLLMLoggingObj,
         max_retries: int,
@@ -253,7 +254,7 @@ class AzureTextCompletion(BaseAzureLLM):
         api_version: str,
         data: dict,
         model: str,
-        timeout: Any,
+        timeout: float | httpx.Timeout | None,
         azure_ad_token: str | None = None,
         client=None,
         litellm_params: dict = {},
@@ -306,7 +307,7 @@ class AzureTextCompletion(BaseAzureLLM):
         api_version: str,
         data: dict,
         model: str,
-        timeout: Any,
+        timeout: float | httpx.Timeout | None,
         azure_ad_token: str | None = None,
         client=None,
         litellm_params: dict = {},
diff --git a/litellm/llms/azure/fine_tuning/handler.py b/litellm/llms/azure/fine_tuning/handler.py
index ac1e430e063..36c4fae04c7 100644
--- a/litellm/llms/azure/fine_tuning/handler.py
+++ b/litellm/llms/azure/fine_tuning/handler.py
@@ -1,5 +1,5 @@
 from collections.abc import Coroutine
-from typing import Any, Final, cast
+from typing import Final, cast
 
 import httpx
 from openai import AsyncAzureOpenAI, AsyncOpenAI, AzureOpenAI, OpenAI
@@ -19,7 +19,7 @@ class AzureOpenAIFineTuningAPI(OpenAIFineTuningAPI, BaseAzureLLM):
     """
 
     @staticmethod
-    def _ensure_training_type(create_fine_tuning_job_data: dict[str, Any]) -> None:
+    def _ensure_training_type(create_fine_tuning_job_data: dict[str, object]) -> None:
         """
         Azure requires trainingType in extra_body. Default to 1 (supervised) if omitted.
         """
@@ -66,7 +66,7 @@ class AzureOpenAIFineTuningAPI(OpenAIFineTuningAPI, BaseAzureLLM):
         max_retries: int | None,
         organization: str | None,
         client: OpenAI | AsyncOpenAI | AzureOpenAI | AsyncAzureOpenAI | None = None,
-    ) -> LiteLLMFineTuningJob | Coroutine[Any, Any, LiteLLMFineTuningJob]:
+    ) -> LiteLLMFineTuningJob | Coroutine[object, object, LiteLLMFineTuningJob]:
         self._ensure_training_type(create_fine_tuning_job_data)
 
         openai_client: Final[OpenAI | AsyncOpenAI | AzureOpenAI | AsyncAzureOpenAI | None] = self.get_openai_client(
@@ -109,7 +109,7 @@ class AzureOpenAIFineTuningAPI(OpenAIFineTuningAPI, BaseAzureLLM):
         max_retries: int | None,
         organization: str | None,
         client: OpenAI | AsyncOpenAI | AzureOpenAI | AsyncAzureOpenAI | None = None,
-    ) -> LiteLLMFineTuningJob | Coroutine[Any, Any, LiteLLMFineTuningJob]:
+    ) -> LiteLLMFineTuningJob | Coroutine[object, object, LiteLLMFineTuningJob]:
         openai_client: Final[OpenAI | AsyncOpenAI | AzureOpenAI | AsyncAzureOpenAI | None] = self.get_openai_client(
             api_key=api_key,
             api_base=api_base,
@@ -149,7 +149,7 @@ class AzureOpenAIFineTuningAPI(OpenAIFineTuningAPI, BaseAzureLLM):
         max_retries: int | None,
         organization: str | None,
         client: OpenAI | AsyncOpenAI | AzureOpenAI | AsyncAzureOpenAI | None = None,
-    ) -> LiteLLMFineTuningJob | Coroutine[Any, Any, LiteLLMFineTuningJob]:
+    ) -> LiteLLMFineTuningJob | Coroutine[object, object, LiteLLMFineTuningJob]:
         openai_client: Final[OpenAI | AsyncOpenAI | AzureOpenAI | AsyncAzureOpenAI | None] = self.get_openai_client(
             api_key=api_key,
             api_base=api_base,
diff --git a/litellm/llms/azure_ai/ocr/document_intelligence/transformation.py b/litellm/llms/azure_ai/ocr/document_intelligence/transformation.py
index 3a2af8a5aba..23f532be757 100644
--- a/litellm/llms/azure_ai/ocr/document_intelligence/transformation.py
+++ b/litellm/llms/azure_ai/ocr/document_intelligence/transformation.py
@@ -12,7 +12,7 @@ import asyncio
 import re
 import time
 from collections.abc import Mapping
-from typing import TYPE_CHECKING, Any, Final
+from typing import TYPE_CHECKING, Final
 from urllib.parse import quote
 
 import httpx
@@ -127,7 +127,7 @@ class AzureDocumentIntelligenceOCRConfig(BaseOCRConfig):
 
     def map_ocr_params(
         self,
-        non_default_params: dict,
+        non_default_params: Mapping[str, object],
         optional_params: dict,
         model: str,
     ) -> dict:
@@ -164,7 +164,7 @@ class AzureDocumentIntelligenceOCRConfig(BaseOCRConfig):
             raise UnsupportedParamsError(message=f"{e}", model=model, llm_provider="azure_ai") from e
 
     @staticmethod
-    def _normalize_pages_param(pages: Any) -> str:
+    def _normalize_pages_param(pages: object) -> str:
         """
         Convert a caller-provided `pages` value to Azure DI's query-string
         form. Azure expects 1-based page numbers, grammar: `^(\\d+(-\\d+)?)(,\\s*(\\d+(-\\d+)?))*$`.
@@ -412,7 +412,7 @@ class AzureDocumentIntelligenceOCRConfig(BaseOCRConfig):
             raise ValueError("Document URL is required")
 
         # Build Azure DI request
-        data: Final[dict[str, Any]] = {}
+        data: Final[dict[str, str]] = {}
 
         # Check if it's a data URI (base64)
         if document_url.startswith("data:"):
diff --git a/litellm/llms/bedrock/batches/transformation.py b/litellm/llms/bedrock/batches/transformation.py
index ae0f8c5935b..973388ca5bd 100644
--- a/litellm/llms/bedrock/batches/transformation.py
+++ b/litellm/llms/bedrock/batches/transformation.py
@@ -2,7 +2,7 @@ import os
 import re
 import time
 from collections.abc import Mapping
-from typing import TYPE_CHECKING, Any, Final, Literal, cast
+from typing import TYPE_CHECKING, Final, Literal, cast
 
 from httpx import Headers, Response
 from pydantic import TypeAdapter, ValidationError
@@ -170,7 +170,7 @@ class BedrockBatchesConfig(BaseAWSLLM, BaseBatchesConfig):
         create_batch_data: CreateBatchRequest,
         optional_params: dict,
         litellm_params: dict,
-    ) -> dict[str, Any]:
+    ) -> dict[str, object]:
         """
         Transform the batch creation request to Bedrock format.
 
@@ -354,7 +354,7 @@ class BedrockBatchesConfig(BaseAWSLLM, BaseBatchesConfig):
         )
 
     @staticmethod
-    def _get_openai_compatible_batch_metadata(metadata: Any) -> dict[str, str]:
+    def _get_openai_compatible_batch_metadata(metadata: object) -> dict[str, str]:
         """
         OpenAI Batch metadata only accepts string values.
         """
@@ -379,7 +379,7 @@ class BedrockBatchesConfig(BaseAWSLLM, BaseBatchesConfig):
         batch_id: str,
         optional_params: dict,
         litellm_params: dict,
-    ) -> dict[str, Any]:
+    ) -> dict[str, object]:
         """
         Transform batch retrieval request for Bedrock.
 
@@ -523,7 +523,7 @@ class BedrockBatchesConfig(BaseAWSLLM, BaseBatchesConfig):
             )
 
         # Enrich metadata with useful Bedrock fields
-        enriched_metadata_raw: Final[dict[str, Any]] = {
+        enriched_metadata_raw: Final[dict[str, object]] = {
             "jobName": response_data.get("jobName"),
             "clientRequestToken": response_data.get("clientRequestToken"),
             "modelId": response_data.get("modelId"),
diff --git a/litellm/llms/bedrock/chat/invoke_transformations/amazon_twelvelabs_pegasus_transformation.py b/litellm/llms/bedrock/chat/invoke_transformations/amazon_twelvelabs_pegasus_transformation.py
index d12c8aee48c..39cded4ed64 100644
--- a/litellm/llms/bedrock/chat/invoke_transformations/amazon_twelvelabs_pegasus_transformation.py
+++ b/litellm/llms/bedrock/chat/invoke_transformations/amazon_twelvelabs_pegasus_transformation.py
@@ -110,7 +110,7 @@ class AmazonTwelveLabsPegasusConfig(AmazonInvokeConfig, BaseConfig):
         headers: dict,
     ) -> dict:
         input_prompt: Final = self._convert_messages_to_prompt(messages=messages)
-        request_data: Final[dict[str, Any]] = {"inputPrompt": input_prompt}
+        request_data: Final[dict[str, object]] = {"inputPrompt": input_prompt}
 
         media_source: Final = self._build_media_source(optional_params)
         if media_source is not None:
diff --git a/litellm/llms/bytez/chat/transformation.py b/litellm/llms/bytez/chat/transformation.py
index d9a0c98b6db..7977db0f056 100644
--- a/litellm/llms/bytez/chat/transformation.py
+++ b/litellm/llms/bytez/chat/transformation.py
@@ -335,10 +335,10 @@ class BytezChatConfig(BaseConfig):
 
 
 class BytezCustomStreamWrapper(CustomStreamWrapper):
-    def chunk_creator(self, chunk: Any):
+    def chunk_creator(self, chunk: object):
         try:
             model_response: Final = self.model_response_creator()
-            response_obj: dict[str, Any] = {}
+            response_obj: dict[str, object] = {}
 
             response_obj = {
                 "text": chunk,
@@ -346,7 +346,7 @@ class BytezCustomStreamWrapper(CustomStreamWrapper):
                 "finish_reason": "",
             }
 
-            completion_obj: Final[dict[str, Any]] = {"content": chunk}
+            completion_obj: Final[dict[str, object]] = {"content": chunk}
 
             return self.return_processed_chunk_logic(
                 completion_obj=completion_obj,
diff --git a/litellm/llms/codestral/completion/transformation.py b/litellm/llms/codestral/completion/transformation.py
index e3c3fd1231c..baa134bb398 100644
--- a/litellm/llms/codestral/completion/transformation.py
+++ b/litellm/llms/codestral/completion/transformation.py
@@ -29,7 +29,7 @@ class CodestralTextCompletionConfig(OpenAITextCompletionConfig):
         random_seed: int | None = None,
         stop: str | None = None,
     ) -> None:
-        locals_: Final = locals().copy()
+        locals_: Final[dict[str, object]] = locals().copy()
         for key, value in locals_.items():
             if key != "self" and value is not None:
                 setattr(self.__class__, key, value)
diff --git a/litellm/llms/custom_httpx/aiohttp_handler.py b/litellm/llms/custom_httpx/aiohttp_handler.py
index 7035ce58ae1..0809ef5274f 100644
--- a/litellm/llms/custom_httpx/aiohttp_handler.py
+++ b/litellm/llms/custom_httpx/aiohttp_handler.py
@@ -1,5 +1,5 @@
 import ssl
-from collections.abc import Callable
+from collections.abc import AsyncIterable, Callable, Iterable
 from typing import TYPE_CHECKING, Any, Final, cast
 
 import aiohttp
@@ -212,7 +212,7 @@ class BaseLLMAIOHTTPHandler:
         litellm_params: dict,
         stream: bool = False,
         files: dict | None = None,
-        content: Any = None,
+        content: str | bytes | Iterable[bytes] | AsyncIterable[bytes] | None = None,
         params: dict | None = None,
     ) -> httpx.Response:
         max_retry_on_unprocessable_entity_error: Final = provider_config.max_retry_on_unprocessable_entity_error
diff --git a/litellm/llms/databricks/common_utils.py b/litellm/llms/databricks/common_utils.py
index a4ec2c5378b..f2f9df422e8 100644
--- a/litellm/llms/databricks/common_utils.py
+++ b/litellm/llms/databricks/common_utils.py
@@ -12,7 +12,7 @@ Authentication priority:
 
 import os
 import re
-from typing import Any, Final, Literal
+from typing import Final, Literal
 from urllib.parse import urlsplit, urlunsplit
 
 from litellm.llms.base_llm.chat.transformation import BaseLLMException
@@ -48,7 +48,7 @@ class DatabricksBase:
     ]
 
     @classmethod
-    def redact_sensitive_data(cls, data: Any) -> Any:
+    def redact_sensitive_data(cls, data: object) -> object:
         """
         Redact sensitive information (tokens, secrets) from data before logging.
 
diff --git a/litellm/llms/deprecated_providers/aleph_alpha.py b/litellm/llms/deprecated_providers/aleph_alpha.py
index 4a29549b6aa..2ad9ce4edc8 100644
--- a/litellm/llms/deprecated_providers/aleph_alpha.py
+++ b/litellm/llms/deprecated_providers/aleph_alpha.py
@@ -146,7 +146,7 @@ class AlephAlphaConfig:
                 setattr(self.__class__, key, value)
 
     @classmethod
-    def get_config(cls):
+    def get_config(cls) -> dict[str, object]:
         return {
             k: v
             for k, v in cls.__dict__.items()
diff --git a/litellm/llms/fal_ai/videos/__init__.py b/litellm/llms/fal_ai/videos/__init__.py
new file mode 100644
index 00000000000..c7e8f76c75b
--- /dev/null
+++ b/litellm/llms/fal_ai/videos/__init__.py
@@ -0,0 +1,3 @@
+from litellm.llms.fal_ai.videos.transformation import FalAIVideoConfig
+
+__all__ = ("FalAIVideoConfig",)
diff --git a/litellm/llms/fal_ai/videos/transformation.py b/litellm/llms/fal_ai/videos/transformation.py
new file mode 100644
index 00000000000..98528c82f6b
--- /dev/null
+++ b/litellm/llms/fal_ai/videos/transformation.py
@@ -0,0 +1,516 @@
+import math
+import time
+from collections.abc import Mapping
+from types import MappingProxyType
+from typing import Final, TypeAlias
+
+import httpx
+from httpx._types import FileContent, RequestFiles
+from pydantic import TypeAdapter
+
+from litellm.litellm_core_utils.url_utils import encode_url_path_segment
+from litellm.llms.base_llm.chat.transformation import BaseLLMException
+from litellm.llms.base_llm.videos.transformation import BaseVideoConfig
+from litellm.llms.custom_httpx.http_handler import (
+    AsyncHTTPHandler,
+    HTTPHandler,
+    _get_httpx_client,  # pyright: ignore[reportPrivateUsage, reportUnknownVariableType]  # shared HTTP factory is private
+    get_async_httpx_client,  # pyright: ignore[reportUnknownVariableType]  # shared HTTP factory lacks typed params
+)
+from litellm.secret_managers.main import get_secret_str
+from litellm.types.router import GenericLiteLLMParams
+from litellm.types.utils import LlmProviders
+from litellm.types.videos.main import (
+    CharacterObject,
+    VideoCreateOptionalRequestParams,
+    VideoObject,
+)
+from litellm.types.videos.utils import (
+    decode_video_id_with_provider,
+    encode_video_id_with_provider,
+)
+
+
+class FalAIVideoError(BaseLLMException):
+    pass
+
+
+_ALLOWED_ASPECT_RATIOS: Final[frozenset[str]] = frozenset({"auto", "16:9", "9:16", "1:1", "4:3", "3:4", "21:9"})
+_ALLOWED_RESOLUTIONS: Final[frozenset[str]] = frozenset({"480p", "720p", "1080p", "4k"})
+_RESOLUTION_TIERS: Final[tuple[tuple[int, str], ...]] = (
+    (480, "480p"),
+    (720, "720p"),
+    (1080, "1080p"),
+)
+_QUEUE_NAMESPACES: Final[frozenset[str]] = frozenset(("workflows", "comfy"))
+_STATUS_MAP: Final[Mapping[str, str]] = MappingProxyType(
+    {
+        "IN_QUEUE": "queued",
+        "IN_PROGRESS": "in_progress",
+        "COMPLETED": "completed",
+    }
+)
+_FAL_AI_PROVIDER: Final[str] = LlmProviders.FAL_AI.value
+_SupportedParams: TypeAlias = list[str]
+_VideoParams: TypeAlias = dict[str, object]
+_VideoHeaders: TypeAlias = dict[str, str]
+_VideoStringParams: TypeAlias = dict[str, str]
+_VideoFiles: TypeAlias = list[object]
+
+
+def _queue_request_base_path(model: str) -> str:
+    segments: Final[tuple[str, ...]] = tuple(model.split("/"))
+    segment_count: Final[int] = 3 if segments and segments[0] in _QUEUE_NAMESPACES else 2
+    return "/".join(segments[:segment_count])
+
+
+def _duration_value(value: object) -> str | None:
+    if isinstance(value, str) and value == "auto":
+        return value
+    if isinstance(value, bool) or not isinstance(value, (int, float, str)):
+        return None
+    try:
+        return str(int(float(value)))
+    except (TypeError, ValueError):
+        return None
+
+
+def _resolution_for_short_side(short_side: int) -> str:
+    return next((resolution for threshold, resolution in _RESOLUTION_TIERS if short_side <= threshold), "4k")
+
+
+def _model_path_from_request_url(raw_response: httpx.Response) -> str | None:
+    segments: Final[tuple[str, ...]] = tuple(segment for segment in raw_response.request.url.path.split("/") if segment)
+    if "requests" not in segments:
+        return None
+    model_segments: Final[tuple[str, ...]] = segments[: segments.index("requests")]
+    segment_count: Final[int] = 3 if len(model_segments) >= 3 and model_segments[-3] in _QUEUE_NAMESPACES else 2
+    return "/".join(model_segments[-segment_count:]) if len(model_segments) >= segment_count else None
+
+
+def _request_id_from_request_url(raw_response: httpx.Response) -> str | None:
+    segments: Final[tuple[str, ...]] = tuple(segment for segment in raw_response.request.url.path.split("/") if segment)
+    if "requests" not in segments:
+        return None
+    request_index: Final[int] = segments.index("requests")
+    request_id_index: Final[int] = request_index + 1
+    return segments[request_id_index] if len(segments) > request_id_index else None
+
+
+def _size_params(size: object) -> Mapping[str, str]:
+    if not isinstance(size, str):
+        return MappingProxyType({})
+    if size in _ALLOWED_RESOLUTIONS:
+        return MappingProxyType({"resolution": size})
+    if size.count("x") != 1:
+        return MappingProxyType({})
+    width_text, height_text = size.split("x")
+    if not (width_text.isdigit() and height_text.isdigit()):
+        return MappingProxyType({})
+    width: Final[int] = int(width_text)
+    height: Final[int] = int(height_text)
+    if width <= 0 or height <= 0:
+        return MappingProxyType({})
+    reduced_gcd: Final[int] = math.gcd(width, height)
+    aspect_ratio: Final[str] = f"{width // reduced_gcd}:{height // reduced_gcd}"
+    resolution: Final[str] = _resolution_for_short_side(min(width, height))
+    if aspect_ratio in _ALLOWED_ASPECT_RATIOS:
+        return MappingProxyType({"resolution": resolution, "aspect_ratio": aspect_ratio})
+    return MappingProxyType({"resolution": resolution})
+
+
+def _numeric_duration(value: object) -> float | None:
+    duration: Final[str | None] = _duration_value(value)
+    if duration is None or duration == "auto":
+        return None
+    return float(duration)
+
+
+def _response_data(raw_response: httpx.Response) -> Mapping[str, object]:
+    return TypeAdapter(Mapping[str, object]).validate_python(raw_response.json())
+
+
+def _response_string(response_data: Mapping[str, object], key: str, default: str = "") -> str:
+    value: Final[object] = response_data.get(key)
+    return value if isinstance(value, str) else default
+
+
+class FalAIVideoConfig(BaseVideoConfig):
+    def get_supported_openai_params(self, model: str) -> _SupportedParams:
+        supported_params: Final[_SupportedParams] = [  # mutable-ok: BaseVideoConfig requires a list
+            "model",
+            "prompt",
+            "input_reference",
+            "seconds",
+            "size",
+            "user",
+            "extra_headers",
+        ]
+        return supported_params
+
+    def map_openai_params(
+        self,
+        video_create_optional_params: VideoCreateOptionalRequestParams,
+        model: str,
+        drop_params: bool,
+    ) -> _VideoParams:
+        supported_params: Final[frozenset[str]] = frozenset(self.get_supported_openai_params(model))
+        input_reference: Final[object] = video_create_optional_params.get("input_reference")
+        if "input_reference" in video_create_optional_params and not isinstance(input_reference, str):
+            raise ValueError("fal.ai needs a public image URL for input_reference")
+        input_reference_params: Final[Mapping[str, str]] = (
+            MappingProxyType({})
+            if not isinstance(input_reference, str)
+            else MappingProxyType({"image_url": input_reference})
+        )
+        duration_params: Final[Mapping[str, str]] = (
+            MappingProxyType({})
+            if "seconds" not in video_create_optional_params
+            else self._duration_params(video_create_optional_params["seconds"])
+        )
+        size_params: Final[Mapping[str, str]] = (
+            _size_params(video_create_optional_params["size"])
+            if "size" in video_create_optional_params
+            else MappingProxyType({})
+        )
+        user_params: Final[Mapping[str, str]] = (
+            MappingProxyType({"end_user_id": user})
+            if isinstance(user := video_create_optional_params.get("user"), str)
+            else MappingProxyType({})
+        )
+        mapped_params: Final[_VideoParams] = {
+            **input_reference_params,
+            **duration_params,
+            **size_params,
+            **user_params,
+            **{  # mutable-ok: BaseVideoConfig requires a mutable parameter mapping
+                key: value for key, value in video_create_optional_params.items() if key not in supported_params
+            },
+        }
+        return mapped_params
+
+    @staticmethod
+    def _duration_params(seconds: object) -> Mapping[str, str]:
+        duration: Final[str | None] = _duration_value(seconds)
+        if duration is None:
+            raise ValueError("fal.ai seconds must be a numeric value")
+        return MappingProxyType({"duration": duration})
+
+    def validate_environment(
+        self,
+        headers: _VideoHeaders,
+        model: str,
+        api_key: str | None = None,
+        litellm_params: GenericLiteLLMParams | None = None,
+    ) -> _VideoHeaders:
+        final_api_key: Final[str | None] = (
+            api_key
+            or (litellm_params.api_key if litellm_params is not None else None)
+            or get_secret_str("FAL_AI_API_KEY")
+        )
+        if not final_api_key:
+            raise ValueError("FAL_AI_API_KEY is not set")
+        validated_headers: Final[_VideoHeaders] = {
+            **headers,
+            "Authorization": f"Key {final_api_key}",
+            "Content-Type": "application/json",
+        }
+        return validated_headers
+
+    def get_complete_url(
+        self,
+        model: str,
+        api_base: str | None,
+        litellm_params: _VideoParams,
+    ) -> str:
+        return (api_base or "https://queue.fal.run").rstrip("/")
+
+    def transform_video_create_request(
+        self,
+        model: str,
+        prompt: str,
+        api_base: str,
+        video_create_optional_request_params: _VideoParams,
+        litellm_params: GenericLiteLLMParams,
+        headers: _VideoHeaders,
+    ) -> tuple[_VideoParams, RequestFiles, str]:
+        request_data: Final[_VideoParams] = {
+            "prompt": prompt,
+            **{  # mutable-ok: HTTP JSON payload requires a mutable mapping
+                key: value for key, value in video_create_optional_request_params.items() if key != "model"
+            },
+        }
+        return request_data, [], f"{api_base.rstrip('/')}/{model}"  # mutable-ok: HTTP files payload requires a list
+
+    def transform_video_create_response(
+        self,
+        model: str,
+        raw_response: httpx.Response,
+        logging_obj: object,
+        custom_llm_provider: str | None = None,
+        request_data: Mapping[str, object] | None = None,
+    ) -> VideoObject:
+        response_data: Final[Mapping[str, object]] = _response_data(raw_response)
+        request_params: Final[Mapping[str, object]] = request_data or MappingProxyType({})
+        request_id: Final[str] = _response_string(response_data, "request_id")
+        provider: Final[str] = custom_llm_provider or _FAL_AI_PROVIDER
+        duration: Final[float | None] = _numeric_duration(request_params.get("duration"))
+        resolution: Final[object] = request_params.get("resolution")
+        seconds: Final[str | None] = _duration_value(request_params["duration"]) if duration is not None else None
+        size: Final[str | None] = resolution if isinstance(resolution, str) else None
+        usage: Final[_VideoParams] = {  # mutable-ok: VideoObject requires a mutable usage mapping
+            key: value
+            for key, value in (
+                ("duration_seconds", duration),
+                ("video_resolution", resolution if isinstance(resolution, str) else "720p"),
+            )
+            if value is not None
+        }
+        video_object: Final[VideoObject] = VideoObject(
+            id=encode_video_id_with_provider(request_id, provider, model),
+            object="video",
+            status="queued",
+            created_at=int(time.time()),
+            model=model,
+            seconds=seconds,
+            size=size,
+        )
+        video_object.usage = usage
+        return video_object
+
+    def transform_video_status_retrieve_request(
+        self,
+        video_id: str,
+        api_base: str,
+        litellm_params: GenericLiteLLMParams,
+        headers: _VideoHeaders,
+    ) -> tuple[str, _VideoParams]:
+        request_id, model_id = self._decode_video_id(video_id)
+        encoded_request_id: Final[str] = encode_url_path_segment(request_id, field_name="video_id")
+        return (
+            f"{api_base.rstrip('/')}/{_queue_request_base_path(model_id)}/requests/{encoded_request_id}/status",
+            {},  # mutable-ok: BaseVideoConfig requires a mutable mapping
+        )
+
+    def transform_video_status_retrieve_response(
+        self,
+        raw_response: httpx.Response,
+        logging_obj: object,
+        custom_llm_provider: str | None = None,
+    ) -> VideoObject:
+        response_data: Final[Mapping[str, object]] = _response_data(raw_response)
+        raw_status: Final[str] = _response_string(response_data, "status", "IN_QUEUE")
+        status: Final[str] = _STATUS_MAP.get(raw_status, "queued")
+        error_value: Final[object] = response_data.get("error")
+        error: Final[str | None] = error_value if isinstance(error_value, str) else None
+        provider: Final[str] = custom_llm_provider or _FAL_AI_PROVIDER
+        model_path: Final[str | None] = _model_path_from_request_url(raw_response)
+        request_id: Final[str] = _response_string(response_data, "request_id") or (
+            _request_id_from_request_url(raw_response) or ""
+        )
+        return VideoObject(
+            id=encode_video_id_with_provider(request_id, provider, model_path),
+            object="video",
+            status="failed" if error else status,
+            created_at=0,
+            model=model_path,
+            error=(
+                {"code": "fal_error", "message": error} if error else None  # mutable-ok: VideoObject requires a dict
+            ),
+        )
+
+    @staticmethod
+    def _decode_video_id(video_id: str) -> tuple[str, str]:
+        decoded: Final = decode_video_id_with_provider(video_id)
+        request_id: Final[str] = decoded.get("video_id", video_id)
+        model_id: Final[str | None] = decoded.get("model_id")
+        if not model_id:
+            raise ValueError("fal.ai video ids must be created through litellm with a model")
+        return request_id, model_id
+
+    def transform_video_content_request(
+        self,
+        video_id: str,
+        api_base: str,
+        litellm_params: GenericLiteLLMParams,
+        headers: _VideoHeaders,
+        variant: str | None = None,
+    ) -> tuple[str, _VideoStringParams]:
+        request_id, model_id = self._decode_video_id(video_id)
+        encoded_request_id: Final[str] = encode_url_path_segment(request_id, field_name="video_id")
+        return (
+            f"{api_base.rstrip('/')}/{_queue_request_base_path(model_id)}/requests/{encoded_request_id}",
+            {},  # mutable-ok: BaseVideoConfig requires a mutable mapping
+        )
+
+    @staticmethod
+    def _extract_video_url(response_data: Mapping[str, object]) -> str:
+        raw_video_data: Final[object] = response_data.get("video")
+        video_data: Final[Mapping[str, object] | None] = (
+            TypeAdapter(Mapping[str, object]).validate_python(raw_video_data)
+            if isinstance(raw_video_data, Mapping)
+            else None
+        )
+        if video_data is not None:
+            video_url: Final[object] = video_data.get("url")
+            if isinstance(video_url, str) and video_url:
+                return video_url
+        error_message: Final[str | None] = next(
+            (value for key in ("error", "detail") if isinstance(value := response_data.get(key), str)),
+            None,
+        )
+        if error_message:
+            raise ValueError(f"fal.ai video result did not include a video URL: {error_message}")
+        raise ValueError("fal.ai video result did not include a video URL")
+
+    def transform_video_content_response(self, raw_response: httpx.Response, logging_obj: object) -> bytes:
+        video_url: Final[str] = self._extract_video_url(_response_data(raw_response))
+        httpx_client: Final[HTTPHandler] = _get_httpx_client()
+        video_response: Final[httpx.Response] = httpx_client.get(  # pyright: ignore[reportUnknownMemberType]  # HTTP handler stubs are untyped
+            video_url
+        )
+        video_response.raise_for_status()
+        return video_response.content
+
+    async def async_transform_video_content_response(self, raw_response: httpx.Response, logging_obj: object) -> bytes:
+        video_url: Final[str] = self._extract_video_url(_response_data(raw_response))
+        async_httpx_client: Final[AsyncHTTPHandler] = get_async_httpx_client(llm_provider=LlmProviders.FAL_AI)
+        video_response: Final[httpx.Response] = await async_httpx_client.get(  # pyright: ignore[reportUnknownMemberType]  # HTTP handler stubs are untyped
+            video_url
+        )
+        video_response.raise_for_status()
+        return video_response.content
+
+    def transform_video_remix_request(
+        self,
+        video_id: str,
+        prompt: str,
+        api_base: str,
+        litellm_params: GenericLiteLLMParams,
+        headers: _VideoHeaders,
+        extra_body: Mapping[str, object] | None = None,
+    ) -> tuple[str, _VideoParams]:
+        raise NotImplementedError("video remix is not supported for fal.ai")
+
+    def transform_video_remix_response(
+        self,
+        raw_response: httpx.Response,
+        logging_obj: object,
+        custom_llm_provider: str | None = None,
+    ) -> VideoObject:
+        raise NotImplementedError("video remix is not supported for fal.ai")
+
+    def transform_video_list_request(
+        self,
+        api_base: str,
+        litellm_params: GenericLiteLLMParams,
+        headers: _VideoHeaders,
+        after: str | None = None,
+        limit: int | None = None,
+        order: str | None = None,
+        extra_query: Mapping[str, object] | None = None,
+    ) -> tuple[str, _VideoParams]:
+        raise NotImplementedError("video listing is not supported for fal.ai")
+
+    def transform_video_list_response(
+        self,
+        raw_response: httpx.Response,
+        logging_obj: object,
+        custom_llm_provider: str | None = None,
+    ) -> _VideoStringParams:
+        raise NotImplementedError("video listing is not supported for fal.ai")
+
+    def transform_video_delete_request(
+        self,
+        video_id: str,
+        api_base: str,
+        litellm_params: GenericLiteLLMParams,
+        headers: _VideoHeaders,
+    ) -> tuple[str, _VideoParams]:
+        raise NotImplementedError("video delete is not supported for fal.ai")
+
+    def transform_video_delete_response(self, raw_response: httpx.Response, logging_obj: object) -> VideoObject:
+        raise NotImplementedError("video delete is not supported for fal.ai")
+
+    def transform_video_create_character_request(
+        self,
+        name: str,
+        video: object,
+        api_base: str,
+        litellm_params: GenericLiteLLMParams,
+        headers: _VideoHeaders,
+    ) -> tuple[str, _VideoFiles]:
+        raise NotImplementedError("video character creation is not supported for fal.ai")
+
+    def transform_video_create_character_response(
+        self,
+        raw_response: httpx.Response,
+        logging_obj: object,
+    ) -> CharacterObject:
+        raise NotImplementedError("video character creation is not supported for fal.ai")
+
+    def transform_video_get_character_request(
+        self,
+        character_id: str,
+        api_base: str,
+        litellm_params: GenericLiteLLMParams,
+        headers: _VideoHeaders,
+    ) -> tuple[str, _VideoParams]:
+        raise NotImplementedError("video character retrieval is not supported for fal.ai")
+
+    def transform_video_get_character_response(
+        self,
+        raw_response: httpx.Response,
+        logging_obj: object,
+    ) -> CharacterObject:
+        raise NotImplementedError("video character retrieval is not supported for fal.ai")
+
+    def transform_video_edit_request(
+        self,
+        prompt: str,
+        video_id: str,
+        api_base: str,
+        litellm_params: GenericLiteLLMParams,
+        headers: _VideoHeaders,
+        video_file: FileContent | None = None,
+        extra_body: Mapping[str, object] | None = None,
+        prefetched_source_data: Mapping[str, object] | None = None,
+    ) -> tuple[str, Mapping[str, object], RequestFiles | None]:
+        raise NotImplementedError("video edit is not supported for fal.ai")
+
+    def transform_video_edit_response(
+        self,
+        raw_response: httpx.Response,
+        logging_obj: object,
+        custom_llm_provider: str | None = None,
+        request_data: Mapping[str, object] | None = None,
+    ) -> VideoObject:
+        raise NotImplementedError("video edit is not supported for fal.ai")
+
+    def transform_video_extension_request(
+        self,
+        prompt: str,
+        video_id: str,
+        seconds: str,
+        api_base: str,
+        litellm_params: GenericLiteLLMParams,
+        headers: _VideoHeaders,
+        extra_body: Mapping[str, object] | None = None,
+    ) -> tuple[str, _VideoParams]:
+        raise NotImplementedError("video extension is not supported for fal.ai")
+
+    def transform_video_extension_response(
+        self,
+        raw_response: httpx.Response,
+        logging_obj: object,
+        custom_llm_provider: str | None = None,
+    ) -> VideoObject:
+        raise NotImplementedError("video extension is not supported for fal.ai")
+
+    def get_error_class(
+        self,
+        error_message: str,
+        status_code: int,
+        headers: _VideoHeaders | httpx.Headers,
+    ) -> BaseLLMException:
+        return FalAIVideoError(status_code=status_code, message=error_message, headers=headers)
diff --git a/litellm/llms/gemini/realtime/transformation.py b/litellm/llms/gemini/realtime/transformation.py
index 79985569c5f..e64cbf88d95 100644
--- a/litellm/llms/gemini/realtime/transformation.py
+++ b/litellm/llms/gemini/realtime/transformation.py
@@ -453,7 +453,7 @@ class GeminiRealtimeConfig(BaseRealtimeConfig):
         return normalized
 
     @staticmethod
-    def _finalize_gemini_live_setup(model: str, setup: dict[str, Any]) -> dict[str, Any]:
+    def _finalize_gemini_live_setup(model: str, setup: dict[str, object]) -> dict[str, object]:
         generation_config: Final = setup.get("generationConfig")
         if isinstance(generation_config, dict):
             modalities: Final = generation_config.get("responseModalities")
@@ -1172,7 +1172,7 @@ class GeminiRealtimeConfig(BaseRealtimeConfig):
     def map_openai_event(
         self,
         key: str,
-        value: Any,
+        value: object,
         current_delta_type: ALL_DELTA_TYPES | None,
     ) -> OpenAIRealtimeEventTypes | ResponsesAPIStreamEvents:
         if isinstance(value, dict):
diff --git a/litellm/llms/jina_ai/embedding/transformation.py b/litellm/llms/jina_ai/embedding/transformation.py
index 26f512979e5..260d9e6e494 100644
--- a/litellm/llms/jina_ai/embedding/transformation.py
+++ b/litellm/llms/jina_ai/embedding/transformation.py
@@ -31,7 +31,7 @@ class JinaAIEmbeddingConfig(BaseEmbeddingConfig):
     def __init__(
         self,
     ) -> None:
-        locals_: Final = locals().copy()
+        locals_: Final[dict[str, object]] = locals().copy()
         for key, value in locals_.items():
             if key != "self" and value is not None:
                 setattr(self.__class__, key, value)
diff --git a/litellm/llms/lemonade/chat/transformation.py b/litellm/llms/lemonade/chat/transformation.py
index 553478aec16..c01ad2a0edd 100644
--- a/litellm/llms/lemonade/chat/transformation.py
+++ b/litellm/llms/lemonade/chat/transformation.py
@@ -170,7 +170,7 @@ class LemonadeChatConfig(OpenAILikeChatConfig):
         model: str,
         api_base: str | None = None,
         api_key: str | None = None,
-    ) -> Any:
+    ) -> dict[str, object]:
         if model.startswith("lemonade/"):
             model = model.split("/", 1)[1]
 
diff --git a/litellm/llms/openai/chat/guardrail_translation/handler.py b/litellm/llms/openai/chat/guardrail_translation/handler.py
index a424177e96c..2b895049743 100644
--- a/litellm/llms/openai/chat/guardrail_translation/handler.py
+++ b/litellm/llms/openai/chat/guardrail_translation/handler.py
@@ -1169,10 +1169,22 @@ class OpenAIChatCompletionsHandler(BaseTranslation):
             choice.index for response in responses_so_far for choice in response.choices
         )
         fragments_by_tool_call: Final = self._function_tool_call_fragments(responses_so_far)
-        if len(stream_choice_indices) != 1 or len(fragments_by_tool_call) != len(post_guardrail_tool_calls):
+        if len(stream_choice_indices) != 1:
             from litellm.proxy.policy_engine.pipeline_executor import UndeliverableStreamRewrite
 
-            raise UndeliverableStreamRewrite(guardrail_name)
+            raise UndeliverableStreamRewrite(
+                guardrail_name,
+                f"the stream carries {len(stream_choice_indices)} choices and tool-call rewrites are only written "
+                "back on single-choice streams",
+            )
+        if len(fragments_by_tool_call) != len(post_guardrail_tool_calls):
+            from litellm.proxy.policy_engine.pipeline_executor import UndeliverableStreamRewrite
+
+            raise UndeliverableStreamRewrite(
+                guardrail_name,
+                f"the guardrail returned {len(post_guardrail_tool_calls)} tool calls for a stream that carried "
+                f"{len(fragments_by_tool_call)}",
+            )
         for before, (name, arguments), fragments in zip(
             pre_guardrail_tool_calls, post_guardrail_tool_calls, fragments_by_tool_call
         ):
diff --git a/litellm/llms/openai/image_edit/transformation.py b/litellm/llms/openai/image_edit/transformation.py
index f55084adbde..d54522597a0 100644
--- a/litellm/llms/openai/image_edit/transformation.py
+++ b/litellm/llms/openai/image_edit/transformation.py
@@ -66,7 +66,7 @@ class OpenAIImageEditConfig(BaseImageEditConfig):
     def _add_image_to_files(
         self,
         files_list: list[tuple[str, Any]],
-        image: Any,
+        image: object,
         field_name: str,
     ) -> None:
         """Add an image to the files list with appropriate content type"""
diff --git a/litellm/llms/openai/responses/guardrail_translation/handler.py b/litellm/llms/openai/responses/guardrail_translation/handler.py
index 5bcae5f608e..1ef1011591e 100644
--- a/litellm/llms/openai/responses/guardrail_translation/handler.py
+++ b/litellm/llms/openai/responses/guardrail_translation/handler.py
@@ -167,6 +167,34 @@ def _tool_call_rewrite(before: _ToolCallShape, after: _ToolCallShape) -> _ToolCa
     return _ToolCallShape(name=after.name if after.name != before.name else None, arguments=after.arguments)
 
 
+def _undeliverable_tool_call_rewrite_reason(
+    call_ids: Sequence[str],
+    tool_call_item_count: int,
+    post_guardrail_tool_call_count: int,
+    unresolved_argument_event: bool,
+    rewritten_call_ids: frozenset[str],
+    event_call_ids: frozenset[str],
+) -> str | None:
+    if len(call_ids) != tool_call_item_count:
+        return (
+            f"{tool_call_item_count - len(call_ids)} of the stream's {tool_call_item_count} tool call items "
+            "carry no call_id"
+        )
+    if len(frozenset(call_ids)) != len(call_ids):
+        return "the stream's tool call items repeat a call_id"
+    if len(call_ids) != post_guardrail_tool_call_count:
+        return (
+            f"the guardrail returned {post_guardrail_tool_call_count} tool calls for the stream's "
+            f"{len(call_ids)} tool call items"
+        )
+    if unresolved_argument_event:
+        return "a tool call argument event names an item_id that no output_item event introduced"
+    missing_call_ids: Final = sorted(rewritten_call_ids - event_call_ids)
+    if missing_call_ids:
+        return f"no stream event carries the rewritten call_id {', '.join(missing_call_ids)}"
+    return None
+
+
 class ResponseOutputEnvelope(TypedDict, total=False):
     """Dict form of a Responses API response, as far as guardrail write-back reads it."""
 
@@ -999,7 +1027,11 @@ class OpenAIResponsesHandler(BaseTranslation):
         ):
             from litellm.proxy.policy_engine.pipeline_executor import UndeliverableStreamRewrite
 
-            raise UndeliverableStreamRewrite(guardrail_name)
+            raise UndeliverableStreamRewrite(
+                guardrail_name,
+                "the scanned text events are not all output_text deltas with an integer output_index and "
+                "content_index, so the text rewrite has nowhere to land",
+            )
         self._sync_stream_events_with_rewrites(
             stream_events=stream_events,
             rewrites_by_position=MappingProxyType(dict(zip(placeable_positions, chain((rewritten_text,), repeat(""))))),
@@ -1106,16 +1138,18 @@ class OpenAIResponsesHandler(BaseTranslation):
             call_id is None and stream_item_field(event, "type") in _TOOL_CALL_PAYLOAD_EVENT_TYPES
             for event, call_id in zip(stream_events, event_call_ids)
         )
-        if (
-            len(call_ids) != len(tool_call_items)
-            or len(frozenset(call_ids)) != len(call_ids)
-            or len(call_ids) != len(post_guardrail_tool_calls)
-            or unresolved_argument_event
-            or not rewrites_by_call_id.keys() <= frozenset(event_call_ids)
-        ):
+        undeliverable_reason: Final = _undeliverable_tool_call_rewrite_reason(
+            call_ids=call_ids,
+            tool_call_item_count=len(tool_call_items),
+            post_guardrail_tool_call_count=len(post_guardrail_tool_calls),
+            unresolved_argument_event=unresolved_argument_event,
+            rewritten_call_ids=frozenset(rewrites_by_call_id),
+            event_call_ids=frozenset(call_id for call_id in event_call_ids if call_id is not None),
+        )
+        if undeliverable_reason is not None:
             from litellm.proxy.policy_engine.pipeline_executor import UndeliverableStreamRewrite
 
-            raise UndeliverableStreamRewrite(guardrail_name)
+            raise UndeliverableStreamRewrite(guardrail_name, undeliverable_reason)
         for output_item, rewrite in (
             (output_item, rewrites_by_call_id[call_id])
             for output_item, call_id in zip(tool_call_items, call_ids)
diff --git a/litellm/llms/openrouter/embedding/transformation.py b/litellm/llms/openrouter/embedding/transformation.py
index 29d0c8c1c56..14b0e462ea7 100644
--- a/litellm/llms/openrouter/embedding/transformation.py
+++ b/litellm/llms/openrouter/embedding/transformation.py
@@ -170,7 +170,9 @@ class OpenrouterEmbeddingConfig(BaseEmbeddingConfig):
                 optional_params[param] = value
         return optional_params
 
-    def get_error_class(self, error_message: str, status_code: int, headers: Any) -> Any:
+    def get_error_class(
+        self, error_message: str, status_code: int, headers: dict[str, str] | httpx.Headers
+    ) -> OpenRouterException:
         """
         Get the error class for OpenRouter errors.
         """
diff --git a/litellm/llms/reducto/common.py b/litellm/llms/reducto/common.py
index 9b9efd24b72..b194590fdb9 100644
--- a/litellm/llms/reducto/common.py
+++ b/litellm/llms/reducto/common.py
@@ -3,6 +3,8 @@ import binascii
 from collections import defaultdict
 from typing import TYPE_CHECKING, Any, Final, NoReturn
 
+import httpx
+
 from litellm.constants import request_timeout
 
 REDUCTO_API_BASE: Final = "https://platform.reducto.ai"
@@ -62,7 +64,7 @@ def extract_file_id_or_bytes(
     return None, raw_bytes, mime
 
 
-def _extract_file_id_from_upload_response(response: Any) -> str:
+def _extract_file_id_from_upload_response(response: httpx.Response) -> str:
     try:
         payload: Final = response.json()
     except ValueError as exc:
diff --git a/litellm/llms/runwayml/text_to_speech/transformation.py b/litellm/llms/runwayml/text_to_speech/transformation.py
index 19e6d8ff494..6769accc1d6 100644
--- a/litellm/llms/runwayml/text_to_speech/transformation.py
+++ b/litellm/llms/runwayml/text_to_speech/transformation.py
@@ -78,7 +78,7 @@ class RunwayMLTextToSpeechConfig(BaseTextToSpeechConfig):
         aspeech: bool,
         api_base: str | None,
         api_key: str | None,
-        **kwargs: Any,
+        **kwargs: object,
     ) -> Union[
         "HttpxBinaryResponseContent",
         Coroutine[object, object, "HttpxBinaryResponseContent"],
diff --git a/litellm/llms/vercel_ai_gateway/embedding/transformation.py b/litellm/llms/vercel_ai_gateway/embedding/transformation.py
index 3f228c0881d..fc9c6bcc19f 100644
--- a/litellm/llms/vercel_ai_gateway/embedding/transformation.py
+++ b/litellm/llms/vercel_ai_gateway/embedding/transformation.py
@@ -11,6 +11,7 @@ from typing import TYPE_CHECKING, Any, Final
 
 import httpx
 
+from litellm.llms.base_llm.chat.transformation import BaseLLMException
 from litellm.llms.base_llm.embedding.transformation import BaseEmbeddingConfig
 from litellm.secret_managers.main import get_secret_str
 from litellm.types.llms.openai import AllEmbeddingInputValues
@@ -160,7 +161,7 @@ class VercelAIGatewayEmbeddingConfig(BaseEmbeddingConfig):
                 optional_params[param] = value
         return optional_params
 
-    def get_error_class(self, error_message: str, status_code: int, headers: Any) -> Any:
+    def get_error_class(self, error_message: str, status_code: int, headers: Any) -> BaseLLMException:
         """
         Get the error class for Vercel AI Gateway errors.
         """
diff --git a/litellm/llms/vertex_ai/agent_engine/transformation.py b/litellm/llms/vertex_ai/agent_engine/transformation.py
index e430d9e2280..c5ca9f38144 100644
--- a/litellm/llms/vertex_ai/agent_engine/transformation.py
+++ b/litellm/llms/vertex_ai/agent_engine/transformation.py
@@ -205,7 +205,7 @@ class VertexAgentEngineConfig(BaseConfig, VertexBase):
         session_id: Final = self._get_session_id(optional_params)
 
         # Build the input
-        input_data: Final[dict[str, Any]] = {
+        input_data: Final[dict[str, str]] = {
             "message": prompt,
             "user_id": user_id,
         }
diff --git a/litellm/llms/vertex_ai/files/transformation.py b/litellm/llms/vertex_ai/files/transformation.py
index 85ec2911464..80d32289c94 100644
--- a/litellm/llms/vertex_ai/files/transformation.py
+++ b/litellm/llms/vertex_ai/files/transformation.py
@@ -651,7 +651,7 @@ def _openai_batch_jsonl_entry_to_vertex_embeddings_rows(
 
 def _openai_batch_jsonl_entry_to_vertex_rows(
     openai_entry: dict[str, Any],
-    map_openai_to_vertex_params: Callable[[dict[str, Any]], dict[str, Any]],
+    map_openai_to_vertex_params: Callable[[dict[str, Any]], dict[str, object]],
 ) -> tuple[Mapping[str, object], ...]:
     """
     Transforms a single OpenAI JSONL batch entry into the Vertex rows it maps to.
@@ -774,7 +774,7 @@ class _OpenAIToVertexBatchUploadStream(BaseFileUploadStream):
     def __init__(
         self,
         openai_file_content: FileTypes,
-        map_openai_to_vertex_params: Callable[[dict[str, Any]], dict[str, Any]],
+        map_openai_to_vertex_params: Callable[[dict[str, Any]], dict[str, object]],
     ) -> None:
         self._openai_file_content = openai_file_content
         self._map_openai_to_vertex_params = map_openai_to_vertex_params
@@ -948,7 +948,7 @@ class VertexAIFilesConfig(VertexBase, BaseFilesConfig):
     def _map_openai_to_vertex_params(
         self,
         openai_request_body: dict[str, Any],
-    ) -> dict[str, Any]:
+    ) -> dict[str, object]:
         """
         wrapper to call VertexGeminiConfig.map_openai_params
         """
diff --git a/litellm/llms/vertex_ai/gemini_embeddings/batch_embed_content_handler.py b/litellm/llms/vertex_ai/gemini_embeddings/batch_embed_content_handler.py
index f81d4ca777e..c6ac87d646b 100644
--- a/litellm/llms/vertex_ai/gemini_embeddings/batch_embed_content_handler.py
+++ b/litellm/llms/vertex_ai/gemini_embeddings/batch_embed_content_handler.py
@@ -3,7 +3,7 @@ Google AI Studio /batchEmbedContents Embeddings Endpoint
 """
 
 import json
-from typing import TYPE_CHECKING, Any, Final, Literal
+from typing import TYPE_CHECKING, Final, Literal
 
 import httpx
 
@@ -210,7 +210,7 @@ class GoogleBatchEmbeddings(VertexLLM):
             )
 
         ### TRANSFORMATION (sync path) ###
-        request_data: Any
+        request_data: VertexAIBatchEmbeddingsRequestBody | dict[str, object]
         if use_embed_content:
             resolved_files = {}
             if api_key:
diff --git a/litellm/llms/vertex_ai/vertex_ai_non_gemini.py b/litellm/llms/vertex_ai/vertex_ai_non_gemini.py
index 1c582c7c376..a7a1ea8d88d 100644
--- a/litellm/llms/vertex_ai/vertex_ai_non_gemini.py
+++ b/litellm/llms/vertex_ai/vertex_ai_non_gemini.py
@@ -64,7 +64,7 @@ def _get_client_from_cache(client_cache_key: str):
     return litellm.in_memory_llm_clients_cache.get_cache(client_cache_key)
 
 
-def _set_client_in_cache(client_cache_key: str, vertex_llm_model: Any):
+def _set_client_in_cache(client_cache_key: str, vertex_llm_model: object):
     litellm.in_memory_llm_clients_cache.set_cache(
         key=client_cache_key,
         value=vertex_llm_model,
diff --git a/litellm/llms/watsonx/audio_transcription/transformation.py b/litellm/llms/watsonx/audio_transcription/transformation.py
index 7d1aba63428..2169b9bf49a 100644
--- a/litellm/llms/watsonx/audio_transcription/transformation.py
+++ b/litellm/llms/watsonx/audio_transcription/transformation.py
@@ -4,7 +4,7 @@ Translates from OpenAI's `/v1/audio/transcriptions` to IBM WatsonX's `/ml/v1/aud
 WatsonX follows the OpenAI spec for audio transcription.
 """
 
-from typing import Any, Final
+from typing import Final
 
 from httpx import Response
 
@@ -124,7 +124,7 @@ class IBMWatsonXAudioTranscriptionConfig(IBMWatsonXMixin, OpenAIWhisperAudioTran
         }
 
         # Convert TypedDict to regular dict for AudioTranscriptionRequestData
-        form_data_dict: Final[dict[str, Any]] = dict(form_data)
+        form_data_dict: Final[dict[str, object]] = dict(form_data)
 
         return AudioTranscriptionRequestData(data=form_data_dict, files=files)
 
diff --git a/litellm/main.py b/litellm/main.py
index 34410f9497c..b1aaf5c5dab 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -8759,6 +8759,39 @@ def _stamp_streaming_usage_cost(usage: Usage, response: ModelResponse, logging_o
         setattr(usage, "cost", computed_cost)
 
 
+_NON_TEXT_DELTA_FIELDS: Final = (
+    "tool_calls",
+    "function_call",
+    "reasoning_content",
+    "thinking_blocks",
+    "annotations",
+    "audio",
+    "images",
+    "provider_specific_fields",
+)
+
+
+def _stream_choice_delta(choice: object) -> Mapping[str, object]:
+    delta: Final = choice.get("delta", {}) if isinstance(choice, dict) else getattr(choice, "delta", {})
+    if isinstance(delta, Mapping):
+        return delta
+    if isinstance(delta, BaseModel):
+        return delta.model_dump()
+    return {}
+
+
+def _delta_carries_more_than_text(delta: Mapping[str, object]) -> bool:
+    return any(delta.get(field) is not None for field in _NON_TEXT_DELTA_FIELDS)
+
+
+def _simple_text_part(choices: Sequence[object]) -> str | None:
+    deltas: Final = tuple(_stream_choice_delta(choice) for choice in choices)
+    if any(_delta_carries_more_than_text(delta) for delta in deltas):
+        return None
+    content: Final = deltas[0].get("content")
+    return content if isinstance(content, str) else ""
+
+
 def stream_chunk_builder(
     chunks: list,
     messages: Sequence | None = None,
@@ -8803,31 +8836,11 @@ def stream_chunk_builder(
             if not chunk.get("choices"):
                 continue
 
-            choice = chunk["choices"][0]
-            delta_obj = choice.get("delta", {}) if isinstance(choice, dict) else getattr(choice, "delta", {})
-            if isinstance(delta_obj, dict):
-                delta = delta_obj
-            elif hasattr(delta_obj, "model_dump"):
-                delta = cast(dict[str, Any], delta_obj.model_dump())
-            else:
-                delta = {}
-
-            if (
-                delta.get("tool_calls") is not None
-                or delta.get("function_call") is not None
-                or delta.get("reasoning_content") is not None
-                or delta.get("thinking_blocks") is not None
-                or delta.get("annotations") is not None
-                or delta.get("audio") is not None
-                or delta.get("images") is not None
-                or delta.get("provider_specific_fields") is not None
-            ):
+            if (part := _simple_text_part(chunk["choices"])) is None:
                 is_simple_text_stream = False
                 break
-
-            content = delta.get("content")
-            if isinstance(content, str) and content:
-                simple_content_parts.append(content)
+            if part:
+                simple_content_parts.append(part)
 
         if is_simple_text_stream:
             if simple_content_parts:
@@ -8864,9 +8877,10 @@ def stream_chunk_builder(
         tool_call_chunks: Final = [
             chunk
             for chunk in chunks
-            if chunk.get("choices")
-            and "tool_calls" in chunk["choices"][0]["delta"]
-            and chunk["choices"][0]["delta"]["tool_calls"] is not None
+            if any(
+                "tool_calls" in choice["delta"] and choice["delta"]["tool_calls"] is not None
+                for choice in chunk.get("choices") or ()
+            )
         ]
 
         if len(tool_call_chunks) > 0:
diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index 4b0f5e8b49a..5755c1e7f9b 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -1327,7 +1327,7 @@
         "bedrock_output_config_effort_ceiling": "xhigh",
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 2048,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "anthropic.claude-mythos-preview": {
         "input_cost_per_token": 0,
@@ -1381,7 +1381,7 @@
         "bedrock_output_config_effort_ceiling": "xhigh",
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 2048,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "us.anthropic.claude-opus-4-7": {
         "bedrock_converse_supports_strict_tools": false,
@@ -1419,7 +1419,7 @@
         "bedrock_output_config_effort_ceiling": "xhigh",
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 2048,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "eu.anthropic.claude-opus-4-7": {
         "bedrock_converse_supports_strict_tools": false,
@@ -1531,7 +1531,7 @@
         "bedrock_output_config_effort_ceiling": "xhigh",
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 512,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "anthropic.claude-fable-5-1": {
         "cache_creation_input_token_cost": 1.25e-05,
@@ -1570,7 +1570,7 @@
         "bedrock_output_config_effort_ceiling": "xhigh",
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 512,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "global.anthropic.claude-fable-5": {
         "cache_creation_input_token_cost": 1.25e-05,
@@ -1608,7 +1608,7 @@
         "bedrock_output_config_effort_ceiling": "xhigh",
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 512,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "global.anthropic.claude-fable-5-1": {
         "cache_creation_input_token_cost": 1.25e-05,
@@ -1647,7 +1647,7 @@
         "bedrock_output_config_effort_ceiling": "xhigh",
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 512,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "us.anthropic.claude-fable-5": {
         "cache_creation_input_token_cost": 1.375e-05,
@@ -1685,7 +1685,7 @@
         "bedrock_output_config_effort_ceiling": "xhigh",
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 512,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "us.anthropic.claude-fable-5-1": {
         "cache_creation_input_token_cost": 1.375e-05,
@@ -1724,7 +1724,7 @@
         "bedrock_output_config_effort_ceiling": "xhigh",
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 512,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "eu.anthropic.claude-fable-5": {
         "cache_creation_input_token_cost": 1.375e-05,
@@ -1837,7 +1837,7 @@
         "supports_output_config": true,
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 512,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "global.anthropic.claude-opus-5": {
         "bedrock_converse_supports_strict_tools": false,
@@ -1875,7 +1875,7 @@
         "supports_output_config": true,
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 512,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "us.anthropic.claude-opus-5": {
         "bedrock_converse_supports_strict_tools": false,
@@ -1913,7 +1913,7 @@
         "supports_output_config": true,
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 512,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "eu.anthropic.claude-opus-5": {
         "bedrock_converse_supports_strict_tools": false,
@@ -2063,7 +2063,7 @@
         "bedrock_output_config_effort_ceiling": "xhigh",
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 1024,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "global.anthropic.claude-opus-4-8": {
         "bedrock_converse_supports_strict_tools": false,
@@ -2102,7 +2102,7 @@
         "bedrock_output_config_effort_ceiling": "xhigh",
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 1024,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "us.anthropic.claude-opus-4-8": {
         "bedrock_converse_supports_strict_tools": false,
@@ -2141,7 +2141,7 @@
         "bedrock_output_config_effort_ceiling": "xhigh",
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 1024,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "eu.anthropic.claude-opus-4-8": {
         "bedrock_converse_supports_strict_tools": false,
@@ -2329,7 +2329,7 @@
         "bedrock_output_config_effort_ceiling": "xhigh",
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 1024,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "global.anthropic.claude-sonnet-5": {
         "bedrock_converse_supports_strict_tools": false,
@@ -2368,7 +2368,7 @@
         "bedrock_output_config_effort_ceiling": "xhigh",
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 1024,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "us.anthropic.claude-sonnet-5": {
         "bedrock_converse_supports_strict_tools": false,
@@ -2407,7 +2407,7 @@
         "bedrock_output_config_effort_ceiling": "xhigh",
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 1024,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "eu.anthropic.claude-sonnet-5": {
         "bedrock_converse_supports_strict_tools": false,
@@ -2556,7 +2556,7 @@
         "supports_output_config": true,
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 1024,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "global.anthropic.claude-sonnet-4-6": {
         "supports_adaptive_thinking": true,
@@ -2591,7 +2591,7 @@
         "supports_output_config": true,
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 1024,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "us.anthropic.claude-sonnet-4-6": {
         "supports_adaptive_thinking": true,
@@ -2626,7 +2626,7 @@
         "supports_output_config": true,
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 1024,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "eu.anthropic.claude-sonnet-4-6": {
         "supports_adaptive_thinking": true,
@@ -3740,6 +3740,21 @@
         "supports_vision": true,
         "supports_web_search": true
     },
+    "azure_ai/gpt-image-2": {
+        "cache_read_input_image_token_cost": 2e-06,
+        "cache_read_input_token_cost": 1.25e-06,
+        "input_cost_per_image_token": 8e-06,
+        "input_cost_per_token": 5e-06,
+        "litellm_provider": "azure_ai",
+        "mode": "image_generation",
+        "output_cost_per_image_token": 3e-05,
+        "source": "https://azure.microsoft.com/en-us/pricing/details/cognitive-services/openai-service/",
+        "supported_endpoints": [
+            "/v1/images/generations",
+            "/v1/images/edits"
+        ],
+        "supports_vision": true
+    },
     "azure_ai/codex-mini": {
         "cache_read_input_token_cost": 3.75e-07,
         "deprecation_date": "2026-11-15",
@@ -11159,6 +11174,20 @@
         ],
         "deprecation_date": "2026-10-01"
     },
+    "azure_ai/MAI-Image-2.5-Pro": {
+        "deprecation_date": "2026-10-01",
+        "input_cost_per_image_token": 8e-06,
+        "input_cost_per_token": 5e-06,
+        "litellm_provider": "azure_ai",
+        "mode": "image_generation",
+        "output_cost_per_image": 0.1085,
+        "output_cost_per_image_token": 0.000106,
+        "source": "https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/introducing-mai-image-2-5-pro-and-mai-voice-2-flash-in-microsoft-foundry/4539446",
+        "supported_endpoints": [
+            "/v1/images/generations",
+            "/v1/images/edits"
+        ]
+    },
     "azure_ai/MAI-Image-2e": {
         "deprecation_date": "2026-08-15",
         "input_cost_per_token": 5e-06,
@@ -21888,6 +21917,7 @@
         "supports_tool_choice": true
     },
     "deepseek/deepseek-coder": {
+        "cache_read_input_token_cost": 1.4e-08,
         "input_cost_per_token": 1.4e-07,
         "input_cost_per_token_cache_hit": 1.4e-08,
         "litellm_provider": "deepseek",
@@ -21902,6 +21932,7 @@
         "supports_tool_choice": true
     },
     "deepseek/deepseek-r1": {
+        "cache_read_input_token_cost": 1.4e-07,
         "input_cost_per_token": 5.5e-07,
         "input_cost_per_token_cache_hit": 1.4e-07,
         "litellm_provider": "deepseek",
@@ -21957,6 +21988,7 @@
         "supports_tool_choice": true
     },
     "deepseek/deepseek-v3.2": {
+        "cache_read_input_token_cost": 2.8e-08,
         "input_cost_per_token": 2.8e-07,
         "input_cost_per_token_cache_hit": 2.8e-08,
         "litellm_provider": "deepseek",
@@ -21987,16 +22019,19 @@
     "deepseek.v3.2": {
         "input_cost_per_token": 6.2e-07,
         "litellm_provider": "bedrock_converse",
-        "max_input_tokens": 163840,
-        "max_output_tokens": 163840,
-        "max_tokens": 163840,
+        "max_input_tokens": 164000,
+        "max_output_tokens": 8000,
+        "max_tokens": 8000,
         "mode": "chat",
         "output_cost_per_token": 1.85e-06,
         "supports_function_calling": true,
         "supports_reasoning": true,
         "supports_native_structured_output": true,
         "supports_tool_choice": true,
-        "source": "https://aws.amazon.com/bedrock/pricing/"
+        "source": "https://aws.amazon.com/bedrock/pricing/",
+        "supports_audio_input": false,
+        "supports_response_schema": true,
+        "supports_vision": false
     },
     "dolphin": {
         "input_cost_per_token": 5e-07,
@@ -22801,6 +22836,127 @@
             "/v1/images/generations"
         ]
     },
+    "fal_ai/bytedance/seedance-2.5/text-to-video": {
+        "litellm_provider": "fal_ai",
+        "mode": "video_generation",
+        "output_cost_per_second": 0.473,
+        "output_cost_per_second_480p": 0.2205,
+        "output_cost_per_second_720p": 0.473,
+        "source": "https://fal.ai/models/bytedance/seedance-2.5/text-to-video",
+        "supported_endpoints": [
+            "/v1/videos"
+        ],
+        "supported_modalities": [
+            "text"
+        ],
+        "supported_output_modalities": [
+            "video"
+        ]
+    },
+    "fal_ai/bytedance/seedance-2.5/image-to-video": {
+        "litellm_provider": "fal_ai",
+        "mode": "video_generation",
+        "output_cost_per_second": 0.473,
+        "output_cost_per_second_480p": 0.2205,
+        "output_cost_per_second_720p": 0.473,
+        "source": "https://fal.ai/models/bytedance/seedance-2.5/image-to-video",
+        "supported_endpoints": [
+            "/v1/videos"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "video"
+        ]
+    },
+    "fal_ai/bytedance/seedance-2.5/reference-to-video": {
+        "litellm_provider": "fal_ai",
+        "mode": "video_generation",
+        "output_cost_per_second": 0.473,
+        "output_cost_per_second_480p": 0.2205,
+        "output_cost_per_second_720p": 0.473,
+        "source": "https://fal.ai/models/bytedance/seedance-2.5/reference-to-video",
+        "supported_endpoints": [
+            "/v1/videos"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "video"
+        ]
+    },
+    "fal_ai/bytedance/seedance-2.0/text-to-video": {
+        "litellm_provider": "fal_ai",
+        "mode": "video_generation",
+        "output_cost_per_second": 0.3034,
+        "output_cost_per_second_480p": 0.1346,
+        "output_cost_per_second_720p": 0.3034,
+        "output_cost_per_second_1080p": 0.682,
+        "output_cost_per_second_4k": 1.5552,
+        "source": "https://fal.ai/models/bytedance/seedance-2.0/text-to-video",
+        "metadata": {
+            "comment": "fal bills $0.014 per 1k tokens (480p/720p/1080p) and $0.008 per 1k tokens (4k) with tokens = h*w*seconds*24/1024; 480p and 4k rates derived from that formula at 854x480 and 3840x2160"
+        },
+        "supported_endpoints": [
+            "/v1/videos"
+        ],
+        "supported_modalities": [
+            "text"
+        ],
+        "supported_output_modalities": [
+            "video"
+        ]
+    },
+    "fal_ai/bytedance/seedance-2.0/image-to-video": {
+        "litellm_provider": "fal_ai",
+        "mode": "video_generation",
+        "output_cost_per_second": 0.3034,
+        "output_cost_per_second_480p": 0.1346,
+        "output_cost_per_second_720p": 0.3034,
+        "output_cost_per_second_1080p": 0.682,
+        "output_cost_per_second_4k": 1.5552,
+        "source": "https://fal.ai/models/bytedance/seedance-2.0/image-to-video",
+        "metadata": {
+            "comment": "fal bills $0.014 per 1k tokens (480p/720p/1080p) and $0.008 per 1k tokens (4k) with tokens = h*w*seconds*24/1024; 480p and 4k rates derived from that formula at 854x480 and 3840x2160"
+        },
+        "supported_endpoints": [
+            "/v1/videos"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "video"
+        ]
+    },
+    "fal_ai/bytedance/seedance-2.0/reference-to-video": {
+        "litellm_provider": "fal_ai",
+        "mode": "video_generation",
+        "output_cost_per_second": 0.3034,
+        "output_cost_per_second_480p": 0.1346,
+        "output_cost_per_second_720p": 0.3034,
+        "output_cost_per_second_1080p": 0.682,
+        "output_cost_per_second_4k": 1.5552,
+        "source": "https://fal.ai/models/bytedance/seedance-2.0/reference-to-video",
+        "metadata": {
+            "comment": "fal bills $0.014 per 1k tokens (480p/720p/1080p) and $0.008 per 1k tokens (4k) with tokens = h*w*seconds*24/1024; 480p and 4k rates derived from that formula at 854x480 and 3840x2160"
+        },
+        "supported_endpoints": [
+            "/v1/videos"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "video"
+        ]
+    },
     "fal_ai/fal-ai/ideogram/v3": {
         "litellm_provider": "fal_ai",
         "mode": "image_generation",
@@ -23675,6 +23831,25 @@
         "supports_tool_choice": true,
         "supports_vision": false
     },
+    "fireworks_ai/deepseek-v4-pro-0813": {
+        "cache_read_input_token_cost": 4.4e-08,
+        "cache_read_input_token_cost_priority": 5.5e-08,
+        "input_cost_per_token": 1.32e-06,
+        "input_cost_per_token_priority": 1.65e-06,
+        "litellm_provider": "fireworks_ai",
+        "max_input_tokens": 1048576,
+        "max_output_tokens": 131072,
+        "max_tokens": 131072,
+        "mode": "chat",
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@@ -47067,7 +47366,7 @@
         "mode": "chat",
         "output_cost_per_token": 3e-05,
         "prompt_cache_min_tokens": 1024,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json",
+        "source": "https://aws.amazon.com/bedrock/pricing/",
         "supports_adaptive_thinking": true,
         "supports_assistant_prefill": false,
         "supports_computer_use": true,
@@ -47100,7 +47399,7 @@
         "mode": "chat",
         "output_cost_per_token": 3e-05,
         "prompt_cache_min_tokens": 512,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json",
+        "source": "https://aws.amazon.com/bedrock/pricing/",
         "supports_adaptive_thinking": true,
         "supports_assistant_prefill": false,
         "supports_computer_use": true,
@@ -47151,7 +47450,7 @@
         "bedrock_output_config_effort_ceiling": "xhigh",
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 512,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "us-gov.nvidia.nemotron-nano-3-30b": {
         "input_cost_per_token": 7.2e-08,
@@ -52707,6 +53006,27 @@
         "supports_vision": true,
         "supports_web_search": true
     },
+    "xai/grok-4.7": {
+        "cache_read_input_token_cost": 5e-07,
+        "cache_read_input_token_cost_above_200k_tokens": 1e-06,
+        "input_cost_per_token": 2e-06,
+        "input_cost_per_token_above_200k_tokens": 4e-06,
+        "litellm_provider": "xai",
+        "max_input_tokens": 500000,
+        "max_output_tokens": 500000,
+        "max_tokens": 500000,
+        "mode": "chat",
+        "output_cost_per_token": 6e-06,
+        "output_cost_per_token_above_200k_tokens": 1.2e-05,
+        "source": "https://docs.x.ai/developers/models",
+        "supports_function_calling": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true
+    },
     "xai/grok-code-fast": {
         "cache_read_input_token_cost": 2e-07,
         "input_cost_per_token": 1e-06,
@@ -64090,6 +64410,25 @@
         "supports_tool_choice": true,
         "supports_vision": false
     },
+    "fireworks_ai/glm-5p3": {
+        "cache_read_input_token_cost": 2.6e-07,
+        "cache_read_input_token_cost_priority": 3.25e-07,
+        "input_cost_per_token": 1.4e-06,
+        "input_cost_per_token_priority": 1.75e-06,
+        "litellm_provider": "fireworks_ai",
+        "max_input_tokens": 1048576,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "output_cost_per_token": 4.4e-06,
+        "output_cost_per_token_priority": 5.5e-06,
+        "source": "https://api.fireworks.ai/v1/serverless/models",
+        "supports_function_calling": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_tool_choice": true,
+        "supports_vision": false
+    },
     "fireworks_ai/accounts/fireworks/routers/glm-5p3-fast": {
         "cache_read_input_token_cost": 3.9e-07,
         "input_cost_per_token": 2.1e-06,
@@ -64137,6 +64476,23 @@
         "supports_tool_choice": true,
         "supports_vision": true
     },
+    "fireworks_ai/glm-5p3-flash": {
+        "cache_read_input_token_cost": 3e-08,
+        "cache_read_input_token_cost_priority": 3.75e-08,
+        "input_cost_per_token": 1.5e-07,
+        "input_cost_per_token_priority": 1.875e-07,
+        "litellm_provider": "fireworks_ai",
+        "max_input_tokens": 1048576,
+        "max_tokens": 1048576,
+        "mode": "chat",
+        "output_cost_per_token": 5e-07,
+        "output_cost_per_token_priority": 6.25e-07,
+        "source": "https://api.fireworks.ai/v1/serverless/models",
+        "supports_function_calling": true,
+        "supports_response_schema": true,
+        "supports_tool_choice": true,
+        "supports_vision": true
+    },
     "fireworks_ai/accounts/fireworks/models/inkling": {
         "cache_read_input_token_cost": 1.7e-07,
         "input_cost_per_token": 1e-06,
@@ -64177,12 +64533,12 @@
         "supports_tool_choice": true
     },
     "together_ai/Qwen/Qwen3.8-Flash": {
-        "input_cost_per_token": 1.5e-07,
+        "input_cost_per_token": 9e-08,
         "litellm_provider": "together_ai",
         "max_input_tokens": 1000000,
         "max_tokens": 1000000,
         "mode": "chat",
-        "output_cost_per_token": 4.7e-07,
+        "output_cost_per_token": 2.82e-07,
         "source": "https://api.together.ai/v1/models"
     },
     "together_ai/moonshotai/Kimi-K2.6": {
@@ -65639,7 +65995,7 @@
         "thinking_always_on": true,
         "source": "https://openrouter.ai/api/v1/models",
         "supports_function_calling": true,
-        "supports_tool_choice": false,
+        "supports_tool_choice": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_vision": true,
@@ -66405,13 +66761,13 @@
         "supports_web_search": false
     },
     "openrouter/z-ai/glm-5.3-flash": {
-        "input_cost_per_token": 9e-08,
-        "output_cost_per_token": 3e-07,
-        "cache_read_input_token_cost": 1.8e-08,
+        "input_cost_per_token": 7.5e-08,
+        "output_cost_per_token": 2.5e-07,
+        "cache_read_input_token_cost": 2e-08,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1310720,
-        "max_output_tokens": 131072,
-        "max_tokens": 131072,
+        "max_output_tokens": 102400,
+        "max_tokens": 102400,
         "mode": "chat",
         "source": "https://openrouter.ai/api/v1/models",
         "supports_audio_input": false,
@@ -66425,13 +66781,13 @@
         "supports_web_search": false
     },
     "openrouter/deepseek/deepseek-v4-flash-vision-exp": {
-        "input_cost_per_token": 2.156e-07,
-        "output_cost_per_token": 6.468e-07,
-        "cache_read_input_token_cost": 6.86e-09,
+        "input_cost_per_token": 2.2e-07,
+        "output_cost_per_token": 6.6e-07,
+        "cache_read_input_token_cost": 7e-09,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
-        "max_output_tokens": 262144,
-        "max_tokens": 262144,
+        "max_output_tokens": 943718,
+        "max_tokens": 943718,
         "mode": "chat",
         "source": "https://openrouter.ai/api/v1/models",
         "supports_audio_input": false,
@@ -66466,9 +66822,9 @@
         "supports_web_search": false
     },
     "openrouter/qwen/qwen3.8-27b": {
-        "input_cost_per_token": 2.14e-07,
-        "output_cost_per_token": 2.55e-06,
-        "cache_read_input_token_cost": 1.5e-07,
+        "input_cost_per_token": 4.2e-07,
+        "output_cost_per_token": 3e-06,
+        "cache_read_input_token_cost": 8.5e-08,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1000000,
         "max_output_tokens": 131072,
@@ -66565,7 +66921,7 @@
     },
     "openrouter/deepseek/deepseek-v4-flash-0731": {
         "input_cost_per_token": 4e-08,
-        "output_cost_per_token": 8e-08,
+        "output_cost_per_token": 1.6e-07,
         "cache_read_input_token_cost": 1.6e-08,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1310720,
@@ -66649,9 +67005,9 @@
         "supports_web_search": false
     },
     "openrouter/moonshotai/kimi-k3": {
-        "input_cost_per_token": 1.7e-06,
-        "output_cost_per_token": 8.5e-06,
-        "cache_read_input_token_cost": 1.7e-07,
+        "input_cost_per_token": 3e-06,
+        "output_cost_per_token": 1.5e-05,
+        "cache_read_input_token_cost": 3e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
         "max_output_tokens": 943718,
@@ -66772,9 +67128,9 @@
         "supports_web_search": true
     },
     "openrouter/z-ai/glm-5.2": {
-        "input_cost_per_token": 5.544e-07,
-        "output_cost_per_token": 1.7424e-06,
-        "cache_read_input_token_cost": 1.0296e-07,
+        "input_cost_per_token": 6.496e-07,
+        "output_cost_per_token": 2.0416e-06,
+        "cache_read_input_token_cost": 1.2064e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
         "max_output_tokens": 131072,
@@ -67030,8 +67386,8 @@
         "supports_web_search": false
     },
     "openrouter/qwen/qwen3.6-35b-a3b": {
-        "input_cost_per_token": 1e-07,
-        "output_cost_per_token": 9e-07,
+        "input_cost_per_token": 1.5e-07,
+        "output_cost_per_token": 1e-06,
         "cache_read_input_token_cost": 5e-08,
         "litellm_provider": "openrouter",
         "max_input_tokens": 262144,
@@ -67134,9 +67490,9 @@
         "supports_web_search": true
     },
     "openrouter/deepseek/deepseek-v4-flash": {
-        "input_cost_per_token": 4.032e-08,
-        "output_cost_per_token": 8.064e-08,
-        "cache_read_input_token_cost": 8.064e-09,
+        "input_cost_per_token": 5.544e-08,
+        "output_cost_per_token": 1.1088e-07,
+        "cache_read_input_token_cost": 1.1088e-08,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
         "max_output_tokens": 384000,
@@ -67392,8 +67748,8 @@
         "output_cost_per_token": 1.5e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 262144,
-        "max_output_tokens": 235929,
-        "max_tokens": 235929,
+        "max_output_tokens": 32768,
+        "max_tokens": 32768,
         "mode": "chat",
         "source": "https://openrouter.ai/api/v1/models",
         "supports_audio_input": false,
@@ -67949,6 +68305,7 @@
         "input_cost_per_token": 2.7e-07,
         "output_cost_per_token": 1e-06,
         "cache_read_input_token_cost": 1.35e-07,
+        "deprecation_date": "2026-09-28",
         "litellm_provider": "openrouter",
         "max_input_tokens": 163840,
         "max_output_tokens": 32768,
@@ -68491,8 +68848,8 @@
         "supports_web_search": true
     },
     "openrouter/meta-llama/llama-4-maverick": {
-        "input_cost_per_token": 1.875e-07,
-        "output_cost_per_token": 6.525e-07,
+        "input_cost_per_token": 2e-07,
+        "output_cost_per_token": 8e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
         "max_output_tokens": 16384,
@@ -68690,6 +69047,7 @@
         "supports_web_search": false
     },
     "openrouter/deepseek/deepseek-r1-distill-llama-70b": {
+        "deprecation_date": "2026-09-28",
         "input_cost_per_token": 8e-07,
         "output_cost_per_token": 8e-07,
         "litellm_provider": "openrouter",
@@ -71098,7 +71456,7 @@
         "supports_prompt_caching": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
-        "supports_tool_choice": false,
+        "supports_tool_choice": true,
         "supports_vision": true,
         "supports_web_search": true
     },
@@ -71169,14 +71527,15 @@
         "supports_web_search": true
     },
     "openrouter/~deepseek/deepseek-flash-latest": {
-        "cache_read_input_token_cost": 2.6e-09,
-        "input_cost_per_token": 1.3e-07,
+        "cache_read_input_token_cost": 6e-09,
+        "input_cost_per_token": 3e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
-        "max_output_tokens": 943718,
-        "max_tokens": 943718,
+        "max_output_tokens": 384000,
+        "max_tokens": 384000,
         "mode": "chat",
-        "output_cost_per_token": 5.2e-07,
+        "off_peak_pricing": {"windows":[{"weekdays":["saturday","sunday"],"hours_utc":"00:00-00:00"},{"weekdays":["monday","tuesday","wednesday","thursday","friday"],"hours_utc":"00:00-01:00"},{"weekdays":["monday","tuesday","wednesday","thursday","friday"],"hours_utc":"04:00-06:00"},{"weekdays":["monday","tuesday","wednesday","thursday","friday"],"hours_utc":"10:00-00:00"}],"input_cost_per_token":1.5e-7,"output_cost_per_token":6e-7,"cache_read_input_token_cost":3e-9},
+        "output_cost_per_token": 1.2e-06,
         "source": "https://openrouter.ai/api/v1/models",
         "supports_audio_input": false,
         "supports_function_calling": true,
@@ -71189,14 +71548,15 @@
         "supports_web_search": false
     },
     "openrouter/~deepseek/deepseek-pro-latest": {
-        "cache_read_input_token_cost": 1.8396e-08,
-        "input_cost_per_token": 5.7816e-07,
+        "cache_read_input_token_cost": 1.8102e-08,
+        "input_cost_per_token": 5.6892e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
         "max_output_tokens": 393216,
         "max_tokens": 393216,
         "mode": "chat",
-        "output_cost_per_token": 1.73448e-06,
+        "off_peak_pricing": {"windows":[{"weekdays":["saturday","sunday"],"hours_utc":"00:00-00:00"},{"weekdays":["monday","tuesday","wednesday","thursday","friday"],"hours_utc":"00:00-01:00"},{"weekdays":["monday","tuesday","wednesday","thursday","friday"],"hours_utc":"04:00-06:00"},{"weekdays":["monday","tuesday","wednesday","thursday","friday"],"hours_utc":"10:00-00:00"}],"input_cost_per_token":5.6892e-7,"output_cost_per_token":0.00000170676,"cache_read_input_token_cost":1.8102e-8},
+        "output_cost_per_token": 1.70676e-06,
         "source": "https://openrouter.ai/api/v1/models",
         "supports_audio_input": false,
         "supports_function_calling": true,
@@ -71216,7 +71576,7 @@
         "max_output_tokens": 943718,
         "max_tokens": 943718,
         "mode": "chat",
-        "output_cost_per_token": 8e-08,
+        "output_cost_per_token": 1.6e-07,
         "source": "https://openrouter.ai/api/v1/models",
         "supports_audio_input": false,
         "supports_function_calling": true,
@@ -71278,14 +71638,14 @@
         "supports_web_search": true
     },
     "openrouter/~moonshotai/kimi-latest": {
-        "cache_read_input_token_cost": 1.7e-07,
-        "input_cost_per_token": 1.7e-06,
+        "cache_read_input_token_cost": 3e-07,
+        "input_cost_per_token": 3e-06,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
         "max_output_tokens": 943718,
         "max_tokens": 943718,
         "mode": "chat",
-        "output_cost_per_token": 8.5e-06,
+        "output_cost_per_token": 1.5e-05,
         "source": "https://openrouter.ai/api/v1/models",
         "supports_audio_input": false,
         "supports_function_calling": true,
@@ -71418,17 +71778,17 @@
         "supports_web_search": true
     },
     "openrouter/~x-ai/grok-latest": {
-        "cache_read_input_token_cost": 5e-07,
-        "cache_read_input_token_cost_above_200k_tokens": 1e-06,
-        "input_cost_per_token": 2e-06,
-        "input_cost_per_token_above_200k_tokens": 4e-06,
+        "cache_read_input_token_cost": 4e-07,
+        "cache_read_input_token_cost_above_200k_tokens": 8e-07,
+        "input_cost_per_token": 1.6e-06,
+        "input_cost_per_token_above_200k_tokens": 3.2e-06,
         "litellm_provider": "openrouter",
         "max_input_tokens": 500000,
         "max_output_tokens": 450000,
         "max_tokens": 450000,
         "mode": "chat",
-        "output_cost_per_token": 6e-06,
-        "output_cost_per_token_above_200k_tokens": 1.2e-05,
+        "output_cost_per_token": 4.8e-06,
+        "output_cost_per_token_above_200k_tokens": 9.6e-06,
         "source": "https://openrouter.ai/api/v1/models",
         "supports_audio_input": false,
         "supports_function_calling": true,
@@ -71441,12 +71801,12 @@
         "supports_web_search": true
     },
     "openrouter/~z-ai/glm-flash-latest": {
-        "cache_read_input_token_cost": 1.5e-08,
+        "cache_read_input_token_cost": 2e-08,
         "input_cost_per_token": 7.5e-08,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1310720,
-        "max_output_tokens": 131072,
-        "max_tokens": 131072,
+        "max_output_tokens": 102400,
+        "max_tokens": 102400,
         "mode": "chat",
         "output_cost_per_token": 2.5e-07,
         "source": "https://openrouter.ai/api/v1/models",
@@ -71461,14 +71821,14 @@
         "supports_web_search": false
     },
     "openrouter/~z-ai/glm-latest": {
-        "cache_read_input_token_cost": 1.5678e-07,
-        "input_cost_per_token": 8.442e-07,
+        "cache_read_input_token_cost": 1.69e-07,
+        "input_cost_per_token": 9.1e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1310720,
         "max_output_tokens": 131072,
         "max_tokens": 131072,
         "mode": "chat",
-        "output_cost_per_token": 2.6532e-06,
+        "output_cost_per_token": 2.86e-06,
         "source": "https://openrouter.ai/api/v1/models",
         "supports_audio_input": false,
         "supports_function_calling": true,
@@ -71963,6 +72323,7 @@
         "supports_web_search": false
     },
     "openrouter/baidu/ernie-4.5-vl-424b-a47b": {
+        "deprecation_date": "2026-10-08",
         "input_cost_per_token": 4.2e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 123000,
@@ -72894,13 +73255,13 @@
     },
     "openrouter/meta/muse-glimmer-30b": {
         "cache_read_input_token_cost": 4e-08,
-        "input_cost_per_token": 3.5e-07,
+        "input_cost_per_token": 3e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 131072,
-        "max_output_tokens": 117964,
-        "max_tokens": 117964,
+        "max_output_tokens": 16384,
+        "max_tokens": 16384,
         "mode": "chat",
-        "output_cost_per_token": 1.5e-06,
+        "output_cost_per_token": 1.2e-06,
         "source": "https://openrouter.ai/api/v1/models",
         "supports_audio_input": false,
         "supports_function_calling": true,
@@ -75040,5 +75401,44 @@
         "supports_tool_choice": true,
         "supports_vision": true,
         "supports_web_search": false
+    },
+    "openrouter/x-ai/grok-4.7": {
+        "cache_read_input_token_cost": 4e-07,
+        "cache_read_input_token_cost_above_200k_tokens": 8e-07,
+        "input_cost_per_token": 1.6e-06,
+        "input_cost_per_token_above_200k_tokens": 3.2e-06,
+        "litellm_provider": "openrouter",
+        "max_input_tokens": 500000,
+        "max_output_tokens": 450000,
+        "max_tokens": 450000,
+        "mode": "chat",
+        "output_cost_per_token": 4.8e-06,
+        "output_cost_per_token_above_200k_tokens": 9.6e-06,
+        "source": "https://openrouter.ai/api/v1/models",
+        "supports_audio_input": false,
+        "supports_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true
+    },
+    "global.moonshotai.kimi-k3": {
+        "cache_creation_input_token_cost": 3.75e-06,
+        "cache_read_input_token_cost": 3e-07,
+        "input_cost_per_token": 3e-06,
+        "litellm_provider": "bedrock_converse",
+        "max_input_tokens": 1000000,
+        "mode": "chat",
+        "output_cost_per_token": 1.5e-05,
+        "source": "https://aws.amazon.com/bedrock/pricing/",
+        "supports_audio_input": false,
+        "supports_function_calling": true,
+        "supports_prompt_caching": true,
+        "supports_response_schema": true,
+        "supports_tool_choice": true,
+        "supports_vision": true
     }
 }
diff --git a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
index b0d57cb6228..b0640e4f0dd 100644
--- a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
+++ b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
@@ -1154,7 +1154,7 @@ class MCPRequestHandler:
 
         Failures surface with the status the standard pipeline would give them, mirroring
         ``UserAPIKeyAuthExceptionHandler``: a disallowed route is the route gate's own 403, an
-        over-budget identity is a 429, a sub-check that raised its own ``HTTPException``/
+        over-budget identity is a 422, a sub-check that raised its own ``HTTPException``/
         ``ProxyException`` keeps that status, a transient database outage is a retryable 503, and
         only a genuinely unresolvable failure (a blocked team/project raises a bare ``Exception``,
         same as the standard pipeline's fallback) becomes the fail-closed 401. Collapsing every
diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
index 36ecb05208b..b293ab5a206 100644
--- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
+++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
@@ -2867,7 +2867,7 @@ class MCPServerManager:
             normalize_server_name(value) for value in (*iter_known_server_prefixes(server), server.name) if value
         )
 
-    def _server_exposes_tool(self, server: MCPServer, tool_name: str) -> bool:
+    def server_exposes_tool(self, server: MCPServer, tool_name: str) -> bool:
         owned: Final = self._owned_mapping_values(server)
         mapped_owners: Final = (
             self.tool_name_to_mcp_server_name_mapping.get(spelling)
@@ -2875,6 +2875,20 @@ class MCPServerManager:
         )
         return any(owner is not None and normalize_server_name(owner) in owned for owner in mapped_owners)
 
+    def _known_prefix_to_server(self) -> Mapping[str, MCPServer]:
+        """Every prefix form a tool name may carry, keyed to its server; a form two servers share
+        stays with the one registered first."""
+        return {
+            normalize_server_name(known_prefix): server
+            for server in reversed(tuple(self.get_registry().values()))
+            for known_prefix in iter_known_server_prefixes(server)
+        }
+
+    def server_owning_tool_name_prefix(self, tool_name: str) -> MCPServer | None:
+        prefix_to_server: Final = self._known_prefix_to_server()
+        matched: Final = match_known_server_prefix(tool_name, prefix_to_server.keys())
+        return None if matched is None else prefix_to_server.get(matched[0])
+
     def remove_server(self, mcp_server: LiteLLM_MCPServerTable):
         """
         Remove a server from the registry
@@ -6114,7 +6128,7 @@ class MCPServerManager:
         if mcp_server is None:
             raise ValueError(f"Tool {name} not found")
 
-        if resolved_by_server_name_only and not self._server_exposes_tool(mcp_server, name):
+        if resolved_by_server_name_only and not self.server_exposes_tool(mcp_server, name):
             raise ValueError(f"Tool {name} not found")
 
         return mcp_server
@@ -6475,15 +6489,7 @@ class MCPServerManager:
             MCPServer if found, None otherwise
         """
         registry_servers: Final = list(self.get_registry().values())
-
-        # Build prefix → server lookup covering every known form a tool name
-        # may take (alias / server_name / server_id / short ID).  This is what
-        # makes the short-prefix mode work without breaking historical names.
-        prefix_to_server: Final[dict[str, MCPServer]] = {}
-        for server in registry_servers:
-            for known_prefix in iter_known_server_prefixes(server):
-                normalised = normalize_server_name(known_prefix)
-                prefix_to_server.setdefault(normalised, server)
+        prefix_to_server: Final = self._known_prefix_to_server()
 
         # First try with the original tool name
         if tool_name in self.tool_name_to_mcp_server_name_mapping:
@@ -6501,7 +6507,7 @@ class MCPServerManager:
         if matched is not None:
             matched_prefix, original_tool_name = matched
             matched_server: Final = prefix_to_server.get(matched_prefix)
-            if matched_server is not None and self._server_exposes_tool(matched_server, original_tool_name):
+            if matched_server is not None and self.server_exposes_tool(matched_server, original_tool_name):
                 return matched_server
 
         return None
diff --git a/litellm/proxy/_experimental/mcp_server/server.py b/litellm/proxy/_experimental/mcp_server/server.py
index 4ea22ca1f01..3a9bca926b0 100644
--- a/litellm/proxy/_experimental/mcp_server/server.py
+++ b/litellm/proxy/_experimental/mcp_server/server.py
@@ -2888,6 +2888,40 @@ if MCP_AVAILABLE:
                 headers={"WWW-Authenticate": get_byok_www_authenticate()},
             )
 
+    async def _list_tools_before_first_call(
+        server: MCPServer | None,
+        tool_name: str,
+        allowed_mcp_servers: list[MCPServer],
+        user_api_key_auth: UserAPIKeyAuth | None,
+        mcp_auth_header: str | None,
+        mcp_server_auth_headers: dict[str, dict[str, str]] | None,
+        oauth2_headers: dict[str, str] | None,
+        raw_headers: dict[str, str] | None,
+    ) -> None:
+        """List ``server`` with the caller's own credentials when it does not yet expose ``tool_name`` here.
+
+        The startup fill skips a server whose upstream wants the caller's token, and mcp 2 no
+        longer lists before an uncached tools/call, so a worker that has not served tools/list
+        for this caller would otherwise answer 404 for a tool the caller can see. Gating on the
+        requested tool, not on any prior listing, keeps callers with different upstream catalogs
+        from masking each other.
+        """
+        if server is None or global_mcp_server_manager.server_exposes_tool(server, tool_name):
+            return
+        if all(allowed.server_id != server.server_id for allowed in allowed_mcp_servers):
+            return
+        try:
+            await _get_tools_from_mcp_servers(
+                user_api_key_auth=user_api_key_auth,
+                mcp_auth_header=mcp_auth_header,
+                mcp_servers=[server.server_id],
+                mcp_server_auth_headers=mcp_server_auth_headers,
+                oauth2_headers=oauth2_headers,
+                raw_headers=raw_headers,
+            )
+        except Exception as e:  # noqa: BLE001  # best effort: resolution below answers as it did before
+            verbose_logger.debug("MCP tools/call: listing %s before its first call failed: %s", server.name, e)
+
     async def execute_mcp_tool(
         name: str,
         arguments: dict[str, object],
@@ -2948,6 +2982,27 @@ if MCP_AVAILABLE:
                     all_registry_prefixes.add(normalize_server_name(known_prefix))
             name_is_prefixed = is_tool_name_prefixed(name, known_server_prefixes=all_registry_prefixes)
 
+        first_call_target: Final = (
+            requested_server
+            if requested_server is not None and not name_is_prefixed
+            else global_mcp_server_manager.server_owning_tool_name_prefix(name)
+        )
+        first_call_tool_name: Final = (
+            name
+            if first_call_target is None or (requested_server is not None and not name_is_prefixed)
+            else strip_known_server_prefix(name, first_call_target)
+        )
+        await _list_tools_before_first_call(
+            server=first_call_target,
+            tool_name=first_call_tool_name,
+            allowed_mcp_servers=allowed_mcp_servers,
+            user_api_key_auth=user_api_key_auth,
+            mcp_auth_header=mcp_auth_header,
+            mcp_server_auth_headers=mcp_server_auth_headers,
+            oauth2_headers=oauth2_headers,
+            raw_headers=raw_headers,
+        )
+
         if requested_server is not None and not name_is_prefixed:
             # REST callers may pass server_id with the upstream tool name (no
             # LiteLLM prefix). The first segment is not a registered server
diff --git a/litellm/proxy/_experimental/out/404.html b/litellm/proxy/_experimental/out/404.html
index 1b89865000e..c7297291b65 100644
--- a/litellm/proxy/_experimental/out/404.html
+++ b/litellm/proxy/_experimental/out/404.html
@@ -1 +1 @@
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new file mode 100644
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\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/08ukop632r6bz.js b/litellm/proxy/_experimental/out/_next/static/chunks/08ukop632r6bz.js
deleted file mode 100644
index 76db7c5cbde..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/08ukop632r6bz.js
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new file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/09qlj1_ya5uqw.js b/litellm/proxy/_experimental/out/_next/static/chunks/09qlj1_ya5uqw.js
new file mode 100644
index 00000000000..06d596c068f
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/09qlj1_ya5uqw.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0__ufucx2g6ui.js b/litellm/proxy/_experimental/out/_next/static/chunks/0__ufucx2g6ui.js
new file mode 100644
index 00000000000..fcd3449f935
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0__ufucx2g6ui.js
@@ -0,0 +1 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/2cx9z9cj4_bp0.js b/litellm/proxy/_experimental/out/_next/static/chunks/0ao344k1l0l2h.js
similarity index 60%
rename from litellm/proxy/_experimental/out/_next/static/chunks/2cx9z9cj4_bp0.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/0ao344k1l0l2h.js
index c85c34f5f01..0816e96f4dd 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/2cx9z9cj4_bp0.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0ao344k1l0l2h.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0atshyj15ucq4.js b/litellm/proxy/_experimental/out/_next/static/chunks/0atshyj15ucq4.js
deleted file mode 100644
index 399c3a01a75..00000000000
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-curl -X POST --location '<your_proxy_base_url>/end_user/new' \\
-
--H 'Authorization: Bearer <your-master-key>' \\
-
--H 'Content-Type: application/json' \\
-
--d '{"user_id": "my-customer-id', "budget_id": "<BUDGET_ID>"}' # 👈 KEY CHANGE
-
-`,eM=`
-curl -X POST --location '<your_proxy_base_url>/chat/completions' \\
-
--H 'Authorization: Bearer <your-master-key>' \\
-
--H 'Content-Type: application/json' \\
-
--d '{
-  "model": "gpt-3.5-turbo',
-  "messages":[{"role": "user", "content": "Hey, how's it going?"}],
-  "user": "my-customer-id"
-}' # 👈 KEY CHANGE
-
-`,ek=`from openai import OpenAI
-client = OpenAI(
-  base_url="<your_proxy_base_url>",
-  api_key="<your_proxy_key>"
-)
-
-completion = client.chat.completions.create(
-  model="gpt-3.5-turbo",
-  messages=[
-    {"role": "system", "content": "You are a helpful assistant."},
-    {"role": "user", "content": "Hello!"}
-  ],
-  user="my-customer-id"
-)
-
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\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0axawyhd7z6bu.js b/litellm/proxy/_experimental/out/_next/static/chunks/0axawyhd7z6bu.js
new file mode 100644
index 00000000000..35a0718a0f0
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0axawyhd7z6bu.js
@@ -0,0 +1,421 @@
+(globalThis.TURBOPACK||(globalThis.TURBOPACK=[])).push(["object"==typeof document?document.currentScript:void 0,306228,e=>{"use strict";let t=(0,e.i(475254).default)("link-2",[["path",{d:"M9 17H7A5 5 0 0 1 7 7h2",key:"8i5ue5"}],["path",{d:"M15 7h2a5 5 0 1 1 0 10h-2",key:"1b9ql8"}],["line",{x1:"8",x2:"16",y1:"12",y2:"12",key:"1jonct"}]]);e.s(["Link2",0,t],306228)},455037,e=>{"use strict";var t=e.i(494144);e.s(["prism",()=>t.default])},157058,e=>{"use strict";var t=e.i(843476),a=e.i(934879),i=e.i(976883),r=e.i(135214),s=e.i(708347);e.s(["default",0,function(){let{accessToken:e,userRole:n,premiumUser:o}=(0,r.default)();return(0,s.isAdminRole)(n)?(0,t.jsx)(a.default,{accessToken:e,publicPage:!1,premiumUser:o,userRole:n}):(0,t.jsx)(i.default,{accessToken:e,isEmbedded:!0})}])},909947,e=>{"use strict";var t=e.i(865361);e.s(["generateCodeSnippet",0,e=>{let a,{apiKeySource:i,accessToken:r,apiKey:s,inputMessage:n,chatHistory:o,selectedTags:l,selectedVectorStores:p,selectedGuardrails:d,selectedPolicies:m,selectedVoice:u,endpointType:c,selectedModel:g,selectedSdk:f,proxySettings:h,customHeaders:x}=e,_="session"===i?r:s,b=window.location.origin,y=h?.LITELLM_UI_API_DOC_BASE_URL;y&&y.trim()?b=y:h?.PROXY_BASE_URL&&(b=h.PROXY_BASE_URL);let j=n||"Your prompt here",N=j.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),w=o.filter(e=>!e.isImage).map(({role:e,content:t})=>({role:e,content:t})),$={};l.length>0&&($.tags=l),p.length>0&&($.vector_stores=p),d.length>0&&($.guardrails=d),m.length>0&&($.policies=m);let v=g||"your-model-name",k=x&&Object.keys(x).length>0?`,
+	default_headers=${JSON.stringify(x,null,2).replace(/\n/g,"\n	")}`:"",C="azure"===f?`import openai
+
+client = openai.AzureOpenAI(
+	api_key="${_||"YOUR_LITELLM_API_KEY"}",
+	azure_endpoint="${b}",
+	api_version="2024-02-01"${k}
+)`:`import openai
+
+client = openai.OpenAI(
+	api_key="${_||"YOUR_LITELLM_API_KEY"}",
+	base_url="${b}"${k}
+)`;switch(c){case t.EndpointType.CHAT:{let e=Object.keys($).length>0,t="";if(e){let e=JSON.stringify({metadata:$},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=`,
+    extra_body=${e}`}let i=w.length>0?w:[{role:"user",content:j}];a=`
+import base64
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+    with open(image_path, "rb") as image_file:
+        return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Example with text only
+response = client.chat.completions.create(
+    model="${v}",
+    messages=${JSON.stringify(i,null,4)}${t}
+)
+
+print(response)
+
+# Example with image or PDF (uncomment and provide file path to use)
+# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
+# response_with_file = client.chat.completions.create(
+#     model="${v}",
+#     messages=[
+#         {
+#             "role": "user",
+#             "content": [
+#                 {
+#                     "type": "text",
+#                     "text": "${N}"
+#                 },
+#                 {
+#                     "type": "image_url",
+#                     "image_url": {
+#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}
+#                     }
+#                 }
+#             ]
+#         }
+#     ]${t}
+# )
+# print(response_with_file)
+`;break}case t.EndpointType.RESPONSES:{let e=Object.keys($).length>0,t="";if(e){let e=JSON.stringify({metadata:$},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=`,
+    extra_body=${e}`}let i=w.length>0?w:[{role:"user",content:j}];a=`
+import base64
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+    with open(image_path, "rb") as image_file:
+        return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Example with text only
+response = client.responses.create(
+    model="${v}",
+    input=${JSON.stringify(i,null,4)}${t}
+)
+
+print(response.output_text)
+
+# Example with image or PDF (uncomment and provide file path to use)
+# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
+# response_with_file = client.responses.create(
+#     model="${v}",
+#     input=[
+#         {
+#             "role": "user",
+#             "content": [
+#                 {"type": "input_text", "text": "${N}"},
+#                 {
+#                     "type": "input_image",
+#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}
+#                 },
+#             ],
+#         }
+#     ]${t}
+# )
+# print(response_with_file.output_text)
+`;break}case t.EndpointType.IMAGE:a="azure"===f?`
+# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.
+# This snippet uses 'client.images.generate' and will create a new image based on your prompt.
+# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.
+import os
+import requests
+import json
+import time
+from PIL import Image
+
+result = client.images.generate(
+	model="${v}",
+	prompt="${n}",
+	n=1
+)
+
+json_response = json.loads(result.model_dump_json())
+
+# Set the directory for the stored image
+image_dir = os.path.join(os.curdir, 'images')
+
+# If the directory doesn't exist, create it
+if not os.path.isdir(image_dir):
+	os.mkdir(image_dir)
+
+# Initialize the image path
+image_filename = f"generated_image_{int(time.time())}.png"
+image_path = os.path.join(image_dir, image_filename)
+
+try:
+	# Retrieve the generated image
+	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):
+			image_url = json_response["data"][0]["url"]
+			generated_image = requests.get(image_url).content
+			with open(image_path, "wb") as image_file:
+					image_file.write(generated_image)
+
+			print(f"Image saved to {image_path}")
+			# Display the image
+			image = Image.open(image_path)
+			image.show()
+	else:
+			print("Could not find image URL in response.")
+			print("Full response:", json_response)
+except Exception as e:
+	print(f"An error occurred: {e}")
+	print("Full response:", json_response)
+`:`
+import base64
+import os
+import time
+import json
+from PIL import Image
+import requests
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Helper function to create a file (simplified for this example)
+def create_file(image_path):
+	# In a real implementation, this would upload the file to OpenAI
+	# For this example, we'll just return a placeholder ID
+	return f"file_{os.path.basename(image_path).replace('.', '_')}"
+
+# The prompt entered by the user
+prompt = "${N}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${v}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`;break;case t.EndpointType.IMAGE_EDITS:a="azure"===f?`
+import base64
+import os
+import time
+import json
+from PIL import Image
+import requests
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# The prompt entered by the user
+prompt = "${N}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${v}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`:`
+import base64
+import os
+import time
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Helper function to create a file (simplified for this example)
+def create_file(image_path):
+	# In a real implementation, this would upload the file to OpenAI
+	# For this example, we'll just return a placeholder ID
+	return f"file_{os.path.basename(image_path).replace('.', '_')}"
+
+# The prompt entered by the user
+prompt = "${N}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${v}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`;break;case t.EndpointType.EMBEDDINGS:a=`
+response = client.embeddings.create(
+	input="${n||"Your string here"}",
+	model="${v}",
+	encoding_format="base64" # or "float"
+)
+
+print(response.data[0].embedding)
+`;break;case t.EndpointType.TRANSCRIPTION:a=`
+# Open the audio file
+audio_file = open("path/to/your/audio/file.mp3", "rb")
+
+# Make the transcription request
+response = client.audio.transcriptions.create(
+	model="${v}",
+	file=audio_file${n?`,
+	prompt="${n.replace(/\\/g,"\\\\").replace(/"/g,'\\"')}"`:""}
+)
+
+print(response.text)
+`;break;case t.EndpointType.SPEECH:a=`
+# Make the text-to-speech request
+response = client.audio.speech.create(
+	model="${v}",
+	input="${n||"Your text to convert to speech here"}",
+	voice="${u}"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer
+)
+
+# Save the audio to a file
+output_filename = "output_speech.mp3"
+response.stream_to_file(output_filename)
+print(f"Audio saved to {output_filename}")
+
+# Optional: Customize response format and speed
+# response = client.audio.speech.create(
+#     model="${v}",
+#     input="${n||"Your text to convert to speech here"}",
+#     voice="alloy",
+#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm
+#     speed=1.0  # Range: 0.25 to 4.0
+# )
+# response.stream_to_file("output_speech.mp3")
+`;break;default:a="\n# Code generation for this endpoint is not implemented yet."}return`${C}
+${a}`}])},652272,209261,e=>{"use strict";var t=e.i(843476),a=e.i(271645),i=e.i(871689),r=e.i(643531),s=e.i(174886),n=e.i(306228),o=e.i(196631);let l=/^[a-zA-Z0-9][a-zA-Z0-9._-]*(\/[a-zA-Z0-9][a-zA-Z0-9._-]*)*$/,p=e=>e.trim().replace(/\/+$/,""),d=/\.(md|markdown|txt|json|ya?ml|toml)$/i,m=/\.zip$/i,u=/^[0-9a-fA-F]{64}$/,c=/^\d{1,3}(\.\d{1,3}){3}$/,g=/^[A-Za-z0-9-]+$/,f=/^[A-Za-z0-9._-]+$/,h=/^https?:\/\//i,x="ssh://",_=/^([a-z0-9._-]+)@([^:/@]+):(?!\/)(.+)$/i,b=e=>e.pathname.split("/").filter(e=>""!==e),y=e=>{try{return new URL(e)}catch{return null}},j=e=>e.hostname.includes(".")&&!e.hostname.startsWith("[")&&!c.test(e.hostname),N=e=>{let t=e.split("/").filter(e=>""!==e);return t[t.length-1]??""},w=e=>e.toLowerCase().replace(/[^a-z0-9-]+/g,"-").replace(/-+/g,"-").replace(/^-+|-+$/g,""),$=(e,t,a,i)=>{let r=p(i??"");return""!==r?l.test(r)?{parsed:{source:"git-subdir",url:t,path:r},label:`${e} subdir — ${t} @ ${r}`,suggestedName:w(N(r))}:null:{parsed:{source:"url",url:t},label:`${e} repo — 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new file mode 100644
index 00000000000..4b990f3a1f5
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new file mode 100644
index 00000000000..39cbd65bf5c
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i,{apiKeySource:s,accessToken:n,apiKey:a,inputMessage:r,chatHistory:o,selectedTags:l,selectedVectorStores:d,selectedGuardrails:c,selectedPolicies:u,selectedVoice:p,endpointType:m,selectedModel:g,selectedSdk:h,proxySettings:f}=e,x="session"===s?n:a,b=window.location.origin,v=f?.LITELLM_UI_API_DOC_BASE_URL;v&&v.trim()?b=v:f?.PROXY_BASE_URL&&(b=f.PROXY_BASE_URL);let y=r||"Your prompt here",j=y.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),_=o.filter(e=>!e.isImage).map(({role:e,content:t})=>({role:e,content:t})),w={};l.length>0&&(w.tags=l),d.length>0&&(w.vector_stores=d),c.length>0&&(w.guardrails=c),u.length>0&&(w.policies=u);let k=g||"your-model-name",N="azure"===h?`import openai
-
-client = openai.AzureOpenAI(
-	api_key="${x||"YOUR_LITELLM_API_KEY"}",
-	azure_endpoint="${b}",
-	api_version="2024-02-01"
-)`:`import openai
-
-client = openai.OpenAI(
-	api_key="${x||"YOUR_LITELLM_API_KEY"}",
-	base_url="${b}"
-)`;switch(m){case t.EndpointType.CHAT:{let e=Object.keys(w).length>0,t="";if(e){let e=JSON.stringify({metadata:w},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=`,
-    extra_body=${e}`}let s=_.length>0?_:[{role:"user",content:y}];i=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-    with open(image_path, "rb") as image_file:
-        return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.chat.completions.create(
-    model="${k}",
-    messages=${JSON.stringify(s,null,4)}${t}
-)
-
-print(response)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
-# response_with_file = client.chat.completions.create(
-#     model="${k}",
-#     messages=[
-#         {
-#             "role": "user",
-#             "content": [
-#                 {
-#                     "type": "text",
-#                     "text": "${j}"
-#                 },
-#                 {
-#                     "type": "image_url",
-#                     "image_url": {
-#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}
-#                     }
-#                 }
-#             ]
-#         }
-#     ]${t}
-# )
-# print(response_with_file)
-`;break}case t.EndpointType.RESPONSES:{let e=Object.keys(w).length>0,t="";if(e){let e=JSON.stringify({metadata:w},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=`,
-    extra_body=${e}`}let s=_.length>0?_:[{role:"user",content:y}];i=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-    with open(image_path, "rb") as image_file:
-        return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.responses.create(
-    model="${k}",
-    input=${JSON.stringify(s,null,4)}${t}
-)
-
-print(response.output_text)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
-# response_with_file = client.responses.create(
-#     model="${k}",
-#     input=[
-#         {
-#             "role": "user",
-#             "content": [
-#                 {"type": "input_text", "text": "${j}"},
-#                 {
-#                     "type": "input_image",
-#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}
-#                 },
-#             ],
-#         }
-#     ]${t}
-# )
-# print(response_with_file.output_text)
-`;break}case t.EndpointType.IMAGE:i="azure"===h?`
-# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.
-# This snippet uses 'client.images.generate' and will create a new image based on your prompt.
-# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.
-import os
-import requests
-import json
-import time
-from PIL import Image
-
-result = client.images.generate(
-	model="${k}",
-	prompt="${r}",
-	n=1
-)
-
-json_response = json.loads(result.model_dump_json())
-
-# Set the directory for the stored image
-image_dir = os.path.join(os.curdir, 'images')
-
-# If the directory doesn't exist, create it
-if not os.path.isdir(image_dir):
-	os.mkdir(image_dir)
-
-# Initialize the image path
-image_filename = f"generated_image_{int(time.time())}.png"
-image_path = os.path.join(image_dir, image_filename)
-
-try:
-	# Retrieve the generated image
-	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):
-			image_url = json_response["data"][0]["url"]
-			generated_image = requests.get(image_url).content
-			with open(image_path, "wb") as image_file:
-					image_file.write(generated_image)
-
-			print(f"Image saved to {image_path}")
-			# Display the image
-			image = Image.open(image_path)
-			image.show()
-	else:
-			print("Could not find image URL in response.")
-			print("Full response:", json_response)
-except Exception as e:
-	print(f"An error occurred: {e}")
-	print("Full response:", json_response)
-`:`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
-	# In a real implementation, this would upload the file to OpenAI
-	# For this example, we'll just return a placeholder ID
-	return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${j}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${k}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`;break;case t.EndpointType.IMAGE_EDITS:i="azure"===h?`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# The prompt entered by the user
-prompt = "${j}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${k}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`:`
-import base64
-import os
-import time
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
-	# In a real implementation, this would upload the file to OpenAI
-	# For this example, we'll just return a placeholder ID
-	return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${j}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${k}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`;break;case t.EndpointType.EMBEDDINGS:i=`
-response = client.embeddings.create(
-	input="${r||"Your string here"}",
-	model="${k}",
-	encoding_format="base64" # or "float"
-)
-
-print(response.data[0].embedding)
-`;break;case t.EndpointType.TRANSCRIPTION:i=`
-# Open the audio file
-audio_file = open("path/to/your/audio/file.mp3", "rb")
-
-# Make the transcription request
-response = client.audio.transcriptions.create(
-	model="${k}",
-	file=audio_file${r?`,
-	prompt="${r.replace(/\\/g,"\\\\").replace(/"/g,'\\"')}"`:""}
-)
-
-print(response.text)
-`;break;case t.EndpointType.SPEECH:i=`
-# Make the text-to-speech request
-response = client.audio.speech.create(
-	model="${k}",
-	input="${r||"Your text to convert to speech here"}",
-	voice="${p}"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer
-)
-
-# Save the audio to a file
-output_filename = "output_speech.mp3"
-response.stream_to_file(output_filename)
-print(f"Audio saved to {output_filename}")
-
-# Optional: Customize response format and speed
-# response = client.audio.speech.create(
-#     model="${k}",
-#     input="${r||"Your text to convert to speech here"}",
-#     voice="alloy",
-#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm
-#     speed=1.0  # Range: 0.25 to 4.0
-# )
-# response.stream_to_file("output_speech.mp3")
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/18zqgesa45bi6.js b/litellm/proxy/_experimental/out/_next/static/chunks/0lwia0t_dwgb-.js
similarity index 68%
rename from litellm/proxy/_experimental/out/_next/static/chunks/18zqgesa45bi6.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/0lwia0t_dwgb-.js
index a4dbc565875..efaf11cf78e 100644
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0lwia0t_dwgb-.js
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new file mode 100644
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e},"hasAllModelsSentinel",0,e=>e.includes("all-proxy-models")||e.includes("all-team-models"),"unfurlWildcardModelsInList",0,(e,t)=>{let o=[],i=[];return e.forEach(e=>{if(e.endsWith("/*")){let n=e.replace("/*",""),s=t.filter(e=>e.startsWith(n+"/"));i.push(...s),o.push(e)}else i.push(e)}),[...o,...i].filter((e,t,o)=>o.indexOf(e)===t)}])},182668,e=>{"use strict";var t=e.i(843476),o=e.i(271645),i=e.i(653145),n=e.i(542450);e.s(["FormField",0,({control:e,name:s,label:a,description:r,orientation:l,className:u,children:d})=>{let c=o.useId(),p=`${c}-control`,g=`${c}-description`,h=`${c}-error`;return(0,t.jsx)(i.Controller,{control:e,name:s,render:({field:e,fieldState:o})=>{let i=void 0!==o.error,s=[void 0!==r?g:void 0,i?h:void 0].filter(e=>void 0!==e).join(" ")||void 0,c={...e,id:p,"aria-invalid":i||void 0,"aria-describedby":s};return(0,t.jsxs)(n.Field,{orientation:l,"data-invalid":i||void 0,className:u,children:[void 0!==a&&(0,t.jsx)(n.FieldLabel,{htmlFor:p,children:a}),d(c),void 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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0sn6ne06gs8iu.js b/litellm/proxy/_experimental/out/_next/static/chunks/0sn6ne06gs8iu.js
new file mode 100644
index 00000000000..d4979cd8973
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0sn6ne06gs8iu.js
@@ -0,0 +1,421 @@
+(globalThis.TURBOPACK||(globalThis.TURBOPACK=[])).push(["object"==typeof document?document.currentScript:void 0,434626,e=>{"use strict";var t=e.i(271645);let a=t.forwardRef(function(e,a){return t.createElement("svg",Object.assign({xmlns:"http://www.w3.org/2000/svg",fill:"none",viewBox:"0 0 24 24",strokeWidth:2,stroke:"currentColor","aria-hidden":"true",ref:a},e),t.createElement("path",{strokeLinecap:"round",strokeLinejoin:"round",d:"M10 6H6a2 2 0 00-2 2v10a2 2 0 002 2h10a2 2 0 002-2v-4M14 4h6m0 0v6m0-6L10 14"}))});e.s(["ExternalLinkIcon",0,a],434626)},541071,373488,e=>{"use strict";let t=(0,e.i(475254).default)("ellipsis",[["circle",{cx:"12",cy:"12",r:"1",key:"41hilf"}],["circle",{cx:"19",cy:"12",r:"1",key:"1wjl8i"}],["circle",{cx:"5",cy:"12",r:"1",key:"1pcz8c"}]]);e.s(["default",0,t],373488),e.s(["MoreHorizontal",0,t],541071)},546467,e=>{"use strict";let t=(0,e.i(475254).default)("external-link",[["path",{d:"M15 3h6v6",key:"1q9fwt"}],["path",{d:"M10 14 21 3",key:"gplh6r"}],["path",{d:"M18 13v6a2 2 0 0 1-2 2H5a2 2 0 0 1-2-2V8a2 2 0 0 1 2-2h6",key:"a6xqqp"}]]);e.s(["default",0,t])},778917,e=>{"use strict";var t=e.i(546467);e.s(["ExternalLink",()=>t.default])},332102,e=>{"use strict";let t=(0,e.i(475254).default)("inbox",[["polyline",{points:"22 12 16 12 14 15 10 15 8 12 2 12",key:"o97t9d"}],["path",{d:"M5.45 5.11 2 12v6a2 2 0 0 0 2 2h16a2 2 0 0 0 2-2v-6l-3.45-6.89A2 2 0 0 0 16.76 4H7.24a2 2 0 0 0-1.79 1.11z",key:"oot6mr"}]]);e.s(["Inbox",0,t],332102)},306228,e=>{"use strict";let t=(0,e.i(475254).default)("link-2",[["path",{d:"M9 17H7A5 5 0 0 1 7 7h2",key:"8i5ue5"}],["path",{d:"M15 7h2a5 5 0 1 1 0 10h-2",key:"1b9ql8"}],["line",{x1:"8",x2:"16",y1:"12",y2:"12",key:"1jonct"}]]);e.s(["Link2",0,t],306228)},560280,e=>{"use strict";var t=e.i(843476),a=e.i(271645),i=e.i(618566),r=e.i(976883);function s(){let e=(0,i.useSearchParams)().get("key"),[s,n]=(0,a.useState)(null);return(0,a.useEffect)(()=>{e&&n(e)},[e]),(0,t.jsx)(r.default,{accessToken:s})}e.s(["default",0,function(){return(0,t.jsx)(a.Suspense,{fallback:(0,t.jsx)("div",{className:"flex items-center justify-center min-h-screen",children:"Loading..."}),children:(0,t.jsx)(s,{})})}])},909947,e=>{"use strict";var t=e.i(865361);e.s(["generateCodeSnippet",0,e=>{let a,{apiKeySource:i,accessToken:r,apiKey:s,inputMessage:n,chatHistory:o,selectedTags:l,selectedVectorStores:p,selectedGuardrails:d,selectedPolicies:m,selectedVoice:u,endpointType:c,selectedModel:g,selectedSdk:f,proxySettings:h,customHeaders:x}=e,b="session"===i?r:s,_=window.location.origin,y=h?.LITELLM_UI_API_DOC_BASE_URL;y&&y.trim()?_=y:h?.PROXY_BASE_URL&&(_=h.PROXY_BASE_URL);let j=n||"Your prompt here",w=j.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),v=o.filter(e=>!e.isImage).map(({role:e,content:t})=>({role:e,content:t})),N={};l.length>0&&(N.tags=l),p.length>0&&(N.vector_stores=p),d.length>0&&(N.guardrails=d),m.length>0&&(N.policies=m);let k=g||"your-model-name",$=x&&Object.keys(x).length>0?`,
+	default_headers=${JSON.stringify(x,null,2).replace(/\n/g,"\n	")}`:"",C="azure"===f?`import openai
+
+client = openai.AzureOpenAI(
+	api_key="${b||"YOUR_LITELLM_API_KEY"}",
+	azure_endpoint="${_}",
+	api_version="2024-02-01"${$}
+)`:`import openai
+
+client = openai.OpenAI(
+	api_key="${b||"YOUR_LITELLM_API_KEY"}",
+	base_url="${_}"${$}
+)`;switch(c){case t.EndpointType.CHAT:{let e=Object.keys(N).length>0,t="";if(e){let e=JSON.stringify({metadata:N},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=`,
+    extra_body=${e}`}let i=v.length>0?v:[{role:"user",content:j}];a=`
+import base64
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+    with open(image_path, "rb") as image_file:
+        return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Example with text only
+response = client.chat.completions.create(
+    model="${k}",
+    messages=${JSON.stringify(i,null,4)}${t}
+)
+
+print(response)
+
+# Example with image or PDF (uncomment and provide file path to use)
+# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
+# response_with_file = client.chat.completions.create(
+#     model="${k}",
+#     messages=[
+#         {
+#             "role": "user",
+#             "content": [
+#                 {
+#                     "type": "text",
+#                     "text": "${w}"
+#                 },
+#                 {
+#                     "type": "image_url",
+#                     "image_url": {
+#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}
+#                     }
+#                 }
+#             ]
+#         }
+#     ]${t}
+# )
+# print(response_with_file)
+`;break}case t.EndpointType.RESPONSES:{let e=Object.keys(N).length>0,t="";if(e){let e=JSON.stringify({metadata:N},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=`,
+    extra_body=${e}`}let i=v.length>0?v:[{role:"user",content:j}];a=`
+import base64
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+    with open(image_path, "rb") as image_file:
+        return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Example with text only
+response = client.responses.create(
+    model="${k}",
+    input=${JSON.stringify(i,null,4)}${t}
+)
+
+print(response.output_text)
+
+# Example with image or PDF (uncomment and provide file path to use)
+# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
+# response_with_file = client.responses.create(
+#     model="${k}",
+#     input=[
+#         {
+#             "role": "user",
+#             "content": [
+#                 {"type": "input_text", "text": "${w}"},
+#                 {
+#                     "type": "input_image",
+#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}
+#                 },
+#             ],
+#         }
+#     ]${t}
+# )
+# print(response_with_file.output_text)
+`;break}case t.EndpointType.IMAGE:a="azure"===f?`
+# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.
+# This snippet uses 'client.images.generate' and will create a new image based on your prompt.
+# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.
+import os
+import requests
+import json
+import time
+from PIL import Image
+
+result = client.images.generate(
+	model="${k}",
+	prompt="${n}",
+	n=1
+)
+
+json_response = json.loads(result.model_dump_json())
+
+# Set the directory for the stored image
+image_dir = os.path.join(os.curdir, 'images')
+
+# If the directory doesn't exist, create it
+if not os.path.isdir(image_dir):
+	os.mkdir(image_dir)
+
+# Initialize the image path
+image_filename = f"generated_image_{int(time.time())}.png"
+image_path = os.path.join(image_dir, image_filename)
+
+try:
+	# Retrieve the generated image
+	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):
+			image_url = json_response["data"][0]["url"]
+			generated_image = requests.get(image_url).content
+			with open(image_path, "wb") as image_file:
+					image_file.write(generated_image)
+
+			print(f"Image saved to {image_path}")
+			# Display the image
+			image = Image.open(image_path)
+			image.show()
+	else:
+			print("Could not find image URL in response.")
+			print("Full response:", json_response)
+except Exception as e:
+	print(f"An error occurred: {e}")
+	print("Full response:", json_response)
+`:`
+import base64
+import os
+import time
+import json
+from PIL import Image
+import requests
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Helper function to create a file (simplified for this example)
+def create_file(image_path):
+	# In a real implementation, this would upload the file to OpenAI
+	# For this example, we'll just return a placeholder ID
+	return f"file_{os.path.basename(image_path).replace('.', '_')}"
+
+# The prompt entered by the user
+prompt = "${w}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${k}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`;break;case t.EndpointType.IMAGE_EDITS:a="azure"===f?`
+import base64
+import os
+import time
+import json
+from PIL import Image
+import requests
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# The prompt entered by the user
+prompt = "${w}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${k}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`:`
+import base64
+import os
+import time
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Helper function to create a file (simplified for this example)
+def create_file(image_path):
+	# In a real implementation, this would upload the file to OpenAI
+	# For this example, we'll just return a placeholder ID
+	return f"file_{os.path.basename(image_path).replace('.', '_')}"
+
+# The prompt entered by the user
+prompt = "${w}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${k}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`;break;case t.EndpointType.EMBEDDINGS:a=`
+response = client.embeddings.create(
+	input="${n||"Your string here"}",
+	model="${k}",
+	encoding_format="base64" # or "float"
+)
+
+print(response.data[0].embedding)
+`;break;case t.EndpointType.TRANSCRIPTION:a=`
+# Open the audio file
+audio_file = open("path/to/your/audio/file.mp3", "rb")
+
+# Make the transcription request
+response = client.audio.transcriptions.create(
+	model="${k}",
+	file=audio_file${n?`,
+	prompt="${n.replace(/\\/g,"\\\\").replace(/"/g,'\\"')}"`:""}
+)
+
+print(response.text)
+`;break;case t.EndpointType.SPEECH:a=`
+# Make the text-to-speech request
+response = client.audio.speech.create(
+	model="${k}",
+	input="${n||"Your text to convert to speech here"}",
+	voice="${u}"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer
+)
+
+# Save the audio to a file
+output_filename = "output_speech.mp3"
+response.stream_to_file(output_filename)
+print(f"Audio saved to {output_filename}")
+
+# Optional: Customize response format and speed
+# response = client.audio.speech.create(
+#     model="${k}",
+#     input="${n||"Your text to convert to speech here"}",
+#     voice="alloy",
+#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm
+#     speed=1.0  # Range: 0.25 to 4.0
+# )
+# response.stream_to_file("output_speech.mp3")
+`;break;default:a="\n# Code generation for this endpoint is not implemented yet."}return`${C}
+${a}`}])},652272,209261,e=>{"use strict";var t=e.i(843476),a=e.i(271645),i=e.i(871689),r=e.i(643531),s=e.i(174886),n=e.i(306228),o=e.i(196631);let l=/^[a-zA-Z0-9][a-zA-Z0-9._-]*(\/[a-zA-Z0-9][a-zA-Z0-9._-]*)*$/,p=e=>e.trim().replace(/\/+$/,""),d=/\.(md|markdown|txt|json|ya?ml|toml)$/i,m=/\.zip$/i,u=/^[0-9a-fA-F]{64}$/,c=/^\d{1,3}(\.\d{1,3}){3}$/,g=/^[A-Za-z0-9-]+$/,f=/^[A-Za-z0-9._-]+$/,h=/^https?:\/\//i,x="ssh://",b=/^([a-z0-9._-]+)@([^:/@]+):(?!\/)(.+)$/i,_=e=>e.pathname.split("/").filter(e=>""!==e),y=e=>{try{return new URL(e)}catch{return null}},j=e=>e.hostname.includes(".")&&!e.hostname.startsWith("[")&&!c.test(e.hostname),w=e=>{let t=e.split("/").filter(e=>""!==e);return t[t.length-1]??""},v=e=>e.toLowerCase().replace(/[^a-z0-9-]+/g,"-").replace(/-+/g,"-").replace(/^-+|-+$/g,""),N=(e,t,a,i)=>{let r=p(i??"");return""!==r?l.test(r)?{parsed:{source:"git-subdir",url:t,path:r},label:`${e} subdir — ${t} @ ${r}`,suggestedName:v(w(r))}:null:{parsed:{source:"url",url:t},label:`${e} repo — 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t=e.toLowerCase();if(t.includes("development")||t.includes("dev"))return"blue";if(t.includes("productivity")||t.includes("workflow"))return"green";if(t.includes("learning")||t.includes("education"))return"purple";if(t.includes("security")||t.includes("safety"))return"red";if(t.includes("data")||t.includes("analytics"))return"orange";else if(t.includes("integration")||t.includes("api"))return"yellow";return"gray"},"getSourceDisplayText",0,C,"getSourceLink",0,I,"isValidEmail",0,e=>!e||/^[^\s@]+@[^\s@]+\.[^\s@]+$/.test(e),"isValidSemanticVersion",0,e=>!e||/^\d+\.\d+\.\d+(-[a-zA-Z0-9.-]+)?(\+[a-zA-Z0-9.-]+)?$/.test(e),"isValidSha256",0,e=>""===e.trim()||u.test(e.trim()),"isValidSubPath",0,e=>{let t=p(e);return""!==t&&l.test(t)},"parseKeywords",0,e=>e&&""!==e.trim()?e.split(",").map(e=>e.trim()).filter(e=>""!==e):[],"parseSkillSource",0,(e,t)=>{let a=((e,t)=>{let a=e.trim(),i=b.exec(a),r=i?`${x}${i[1]}@${i[2]}/${i[3]}`:a;if(!r.toLowerCase().startsWith(x))return null;let s=y(r);if(!s||""===s.username||""!==s.password||!j(s))return null;let n=r.indexOf("/",x.length);return -1===n||s.pathname!==r.slice(n)||_(s).length<2?null:N("SSH",a,w(s.pathname).replace(/\.git$/i,""),t)})(e,t);if(a)return a;let i=(e=>{let t=e.trim();if(""===t||t.startsWith("//"))return null;let a=y(/^[a-z][a-z0-9+.-]*:\/\//i.test(t)?t:`https://${t}`);return a&&"https:"===a.protocol&&""===a.username&&""===a.password&&j(a)?a:null})(e);if(!i)return null;if(m.test(i.pathname))return{parsed:{source:"archive",url:i.href},label:`Zip archive — ${i.host}${i.pathname}`,suggestedName:v(w(i.pathname).replace(m,""))};if("github.com"===i.hostname.replace(/^www\./,""))return((e,t)=>{let a=_(e);if(a.length<2)return null;let i=a[0],r=a[1].replace(/\.git$/,"");if(!g.test(i)||!f.test(r))return null;let s=`${i}/${r}`,n=`https://github.com/${s}`,o={parsed:{source:"github",repo:s},label:`GitHub repo — ${s}`,suggestedName:v(r)};if(a.length>=4&&("tree"===a[2]||"blob"===a[2])){let e=a.slice(4),t=w(e.join("/")),i=d.test(t)?e.slice(0,-1):e;if(0===i.length)return o;let r=p(i.join("/"));return l.test(r)?{parsed:{source:"git-subdir",url:n,path:r},label:`GitHub subdir — ${s} @ ${r}`,suggestedName:v(w(r))}:null}if(2!==a.length)return null;let m=p(t??"");return""!==m?l.test(m)?{parsed:{source:"git-subdir",url:n,path:m},label:`GitHub subdir — ${s} @ ${m}`,suggestedName:v(w(m))}:null:o})(i,t);if(_(i).length<2)return null;let r=w(i.pathname).replace(/\.git$/,"");return N("Git",`${i.protocol}//${i.host}${i.pathname.replace(/\/+$/,"")}`,r,t)},"validatePluginName",0,e=>!!e&&""!==e.trim()&&/^[a-z0-9-]+$/.test(e)],209261);let S=({source:e})=>{let a=I(e),i=a&&"git-subdir"===e.source&&e.path?`${a}/tree/main/${e.path}`:a;return i?(0,t.jsxs)("div",{className:"mb-6",children:[(0,t.jsx)("div",{className:"mb-1 text-xs text-muted-foreground",children:"Source"}),(0,t.jsxs)("a",{href:i,target:"_blank",rel:"noopener noreferrer",className:"flex items-center gap-1 break-all text-[13px] 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pr-8",children:[(0,t.jsxs)("div",{onClick:n,className:"mb-6 inline-flex cursor-pointer items-center gap-1.5 text-sm text-muted-foreground",children:[(0,t.jsx)(i.ArrowLeft,{className:"size-3"}),(0,t.jsx)("span",{children:"Skills"})]}),(0,t.jsxs)("div",{className:"mb-2",children:[(0,t.jsx)("h1",{className:"m-0 text-[28px] font-normal leading-tight text-foreground",children:e.name}),e.description&&(0,t.jsx)("p",{className:"mb-0 ml-0 mr-0 mt-2 text-sm leading-relaxed text-muted-foreground",children:e.description})]}),(0,t.jsx)("div",{className:"mb-7 mt-6 border-b border-border",children:(0,t.jsx)("div",{className:"flex",children:[{key:"overview",label:"Overview"},{key:"usage",label:"How to Use"}].map(e=>(0,t.jsx)("div",{onClick:()=>p(e.key),className:(0,o.cn)("-mb-px cursor-pointer border-b-[3px] px-5 py-3 text-sm",l===e.key?"border-info font-medium text-info":"border-transparent font-normal 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\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0stffhbqahki3.js b/litellm/proxy/_experimental/out/_next/static/chunks/0stffhbqahki3.js
new file mode 100644
index 00000000000..6707ae430b3
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0stffhbqahki3.js
@@ -0,0 +1 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0t3a_qboss-93.js b/litellm/proxy/_experimental/out/_next/static/chunks/0t3a_qboss-93.js
new file mode 100644
index 00000000000..bbed93f787a
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0t3a_qboss-93.js
@@ -0,0 +1 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/38hycb7od4fgh.js b/litellm/proxy/_experimental/out/_next/static/chunks/0tzl5rama7x4_.js
similarity index 53%
rename from litellm/proxy/_experimental/out/_next/static/chunks/38hycb7od4fgh.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/0tzl5rama7x4_.js
index 4d86a5c87b9..c6dd0ab7074 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/38hycb7od4fgh.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0veol604iu812.js b/litellm/proxy/_experimental/out/_next/static/chunks/0veol604iu812.js
deleted file mode 100644
index df22ba9b86a..00000000000
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new file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/2oyhu8rllo9v-.js b/litellm/proxy/_experimental/out/_next/static/chunks/0x88jgebq4fjq.js
similarity index 69%
rename from litellm/proxy/_experimental/out/_next/static/chunks/2oyhu8rllo9v-.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/0x88jgebq4fjq.js
index 1c0aa680584..100603d1151 100644
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/0x88jgebq4fjq.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/3ys315je9wcpi.js b/litellm/proxy/_experimental/out/_next/static/chunks/1-metsezi443m.js
similarity index 59%
rename from litellm/proxy/_experimental/out/_next/static/chunks/3ys315je9wcpi.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/1-metsezi443m.js
index 7c53e977c32..c91eb12c3aa 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/3ys315je9wcpi.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/1-metsezi443m.js
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WeakMap,_=new WeakMap,N=new WeakMap,S=new WeakMap,T=new WeakMap,d=new WeakSet,k=function(){if(0===this.receivedMessages.length)throw new t3("stream ended without producing a Message with role=assistant");return this.receivedMessages.at(-1)},C=function(){if(0===this.receivedMessages.length)throw new t3("stream ended without producing a Message with role=assistant");let e=this.receivedMessages.at(-1).content.filter(e=>"text"===e.type).map(e=>e.text);if(0===e.length)throw new t3("stream ended without producing a content block with type=text");return e.join(" ")},E=function(){this.ended||t0(this,c,void 0,"f")},A=function(e){if(this.ended)return;let t=t1(this,d,"m",I).call(this,e);switch(this._emit("streamEvent",e,t),e.type){case"content_block_delta":{let 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Write a continuation summary that will allow you (or another instance of yourself) to resume work efficiently in a future context window where the conversation history will be replaced with this summary. Your summary should be structured, concise, and actionable. Include:
+1. Task Overview
+The user's core request and success criteria
+Any clarifications or constraints they specified
+2. Current State
+What has been completed so far
+Files created, modified, or analyzed (with paths if relevant)
+Key outputs or artifacts produced
+3. Important Discoveries
+Technical constraints or requirements uncovered
+Decisions made and their rationale
+Errors encountered and how they were resolved
+What approaches were tried that didn't work (and why)
+4. Next Steps
+Specific actions needed to complete the task
+Any blockers or open questions to resolve
+Priority order if multiple steps remain
+5. Context to Preserve
+User preferences or style requirements
+Domain-specific details that aren't obvious
+Any promises made to the user
+Be concise but complete—err on the side of including information that would prevent duplicate work or repeated mistakes. Write in a way that enables immediate resumption of the task.
+Wrap your summary in <summary></summary> tags.`;function rN(){let e,t;return{promise:new Promise((s,r)=>{e=s,t=r}),resolve:e,reject:t}}class rS{constructor(e,t,s){M.add(this),this.client=e,R.set(this,!1),$.set(this,!1),O.set(this,void 0),L.set(this,void 0),U.set(this,void 0),D.set(this,void 0),z.set(this,void 0),B.set(this,0),t0(this,O,{params:{...t,messages:structuredClone(t.messages)}},"f");const r=["BetaToolRunner",...re(t.tools,t.messages)].join(", ");t0(this,L,{...s,headers:s4([{"x-stainless-helper":r},s?.headers])},"f"),t0(this,z,rN(),"f"),t.compactionControl?.enabled&&console.warn('Anthropic: The `compactionControl` parameter is deprecated and will be removed in a future version. Use server-side compaction instead by passing `edits: [{ type: "compact_20260112" }]` in the params passed to `toolRunner()`. 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+Please migrate to a newer model. Visit https://docs.anthropic.com/en/docs/resources/model-deprecations for more information.`),rT.includes(a.model)&&a.thinking&&"enabled"===a.thinking.type&&console.warn(`Using Claude with ${a.model} and 'thinking.type=enabled' is deprecated. 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this._client.get(s6`/v1/sessions/${r}/resources/${e}?beta=true`,{...s,headers:s4([{"anthropic-beta":[...a??[],"managed-agents-2026-04-01"].toString()},s?.headers])})}update(e,t,s){let{session_id:r,betas:a,...n}=t;return this._client.post(s6`/v1/sessions/${r}/resources/${e}?beta=true`,{body:n,...s,headers:s4([{"anthropic-beta":[...a??[],"managed-agents-2026-04-01"].toString()},s?.headers])})}list(e,t={},s){let{betas:r,...a}=t??{};return this._client.getAPIList(s6`/v1/sessions/${e}/resources?beta=true`,sF,{query:a,...s,headers:s4([{"anthropic-beta":[...r??[],"managed-agents-2026-04-01"].toString()},s?.headers])})}delete(e,t,s){let{session_id:r,betas:a}=t;return this._client.delete(s6`/v1/sessions/${r}/resources/${e}?beta=true`,{...s,headers:s4([{"anthropic-beta":[...a??[],"managed-agents-2026-04-01"].toString()},s?.headers])})}add(e,t,s){let{betas:r,...a}=t;return 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of(s=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(s=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:s?{value:void 0,done:!0}:new Promise((e,s)=>t.push({resolve:e,reject:s})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}toReadableStream(){return new sM(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}}function rH(e){}class rV extends s1{create(e,t){return this._client.post("/v1/messages/batches",{body:e,...t})}retrieve(e,t){return this._client.get(s6`/v1/messages/batches/${e}`,t)}list(e={},t){return this._client.getAPIList("/v1/messages/batches",sq,{query:e,...t})}delete(e,t){return this._client.delete(s6`/v1/messages/batches/${e}`,t)}cancel(e,t){return this._client.post(s6`/v1/messages/batches/${e}/cancel`,t)}async results(e,t){let s=await this.retrieve(e);if(!s.results_url)throw new t3(`No batch \`results_url\`; Has it finished processing? 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+Please migrate to a newer model. Visit https://docs.anthropic.com/en/docs/resources/model-deprecations for more information.`),rK.includes(e.model)&&e.thinking&&"enabled"===e.thinking.type&&console.warn(`Using Claude with ${e.model} and 'thinking.type=enabled' is deprecated. Use 'thinking.type=adaptive' instead which results in better model performance in our testing: https://platform.claude.com/docs/en/build-with-claude/adaptive-thinking`);let s=this._client._options.timeout;if(!e.stream&&null==s){let t=rm[e.model]??void 0;s=this._client.calculateNonstreamingTimeout(e.max_tokens,t)}let r=rt(e.tools,e.messages);return this._client.post("/v1/messages",{body:e,timeout:s??6e5,...t,headers:s4([r,t?.headers]),stream:e.stream??!1})}parse(e,t){return this.create(e,t).then(t=>rB(t,e,{logger:this._client.logger??console}))}stream(e,t){return rW.createMessage(this,e,t,{logger:this._client.logger??console})}countTokens(e,t){return this._client.post("/v1/messages/count_tokens",{body:e,...t})}}let rJ={"claude-1.3":"November 6th, 2024","claude-1.3-100k":"November 6th, 2024","claude-instant-1.1":"November 6th, 2024","claude-instant-1.1-100k":"November 6th, 2024","claude-instant-1.2":"November 6th, 2024","claude-3-sonnet-20240229":"July 21st, 2025","claude-3-opus-20240229":"January 5th, 2026","claude-2.1":"July 21st, 2025","claude-2.0":"July 21st, 2025","claude-3-7-sonnet-latest":"February 19th, 2026","claude-3-7-sonnet-20250219":"February 19th, 2026","claude-3-5-haiku-latest":"February 19th, 2026","claude-3-5-haiku-20241022":"February 19th, 2026","claude-opus-4-0":"June 15th, 2026","claude-opus-4-20250514":"June 15th, 2026","claude-sonnet-4-0":"June 15th, 2026","claude-sonnet-4-20250514":"June 15th, 2026"},rK=["claude-mythos-preview","claude-opus-4-6"];rG.Batches=rV;class rX extends s1{retrieve(e,t={},s){let{betas:r}=t??{};return this._client.get(s6`/v1/models/${e}`,{...s,headers:s4([{...r?.toString()!=null?{"anthropic-beta":r?.toString()}:void 0},s?.headers])})}list(e={},t){let{betas:s,...r}=e??{};return this._client.getAPIList("/v1/models",sq,{query:r,...t,headers:s4([{...s?.toString()!=null?{"anthropic-beta":s?.toString()}:void 0},t?.headers])})}}class rY extends s1{create(e,t){let{betas:s,...r}=e;return this._client.post("/v1/complete",{body:r,timeout:this._client._options.timeout??6e5,...t,headers:s4([{...s?.toString()!=null?{"anthropic-beta":s?.toString()}:void 0},t?.headers]),stream:e.stream??!1})}}let rQ=e=>void 0!==globalThis.process?globalThis.process.env?.[e]?.trim()||void 0:void 0!==globalThis.Deno&&globalThis.Deno.env?.get?.(e)?.trim()||void 0;class rZ{constructor({baseURL:e=rQ("ANTHROPIC_BASE_URL"),apiKey:t=rQ("ANTHROPIC_API_KEY")??null,authToken:s=rQ("ANTHROPIC_AUTH_TOKEN")??null,...r}={}){ep.add(this),eg.set(this,void 0);const a={apiKey:t,authToken:s,...r,baseURL:e||"https://api.anthropic.com"};if(!a.dangerouslyAllowBrowser&&"u">typeof window&&void 0!==window.document&&"u">typeof navigator)throw new t3("It looks like you're running in a browser-like environment.\n\nThis is disabled by default, as it risks exposing your secret API credentials to attackers.\nIf you understand the risks and have appropriate mitigations in place,\nyou can set the `dangerouslyAllowBrowser` option to `true`, e.g.,\n\nnew Anthropic({ apiKey, dangerouslyAllowBrowser: true });\n");this.baseURL=a.baseURL,this.timeout=a.timeout??ef.DEFAULT_TIMEOUT,this.logger=a.logger??console;const n="warn";this.logLevel=n,this.logLevel=sk(a.logLevel,"ClientOptions.logLevel",this)??sk(rQ("ANTHROPIC_LOG"),"process.env['ANTHROPIC_LOG']",this)??n,this.fetchOptions=a.fetchOptions,this.maxRetries=a.maxRetries??2,this.fetch=a.fetch??function(){if("u">typeof fetch)return fetch;throw Error("`fetch` is not defined as a global; Either pass `fetch` to the client, `new Anthropic({ fetch })` or polyfill the global, `globalThis.fetch = fetch`")}(),t0(this,eg,sj,"f");const i=rQ("ANTHROPIC_CUSTOM_HEADERS");if(i){const e={};for(const t of i.split("\n")){const s=t.indexOf(":");s>=0&&(e[t.substring(0,s).trim()]=t.substring(s+1).trim())}a.defaultHeaders={...e,...a.defaultHeaders}}this._options=a,this.apiKey="string"==typeof t?t:null,this.authToken=s}withOptions(e){return new this.constructor({...this._options,baseURL:this.baseURL,maxRetries:this.maxRetries,timeout:this.timeout,logger:this.logger,logLevel:this.logLevel,fetch:this.fetch,fetchOptions:this.fetchOptions,apiKey:this.apiKey,authToken:this.authToken,...e})}defaultQuery(){return this._options.defaultQuery}validateHeaders({values:e,nulls:t}){if(!(e.get("x-api-key")||e.get("authorization")||this.apiKey&&e.get("x-api-key")||t.has("x-api-key")||this.authToken&&e.get("authorization"))&&!t.has("authorization"))throw Error('Could not resolve authentication method. Expected either apiKey or authToken to be set. Or for one of the "X-Api-Key" or "Authorization" headers to be explicitly omitted')}async authHeaders(e){return s4([await this.apiKeyAuth(e),await this.bearerAuth(e)])}async apiKeyAuth(e){if(null!=this.apiKey)return s4([{"X-Api-Key":this.apiKey}])}async bearerAuth(e){if(null!=this.authToken)return s4([{Authorization:`Bearer ${this.authToken}`}])}stringifyQuery(e){return Object.entries(e).filter(([e,t])=>void 0!==t).map(([e,t])=>{if("string"==typeof t||"number"==typeof t||"boolean"==typeof t)return`${encodeURIComponent(e)}=${encodeURIComponent(t)}`;if(null===t)return`${encodeURIComponent(e)}=`;throw new t3(`Cannot stringify type ${typeof t}; Expected string, number, boolean, or null. If you need to pass nested query parameters, you can manually encode them, e.g. { query: { 'foo[key1]': value1, 'foo[key2]': value2 } }, and please open a GitHub issue requesting better support for your use case.`)}).join("&")}getUserAgent(){return`${this.constructor.name}/JS ${sp}`}defaultIdempotencyKey(){return`stainless-node-retry-${t2()}`}makeStatusError(e,t,s,r){return t6.generate(e,t,s,r)}buildURL(e,t,s){let r=!t1(this,ep,"m",ex).call(this)&&s||this.baseURL,a=new URL(sl.test(e)?e:r+(r.endsWith("/")&&e.startsWith("/")?e.slice(1):e)),n=this.defaultQuery(),i=Object.fromEntries(a.searchParams);return sm(n)&&sm(i)||(t={...i,...n,...t}),"object"==typeof t&&t&&!Array.isArray(t)&&(a.search=this.stringifyQuery(t)),a.toString()}_calculateNonstreamingTimeout(e){if(3600*e/128e3>600)throw new t3("Streaming is required for operations that may take longer than 10 minutes. See https://github.com/anthropics/anthropic-sdk-typescript#streaming-responses for more details");return 6e5}async prepareOptions(e){}async prepareRequest(e,{url:t,options:s}){}get(e,t){return this.methodRequest("get",e,t)}post(e,t){return this.methodRequest("post",e,t)}patch(e,t){return this.methodRequest("patch",e,t)}put(e,t){return this.methodRequest("put",e,t)}delete(e,t){return this.methodRequest("delete",e,t)}methodRequest(e,t,s){return this.request(Promise.resolve(s).then(s=>({method:e,path:t,...s})))}request(e,t=null){return new sD(this,this.makeRequest(e,t,void 0))}async makeRequest(e,t,s){let r=await e,a=r.maxRetries??this.maxRetries;null==t&&(t=a),await this.prepareOptions(r);let{req:n,url:i,timeout:o}=await this.buildRequest(r,{retryCount:a-t});await this.prepareRequest(n,{url:i,options:r});let l="log_"+(0x1000000*Math.random()|0).toString(16).padStart(6,"0"),d=void 0===s?"":`, retryOf: ${s}`,c=Date.now();if(sP(this).debug(`[${l}] sending request`,sI({retryOfRequestLogID:s,method:r.method,url:i,options:r,headers:n.headers})),r.signal?.aborted)throw new t8;let u=new AbortController,m=await this.fetchWithTimeout(i,n,o,u).catch(t5),h=Date.now();if(m instanceof globalThis.Error){let e=`retrying, ${t} attempts remaining`;if(r.signal?.aborted)throw new t8;let a=t4(m)||/timed? ?out/i.test(String(m)+("cause"in m?String(m.cause):""));if(t)return sP(this).info(`[${l}] connection ${a?"timed out":"failed"} - ${e}`),sP(this).debug(`[${l}] connection ${a?"timed out":"failed"} (${e})`,sI({retryOfRequestLogID:s,url:i,durationMs:h-c,message:m.message})),this.retryRequest(r,t,s??l);if(sP(this).info(`[${l}] connection ${a?"timed out":"failed"} - error; no more retries left`),sP(this).debug(`[${l}] connection ${a?"timed out":"failed"} (error; no more retries left)`,sI({retryOfRequestLogID:s,url:i,durationMs:h-c,message:m.message})),a)throw new t7;throw new t9({cause:m})}let p=[...m.headers.entries()].filter(([e])=>"request-id"===e).map(([e,t])=>", "+e+": "+JSON.stringify(t)).join(""),f=`[${l}${d}${p}] ${n.method} ${i} ${m.ok?"succeeded":"failed"} with status ${m.status} in ${h-c}ms`;if(!m.ok){let e=await this.shouldRetry(m);if(t&&e){let e=`retrying, ${t} attempts remaining`;return await sv(m.body),sP(this).info(`${f} - ${e}`),sP(this).debug(`[${l}] response error (${e})`,sI({retryOfRequestLogID:s,url:m.url,status:m.status,headers:m.headers,durationMs:h-c})),this.retryRequest(r,t,s??l,m.headers)}let a=e?"error; no more retries left":"error; not retryable";sP(this).info(`${f} - ${a}`);let n=await m.text().catch(e=>t5(e).message),i=sh(n),o=i?void 0:n;throw sP(this).debug(`[${l}] response error (${a})`,sI({retryOfRequestLogID:s,url:m.url,status:m.status,headers:m.headers,message:o,durationMs:Date.now()-c})),this.makeStatusError(m.status,i,o,m.headers)}return sP(this).info(f),sP(this).debug(`[${l}] response start`,sI({retryOfRequestLogID:s,url:m.url,status:m.status,headers:m.headers,durationMs:h-c})),{response:m,options:r,controller:u,requestLogID:l,retryOfRequestLogID:s,startTime:c}}getAPIList(e,t,s){return this.requestAPIList(t,s&&"then"in s?s.then(t=>({method:"get",path:e,...t})):{method:"get",path:e,...s})}requestAPIList(e,t){return new sB(this,this.makeRequest(t,null,void 0),e)}async fetchWithTimeout(e,t,s,r){let{signal:a,method:n,...i}=t||{},o=this._makeAbort(r);a&&a.addEventListener("abort",o,{once:!0});let l=setTimeout(o,s),d=globalThis.ReadableStream&&i.body instanceof globalThis.ReadableStream||"object"==typeof i.body&&null!==i.body&&Symbol.asyncIterator in i.body,c={signal:r.signal,...d?{duplex:"half"}:{},method:"GET",...i};n&&(c.method=n.toUpperCase());try{return await this.fetch.call(void 0,e,c)}finally{clearTimeout(l)}}async shouldRetry(e){let t=e.headers.get("x-should-retry");return"true"===t||"false"!==t&&(408===e.status||409===e.status||429===e.status||!!(e.status>=500))}async retryRequest(e,t,s,r){let a,n,i=r?.get("retry-after-ms");if(i){let e=parseFloat(i);Number.isNaN(e)||(a=e)}let o=r?.get("retry-after");if(o&&!a){let e=parseFloat(o);a=Number.isNaN(e)?Date.parse(o)-Date.now():1e3*e}if(void 0===a){let s=e.maxRetries??this.maxRetries;a=this.calculateDefaultRetryTimeoutMillis(t,s)}return await (n=a,new Promise(e=>setTimeout(e,n))),this.makeRequest(e,t-1,s)}calculateDefaultRetryTimeoutMillis(e,t){return Math.min(.5*Math.pow(2,t-e),8)*(1-.25*Math.random())*1e3}calculateNonstreamingTimeout(e,t){if(36e5*e/128e3>6e5||null!=t&&e>t)throw new t3("Streaming is required for operations that may take longer than 10 minutes. 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n={};this.idempotencyHeader&&"get"!==s&&(e.idempotencyKey||(e.idempotencyKey=this.defaultIdempotencyKey()),n[this.idempotencyHeader]=e.idempotencyKey);let i=s4([n,{Accept:"application/json","User-Agent":this.getUserAgent(),"X-Stainless-Retry-Count":String(a),...e.timeout?{"X-Stainless-Timeout":String(Math.trunc(e.timeout/1e3))}:{},...t??(t=(()=>{let e="u">typeof Deno&&null!=Deno.build?"deno":"u">typeof EdgeRuntime?"edge":"[object process]"===Object.prototype.toString.call(void 0!==globalThis.process?globalThis.process:0)?"node":"unknown";if("deno"===e)return{"X-Stainless-Lang":"js","X-Stainless-Package-Version":sp,"X-Stainless-OS":sg(Deno.build.os),"X-Stainless-Arch":sf(Deno.build.arch),"X-Stainless-Runtime":"deno","X-Stainless-Runtime-Version":"string"==typeof Deno.version?Deno.version:Deno.version?.deno??"unknown"};if("u">typeof EdgeRuntime)return{"X-Stainless-Lang":"js","X-Stainless-Package-Version":sp,"X-Stainless-OS":"Unknown","X-Stainless-Arch":`other:${EdgeRuntime}`,"X-Stainless-Runtime":"edge","X-Stainless-Runtime-Version":globalThis.process.version};if("node"===e)return{"X-Stainless-Lang":"js","X-Stainless-Package-Version":sp,"X-Stainless-OS":sg(globalThis.process.platform??"unknown"),"X-Stainless-Arch":sf(globalThis.process.arch??"unknown"),"X-Stainless-Runtime":"node","X-Stainless-Runtime-Version":globalThis.process.version??"unknown"};let t=function(){if("u"<typeof navigator||!navigator)return null;for(let{key:e,pattern:t}of[{key:"edge",pattern:/Edge(?:\W+(\d+)\.(\d+)(?:\.(\d+))?)?/},{key:"ie",pattern:/MSIE(?:\W+(\d+)\.(\d+)(?:\.(\d+))?)?/},{key:"ie",pattern:/Trident(?:.*rv\:(\d+)\.(\d+)(?:\.(\d+))?)?/},{key:"chrome",pattern:/Chrome(?:\W+(\d+)\.(\d+)(?:\.(\d+))?)?/},{key:"firefox",pattern:/Firefox(?:\W+(\d+)\.(\d+)(?:\.(\d+))?)?/},{key:"safari",pattern:/(?:Version\W+(\d+)\.(\d+)(?:\.(\d+))?)?(?:\W+Mobile\S*)?\W+Safari/}]){let s=t.exec(navigator.userAgent);if(s){let t=s[1]||0,r=s[2]||0,a=s[3]||0;return{browser:e,version:`${t}.${r}.${a}`}}}return null}();return t?{"X-Stainless-Lang":"js","X-Stainless-Package-Version":sp,"X-Stainless-OS":"Unknown","X-Stainless-Arch":"unknown","X-Stainless-Runtime":`browser:${t.browser}`,"X-Stainless-Runtime-Version":t.version}:{"X-Stainless-Lang":"js","X-Stainless-Package-Version":sp,"X-Stainless-OS":"Unknown","X-Stainless-Arch":"unknown","X-Stainless-Runtime":"unknown","X-Stainless-Runtime-Version":"unknown"}})()),...this._options.dangerouslyAllowBrowser?{"anthropic-dangerous-direct-browser-access":"true"}:void 0,"anthropic-version":"2023-06-01"},await this.authHeaders(e),this._options.defaultHeaders,r,e.headers]);return this.validateHeaders(i),i.values}_makeAbort(e){return()=>e.abort()}buildBody({options:{body:e,headers:t}}){if(!e)return{bodyHeaders:void 0,body:void 0};let s=s4([t]);return ArrayBuffer.isView(e)||e instanceof ArrayBuffer||e instanceof DataView||"string"==typeof e&&s.values.has("content-type")||globalThis.Blob&&e instanceof globalThis.Blob||e instanceof FormData||e instanceof URLSearchParams||globalThis.ReadableStream&&e instanceof globalThis.ReadableStream?{bodyHeaders:void 0,body:e}:"object"==typeof e&&(Symbol.asyncIterator in e||Symbol.iterator in e&&"next"in e&&"function"==typeof e.next)?{bodyHeaders:void 0,body:sb(e)}:"object"==typeof e&&"application/x-www-form-urlencoded"===s.values.get("content-type")?{bodyHeaders:{"content-type":"application/x-www-form-urlencoded"},body:this.stringifyQuery(e)}:t1(this,eg,"f").call(this,{body:e,headers:s})}}ef=rZ,eg=new WeakMap,ep=new WeakSet,ex=function(){return"https://api.anthropic.com"!==this.baseURL},rZ.Anthropic=ef,rZ.HUMAN_PROMPT="\\n\\nHuman:",rZ.AI_PROMPT="\\n\\nAssistant:",rZ.DEFAULT_TIMEOUT=6e5,rZ.AnthropicError=t3,rZ.APIError=t6,rZ.APIConnectionError=t9,rZ.APIConnectionTimeoutError=t7,rZ.APIUserAbortError=t8,rZ.NotFoundError=sr,rZ.ConflictError=sa,rZ.RateLimitError=si,rZ.BadRequestError=se,rZ.AuthenticationError=st,rZ.InternalServerError=so,rZ.PermissionDeniedError=ss,rZ.UnprocessableEntityError=sn,rZ.toFile=sZ;class r0 extends rZ{constructor(){super(...arguments),this.completions=new rY(this),this.messages=new rG(this),this.models=new rX(this),this.beta=new rU(this)}}r0.Completions=rY,r0.Messages=rG,r0.Models=rX,r0.Beta=rU;let r1="toolset:",r2=e=>({completionTokens:e.output_tokens,promptTokens:e.input_tokens,totalTokens:e.input_tokens+e.output_tokens,...(0,eV.extractPromptCacheTokens)(e)});async function r4(e,t,s,r,a=[],n,i,o,l,d,c,u,m,h,p,f,g,x,b=!0,y){if(!r)throw Error("Virtual Key is required");console.log=function(){};let v=new r0({apiKey:r,baseURL:p||(0,eU.getProxyBaseUrl)(),dangerouslyAllowBrowser:!0,defaultHeaders:(0,eJ.buildPlaygroundHeaders)(a,y)});try{let r=Date.now(),a=!1,p={model:s,messages:e.map(e=>({role:e.role,content:e.content})),stream:b,max_tokens:1024,litellm_trace_id:d},y=function({selectedMCPServers:e,mcpServers:t,mcpToolsets:s,mcpServerToolRestrictions:r}){return e&&0!==e.length?e.includes("__all__")?[{type:"mcp",server_label:"litellm",server_url:"litellm_proxy/mcp",require_approval:"never"}]:e.map(e=>{if(e.startsWith(r1)){let t=e.slice(r1.length),r=s?.find(e=>e.toolset_id===t),a=r?.toolset_name||t;return{type:"mcp",server_label:a,server_url:`litellm_proxy/mcp/${a}`,require_approval:"never"}}let 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deleted file mode 100644
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deleted file mode 100644
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-Any clarifications or constraints they specified
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-Files created, modified, or analyzed (with paths if relevant)
-Key outputs or artifacts produced
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-Decisions made and their rationale
-Errors encountered and how they were resolved
-What approaches were tried that didn't work (and why)
-4. Next Steps
-Specific actions needed to complete the task
-Any blockers or open questions to resolve
-Priority order if multiple steps remain
-5. Context to Preserve
-User preferences or style requirements
-Domain-specific details that aren't obvious
-Any promises made to the user
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ended without producing a Message with role=assistant");return this.receivedMessages.at(-1)},el=function(){if(0===this.receivedMessages.length)throw new t4("stream ended without producing a Message with role=assistant");let e=this.receivedMessages.at(-1).content.filter(e=>"text"===e.type).map(e=>e.text);if(0===e.length)throw new t4("stream ended without producing a content block with type=text");return e.join(" ")},ec=function(){this.ended||tQ(this,V,void 0,"f")},eu=function(e){if(this.ended)return;let t=tZ(this,W,"m",eh).call(this,e);switch(this._emit("streamEvent",e,t),e.type){case"content_block_delta":{let s=t.content.at(-1);switch(e.delta.type){case"text_delta":"text"===s.type&&this._emit("text",e.delta.text,s.text||"");break;case"citations_delta":"text"===s.type&&this._emit("citation",e.delta.citation,s.citations??[]);break;case"input_json_delta":rB(s)&&s.input&&this._emit("inputJson",e.delta.partial_json,s.input);break;case"thinking_delta":"thinking"===s.type&&this._emit("thinking",e.delta.thinking,s.thinking);break;case"signature_delta":"thinking"===s.type&&this._emit("signature",s.signature);break;default:rF(e.delta)}break}case"message_stop":this._addMessageParam(t),this._addMessage(rU(t,tZ(this,H,"f"),{logger:tZ(this,ei,"f")}),!0);break;case"content_block_stop":this._emit("contentBlock",t.content.at(-1));break;case"message_start":tQ(this,V,t,"f")}},em=function(){if(this.ended)throw new t4("stream has ended, this shouldn't happen");let e=tZ(this,V,"f");if(!e)throw new t4("request ended without sending any chunks");return tQ(this,V,void 0,"f"),rU(e,tZ(this,H,"f"),{logger:tZ(this,ei,"f")})},eh=function(e){let t=tZ(this,V,"f");if("message_start"===e.type){if(t)throw new t4(`Unexpected event order, got ${e.type} before receiving "message_stop"`);return e.message}if(!t)throw new t4(`Unexpected event order, got ${e.type} before "message_start"`);switch(e.type){case"message_stop":case"content_block_stop":return t;case"message_delta":return t.stop_reason=e.delta.stop_reason,t.stop_sequence=e.delta.stop_sequence,t.usage.output_tokens=e.usage.output_tokens,null!=e.usage.input_tokens&&(t.usage.input_tokens=e.usage.input_tokens),null!=e.usage.cache_creation_input_tokens&&(t.usage.cache_creation_input_tokens=e.usage.cache_creation_input_tokens),null!=e.usage.cache_read_input_tokens&&(t.usage.cache_read_input_tokens=e.usage.cache_read_input_tokens),null!=e.usage.server_tool_use&&(t.usage.server_tool_use=e.usage.server_tool_use),t;case"content_block_start":return t.content.push({...e.content_block}),t;case"content_block_delta":{let s=t.content.at(e.index);switch(e.delta.type){case"text_delta":s?.type==="text"&&(t.content[e.index]={...s,text:(s.text||"")+e.delta.text});break;case"citations_delta":s?.type==="text"&&(t.content[e.index]={...s,citations:[...s.citations??[],e.delta.citation]});break;case"input_json_delta":if(s&&rB(s)){let r=s[rz]||"";r+=e.delta.partial_json;let a={...s};Object.defineProperty(a,rz,{value:r,enumerable:!1,writable:!0}),r&&(a.input=rf(r)),t.content[e.index]=a}break;case"thinking_delta":s?.type==="thinking"&&(t.content[e.index]={...s,thinking:s.thinking+e.delta.thinking});break;case"signature_delta":s?.type==="thinking"&&(t.content[e.index]={...s,signature:e.delta.signature});break;default:rF(e.delta)}return t}}},Symbol.asyncIterator)](){let e=[],t=[],s=!1;return this.on("streamEvent",s=>{let r=t.shift();r?r.resolve(s):e.push(s)}),this.on("end",()=>{for(let e of(s=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(s=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(s=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:s?{value:void 0,done:!0}:new Promise((e,s)=>t.push({resolve:e,reject:s})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}toReadableStream(){return new sP(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}}function rF(e){}class rW extends sZ{create(e,t){return this._client.post("/v1/messages/batches",{body:e,...t})}retrieve(e,t){return this._client.get(s5`/v1/messages/batches/${e}`,t)}list(e={},t){return this._client.getAPIList("/v1/messages/batches",sz,{query:e,...t})}delete(e,t){return this._client.delete(s5`/v1/messages/batches/${e}`,t)}cancel(e,t){return this._client.post(s5`/v1/messages/batches/${e}/cancel`,t)}async results(e,t){let s=await this.retrieve(e);if(!s.results_url)throw new t4(`No batch \`results_url\`; Has it finished processing? 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-  "stream_options": {
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-      "content": "hey"
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1ajx08t7yu_5b.js b/litellm/proxy/_experimental/out/_next/static/chunks/1ajx08t7yu_5b.js
deleted file mode 100644
index ccadcdece66..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/1ajx08t7yu_5b.js
+++ /dev/null
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deleted file mode 100644
index e113656604c..00000000000
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1epr0w1wnpysy.js b/litellm/proxy/_experimental/out/_next/static/chunks/1epr0w1wnpysy.js
new file mode 100644
index 00000000000..74c82f29843
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new file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1m-a1t8oh1ed0.js b/litellm/proxy/_experimental/out/_next/static/chunks/1m-a1t8oh1ed0.js
deleted file mode 100644
index 56c5c2a1378..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/1m-a1t8oh1ed0.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1m5beii8lvsl2.js b/litellm/proxy/_experimental/out/_next/static/chunks/1m5beii8lvsl2.js
deleted file mode 100644
index 13f24053aed..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/1m5beii8lvsl2.js
+++ /dev/null
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new file mode 100644
index 00000000000..34dfe84138a
--- /dev/null
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new file mode 100644
index 00000000000..6b7c0c7a2b1
--- /dev/null
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0kt64gn01pxw7.js b/litellm/proxy/_experimental/out/_next/static/chunks/1vcdhrlx_53q_.js
similarity index 62%
rename from litellm/proxy/_experimental/out/_next/static/chunks/0kt64gn01pxw7.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/1vcdhrlx_53q_.js
index b3ff1be6022..ca2a17a8e42 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/0kt64gn01pxw7.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/1vcdhrlx_53q_.js
@@ -1 +1 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1vjljxj58al0s.js b/litellm/proxy/_experimental/out/_next/static/chunks/1vjljxj58al0s.js
new file mode 100644
index 00000000000..c6fda331bef
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/1vjljxj58al0s.js
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new file mode 100644
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similarity index 81%
rename from litellm/proxy/_experimental/out/_next/static/chunks/1jmyhc5ofvym2.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/1xuknsk2a9jly.js
index ce182aa7d73..c4d1f78cd29 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/1jmyhc5ofvym2.js
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deleted file mode 100644
index 0a41e174b77..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/1z7dh9gmmrw_m.js
+++ /dev/null
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1t560iomfi7ve.js b/litellm/proxy/_experimental/out/_next/static/chunks/204s1dxqrry1v.js
similarity index 52%
rename from litellm/proxy/_experimental/out/_next/static/chunks/1t560iomfi7ve.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/204s1dxqrry1v.js
index a7bc7dce1ca..86340860b98 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/1t560iomfi7ve.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/204s1dxqrry1v.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/2774wro88l0ja.js b/litellm/proxy/_experimental/out/_next/static/chunks/25x5wlia-3twq.js
similarity index 66%
rename from litellm/proxy/_experimental/out/_next/static/chunks/2774wro88l0ja.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/25x5wlia-3twq.js
index ad28ac48760..da71ce39248 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/2774wro88l0ja.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/25x5wlia-3twq.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/3doe-1fpykdw3.js b/litellm/proxy/_experimental/out/_next/static/chunks/28fzwmvhc4sv1.js
similarity index 68%
rename from litellm/proxy/_experimental/out/_next/static/chunks/3doe-1fpykdw3.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/28fzwmvhc4sv1.js
index 8a4a402cde0..2449048b079 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/3doe-1fpykdw3.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/28fzwmvhc4sv1.js
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g={...p.popupStoreSelectors,disabled:(0,u.createSelector)(e=>e.disabled),instantType:(0,u.createSelector)(e=>e.instantType),isInstantPhase:(0,u.createSelector)(e=>e.isInstantPhase),trackCursorAxis:(0,u.createSelector)(e=>e.trackCursorAxis),disableHoverablePopup:(0,u.createSelector)(e=>e.disableHoverablePopup),lastOpenChangeReason:(0,u.createSelector)(e=>e.openChangeReason),closeOnClick:(0,u.createSelector)(e=>e.closeOnClick),closeDelay:(0,u.createSelector)(e=>e.closeDelay),hasViewport:(0,u.createSelector)(e=>e.hasViewport)};class h extends d.ReactStore{constructor(e,r,o=!1){const n=new m.PopupTriggerMap,a={...{...(0,p.createInitialPopupStoreState)(),disabled:!1,instantType:void 0,isInstantPhase:!1,trackCursorAxis:"none",disableHoverablePopup:!1,openChangeReason:null,closeOnClick:!0,closeDelay:0,hasViewport:!1},...e};a.floatingRootContext=(0,p.createPopupFloatingRootContext)(n,r,o),super(a,{popupRef:t.createRef(),onOpenChange:void 0,onOpenChangeComplete:void 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deleted file mode 100644
index 0acd4c45bed..00000000000
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text-muted-foreground"}),(0,t.jsxs)("div",{className:"min-w-0 flex-1",children:[(0,t.jsx)("p",{className:"font-medium",children:`${e} is on a draft deprecation list`}),(0,t.jsxs)("p",{className:"mt-1 break-words text-muted-foreground",children:[`${e} is one of several experimental features we're considering removing, potentially as early as September 1, 2026. This list is a draft and is not final. If you rely on this feature, please share feedback on the `,(0,t.jsx)(o.default,{href:"https://github.com/BerriAI/litellm/discussions/32090",target:"_blank",rel:"noopener noreferrer",className:"underline underline-offset-4",children:"deprecation discussion"}),"."]})]}),(0,t.jsx)("button",{type:"button","aria-label":"Close",onClick:()=>s(!0),className:"shrink-0 rounded-md p-0.5 text-muted-foreground transition-colors hover:text-foreground",children:(0,t.jsx)(a.X,{className:"size-4"})})]})}])},909947,e=>{"use strict";var t=e.i(865361);e.s(["generateCodeSnippet",0,e=>{let r,{apiKeySource:o,accessToken:i,apiKey:a,inputMessage:n,chatHistory:s,selectedTags:l,selectedVectorStores:d,selectedGuardrails:c,selectedPolicies:u,selectedVoice:p,endpointType:h,selectedModel:m,selectedSdk:g,proxySettings:f,customHeaders:b}=e,x="session"===o?i:a,_=window.location.origin,k=f?.LITELLM_UI_API_DOC_BASE_URL;k&&k.trim()?_=k:f?.PROXY_BASE_URL&&(_=f.PROXY_BASE_URL);let y=n||"Your prompt here",v=y.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),w=s.filter(e=>!e.isImage).map(({role:e,content:t})=>({role:e,content:t})),j={};l.length>0&&(j.tags=l),d.length>0&&(j.vector_stores=d),c.length>0&&(j.guardrails=c),u.length>0&&(j.policies=u);let C=m||"your-model-name",S=b&&Object.keys(b).length>0?`,
+	default_headers=${JSON.stringify(b,null,2).replace(/\n/g,"\n	")}`:"",T="azure"===g?`import openai
+
+client = openai.AzureOpenAI(
+	api_key="${x||"YOUR_LITELLM_API_KEY"}",
+	azure_endpoint="${_}",
+	api_version="2024-02-01"${S}
+)`:`import openai
+
+client = openai.OpenAI(
+	api_key="${x||"YOUR_LITELLM_API_KEY"}",
+	base_url="${_}"${S}
+)`;switch(h){case t.EndpointType.CHAT:{let e=Object.keys(j).length>0,t="";if(e){let e=JSON.stringify({metadata:j},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=`,
+    extra_body=${e}`}let o=w.length>0?w:[{role:"user",content:y}];r=`
+import base64
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+    with open(image_path, "rb") as image_file:
+        return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Example with text only
+response = client.chat.completions.create(
+    model="${C}",
+    messages=${JSON.stringify(o,null,4)}${t}
+)
+
+print(response)
+
+# Example with image or PDF (uncomment and provide file path to use)
+# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
+# response_with_file = client.chat.completions.create(
+#     model="${C}",
+#     messages=[
+#         {
+#             "role": "user",
+#             "content": [
+#                 {
+#                     "type": "text",
+#                     "text": "${v}"
+#                 },
+#                 {
+#                     "type": "image_url",
+#                     "image_url": {
+#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}
+#                     }
+#                 }
+#             ]
+#         }
+#     ]${t}
+# )
+# print(response_with_file)
+`;break}case t.EndpointType.RESPONSES:{let e=Object.keys(j).length>0,t="";if(e){let e=JSON.stringify({metadata:j},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=`,
+    extra_body=${e}`}let o=w.length>0?w:[{role:"user",content:y}];r=`
+import base64
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+    with open(image_path, "rb") as image_file:
+        return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Example with text only
+response = client.responses.create(
+    model="${C}",
+    input=${JSON.stringify(o,null,4)}${t}
+)
+
+print(response.output_text)
+
+# Example with image or PDF (uncomment and provide file path to use)
+# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
+# response_with_file = client.responses.create(
+#     model="${C}",
+#     input=[
+#         {
+#             "role": "user",
+#             "content": [
+#                 {"type": "input_text", "text": "${v}"},
+#                 {
+#                     "type": "input_image",
+#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}
+#                 },
+#             ],
+#         }
+#     ]${t}
+# )
+# print(response_with_file.output_text)
+`;break}case t.EndpointType.IMAGE:r="azure"===g?`
+# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.
+# This snippet uses 'client.images.generate' and will create a new image based on your prompt.
+# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.
+import os
+import requests
+import json
+import time
+from PIL import Image
+
+result = client.images.generate(
+	model="${C}",
+	prompt="${n}",
+	n=1
+)
+
+json_response = json.loads(result.model_dump_json())
+
+# Set the directory for the stored image
+image_dir = os.path.join(os.curdir, 'images')
+
+# If the directory doesn't exist, create it
+if not os.path.isdir(image_dir):
+	os.mkdir(image_dir)
+
+# Initialize the image path
+image_filename = f"generated_image_{int(time.time())}.png"
+image_path = os.path.join(image_dir, image_filename)
+
+try:
+	# Retrieve the generated image
+	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):
+			image_url = json_response["data"][0]["url"]
+			generated_image = requests.get(image_url).content
+			with open(image_path, "wb") as image_file:
+					image_file.write(generated_image)
+
+			print(f"Image saved to {image_path}")
+			# Display the image
+			image = Image.open(image_path)
+			image.show()
+	else:
+			print("Could not find image URL in response.")
+			print("Full response:", json_response)
+except Exception as e:
+	print(f"An error occurred: {e}")
+	print("Full response:", json_response)
+`:`
+import base64
+import os
+import time
+import json
+from PIL import Image
+import requests
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Helper function to create a file (simplified for this example)
+def create_file(image_path):
+	# In a real implementation, this would upload the file to OpenAI
+	# For this example, we'll just return a placeholder ID
+	return f"file_{os.path.basename(image_path).replace('.', '_')}"
+
+# The prompt entered by the user
+prompt = "${v}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${C}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`;break;case t.EndpointType.IMAGE_EDITS:r="azure"===g?`
+import base64
+import os
+import time
+import json
+from PIL import Image
+import requests
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# The prompt entered by the user
+prompt = "${v}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${C}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`:`
+import base64
+import os
+import time
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Helper function to create a file (simplified for this example)
+def create_file(image_path):
+	# In a real implementation, this would upload the file to OpenAI
+	# For this example, we'll just return a placeholder ID
+	return f"file_{os.path.basename(image_path).replace('.', '_')}"
+
+# The prompt entered by the user
+prompt = "${v}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${C}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`;break;case t.EndpointType.EMBEDDINGS:r=`
+response = client.embeddings.create(
+	input="${n||"Your string here"}",
+	model="${C}",
+	encoding_format="base64" # or "float"
+)
+
+print(response.data[0].embedding)
+`;break;case t.EndpointType.TRANSCRIPTION:r=`
+# Open the audio file
+audio_file = open("path/to/your/audio/file.mp3", "rb")
+
+# Make the transcription request
+response = client.audio.transcriptions.create(
+	model="${C}",
+	file=audio_file${n?`,
+	prompt="${n.replace(/\\/g,"\\\\").replace(/"/g,'\\"')}"`:""}
+)
+
+print(response.text)
+`;break;case t.EndpointType.SPEECH:r=`
+# Make the text-to-speech request
+response = client.audio.speech.create(
+	model="${C}",
+	input="${n||"Your text to convert to speech here"}",
+	voice="${p}"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer
+)
+
+# Save the audio to a file
+output_filename = "output_speech.mp3"
+response.stream_to_file(output_filename)
+print(f"Audio saved to {output_filename}")
+
+# Optional: Customize response format and speed
+# response = client.audio.speech.create(
+#     model="${C}",
+#     input="${n||"Your text to convert to speech here"}",
+#     voice="alloy",
+#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm
+#     speed=1.0  # Range: 0.25 to 4.0
+# )
+# response.stream_to_file("output_speech.mp3")
+`;break;default:r="\n# Code generation for this endpoint is not implemented yet."}return`${T}
+${r}`}])},499569,e=>{"use strict";var t=e.i(843476),r=e.i(271645),o=e.i(463059),i=e.i(204258),a=e.i(196631);function n({toolsEvent:e,mcpCallEvents:o,defaultOpenKeys:i}){let[a,l]=(0,r.useState)(i),d=(e,t)=>{l(r=>{let o=new Set(r);return t?o.add(e):o.delete(e),o})};return(0,t.jsxs)("div",{className:"relative m-0 p-0",children:[(0,t.jsx)("div",{className:"absolute bottom-0 left-[9px] top-[18px] w-px bg-muted opacity-80","aria-hidden":"true"}),(0,t.jsxs)("div",{className:"space-y-1",children:[e&&(0,t.jsx)(s,{panelKey:"list-tools",title:"List tools",open:a.has("list-tools"),onOpenChange:e=>d("list-tools",e),children:(0,t.jsx)("div",{children:e.item?.tools?.map((e,r)=>(0,t.jsx)("div",{className:"relative z-raised bg-card font-mono text-[13px] leading-[18px] text-muted-foreground",children:e.name},r))})}),o.map((e,r)=>{let o=`mcp-call-${r}`;return(0,t.jsx)(s,{panelKey:o,title:e.item?.name||"Tool 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o=e.find(e=>"response.output_item.done"===e.type&&e.item?.type==="mcp_list_tools"&&!!(e.item.tools&&e.item.tools.length>0)),i=e.filter(e=>"response.output_item.done"===e.type&&e.item?.type==="mcp_call");if(!o&&0===i.length)return null;let s=new Set(o?["list-tools"]:i.map((e,t)=>`mcp-call-${t}`));return(0,t.jsx)("div",{className:(0,a.cn)("mcp-events-display",r),children:(0,t.jsx)(n,{toolsEvent:o,mcpCallEvents:i,defaultOpenKeys:s})})}])},936772,e=>{"use strict";var t=e.i(843476),r=e.i(271645),o=e.i(918789),i=e.i(650056),a=e.i(219470),n=e.i(488012),s=e.i(664659),l=e.i(463059),d=e.i(341240),c=e.i(519455),u=e.i(204258);e.s(["default",0,({reasoningContent:e})=>{let p=(0,n.useSyntaxTheme)(a.coy),[h,m]=(0,r.useState)(!0);return e?(0,t.jsx)("div",{className:"reasoning-content mt-1 mb-2",children:(0,t.jsxs)(u.Collapsible,{open:h,onOpenChange:m,children:[(0,t.jsxs)(u.CollapsibleTrigger,{render:(0,t.jsx)(c.Button,{type:"button",variant:"ghost",size:"sm",className:"text-xs text-muted-foreground 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The request never reached the provider, so it did not read from or write to the provider's own prompt cache.",icon:(0,t.jsx)(d.History,{className:"size-3","aria-hidden":"true"}),value:"Hit"})}function f({usage:e}){if(e?.servedFromResponseCache)return(0,t.jsx)(g,{});let r=e?.cacheReadTokens??0,o=e?.cacheCreationTokens??0;return(0,t.jsxs)(t.Fragment,{children:[r>0&&(0,t.jsx)(m,{label:"Cache Read",tooltip:h.PROMPT_CACHE_READ_TOOLTIP,icon:(0,t.jsx)(a.Database,{className:"size-3","aria-hidden":"true"}),value:String(r)}),o>0&&(0,t.jsx)(m,{label:"Cache Write",tooltip:h.PROMPT_CACHE_CREATION_TOOLTIP,icon:(0,t.jsx)(n.DatabaseBackup,{className:"size-3","aria-hidden":"true"}),value:String(o)})]})}e.s(["default",0,({timeToFirstToken:e,totalLatency:a,usage:n,toolName:d})=>e||a||n?(0,t.jsxs)("div",{className:"response-metrics mt-2 flex flex-wrap gap-3 border-t border-border pt-2 text-xs text-muted-foreground",children:[void 0!==e&&(0,t.jsx)(m,{label:"TTFT",tooltip:"Time to first token",icon:(0,t.jsx)(i.Clock,{className:"size-3","aria-hidden":"true"}),value:`${(e/1e3).toFixed(2)}s`}),void 0!==a&&(0,t.jsx)(m,{label:"Total Latency",tooltip:"Total latency",icon:(0,t.jsx)(i.Clock,{className:"size-3","aria-hidden":"true"}),value:`${(a/1e3).toFixed(2)}s`}),n?.promptTokens!==void 0&&(0,t.jsx)(m,{label:"In",tooltip:"Prompt tokens",icon:(0,t.jsx)(r.ArrowDownToLine,{className:"size-3","aria-hidden":"true"}),value:String(n.promptTokens)}),(0,t.jsx)(f,{usage:n}),n?.completionTokens!==void 0&&(0,t.jsx)(m,{label:"Out",tooltip:"Completion tokens",icon:(0,t.jsx)(o.ArrowUpFromLine,{className:"size-3","aria-hidden":"true"}),value:String(n.completionTokens)}),n?.reasoningTokens!==void 0&&(0,t.jsx)(m,{label:"Reasoning",tooltip:"Reasoning tokens",icon:(0,t.jsx)(c.Lightbulb,{className:"size-3","aria-hidden":"true"}),value:String(n.reasoningTokens)}),n?.totalTokens!==void 0&&(0,t.jsx)(m,{label:"Total",tooltip:"Total tokens",icon:(0,t.jsx)(l.Hash,{className:"size-3","aria-hidden":"true"}),value:String(n.totalTokens)}),"number"==typeof n?.cost&&Number.isFinite(n.cost)&&(0,t.jsx)(m,{label:"Cost",tooltip:"Cost",icon:(0,t.jsx)(s.DollarSign,{className:"size-3","aria-hidden":"true"}),value:`$${n.cost.toFixed(6)}`}),d&&(0,t.jsx)(m,{label:"Tool",tooltip:"Tool used",icon:(0,t.jsx)(u.Wrench,{className:"size-3","aria-hidden":"true"}),value:d})]}):null])},248467,e=>{"use strict";var t=e.i(843476),r=e.i(299023),o=e.i(107233),i=e.i(519455),a=e.i(793479);e.s(["default",0,({value:e=[],onChange:n})=>{let s=(t,r)=>n?.(e.map((e,o)=>o===t?r:e));return(0,t.jsxs)("div",{className:"space-y-2",children:[e.map(([o,l],d)=>(0,t.jsxs)("div",{className:"flex items-center gap-2",children:[(0,t.jsx)(a.Input,{placeholder:"Header Name",value:o,onChange:e=>s(d,[e.target.value,l])}),(0,t.jsx)(a.Input,{placeholder:"Header Value",value:l,onChange:e=>s(d,[o,e.target.value])}),(0,t.jsx)(i.Button,{type:"button",variant:"ghost",size:"icon-sm",onClick:()=>n?.(e.filter((e,t)=>t!==d)),"aria-label":`Remove header ${d+1}`,children:(0,t.jsx)(r.Minus,{})})]},d)),(0,t.jsxs)(i.Button,{type:"button",variant:"outline",onClick:()=>n?.([...e,["",""]]),children:[(0,t.jsx)(o.Plus,{}),"Add Header"]})]})}])},459161,892034,757625,e=>{"use strict";var t=e.i(356449),r=e.i(602869),o=e.i(417385),i=e.i(441773);function a(e){if("number"==typeof e)return Number.isFinite(e)?e:void 0;if("string"!=typeof e)return;let t=e.trim();if(""===t)return;let r=Number(t);return Number.isFinite(r)?r:void 0}e.s(["parseUsageCost",0,a],892034);let n=e=>Array.isArray(e)&&2===e.length&&e.every(e=>"string"==typeof e),s=(e,t)=>({...e&&e.length>0?{"x-litellm-tags":e.join(",")}:{},...t});async function l(e,n,d,c,u=[],p,h,m,g,f,b,x,_,k,y,v,w,j,C,S,T,N,z,E=!0,R,I){if(!c)throw Error("Virtual Key is required");if(!d||""===d.trim())throw Error("Model is required. 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+  "mcpServers": {
+    "circleci-mcp-server": {
+      "command": "npx",
+      "args": ["-y", "@circleci/mcp-server-circleci"],
+      "env": {
+        "CIRCLECI_TOKEN": "your-circleci-token",
+        "CIRCLECI_BASE_URL": "https://circleci.com"
+      }
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+      "authorization_token": "..."
+    }
+  }
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/28wszyyn3zv_h.js b/litellm/proxy/_experimental/out/_next/static/chunks/2aiq7su4mjaro.js
similarity index 56%
rename from litellm/proxy/_experimental/out/_next/static/chunks/28wszyyn3zv_h.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/2aiq7su4mjaro.js
index 1578ae21667..3430b587678 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/28wszyyn3zv_h.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/2d2evddzxtbq6.js b/litellm/proxy/_experimental/out/_next/static/chunks/2d2evddzxtbq6.js
deleted file mode 100644
index 712637dc787..00000000000
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0i4wymubyyid8.js b/litellm/proxy/_experimental/out/_next/static/chunks/2da7ygpq4ndo8.js
similarity index 50%
rename from litellm/proxy/_experimental/out/_next/static/chunks/0i4wymubyyid8.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/2da7ygpq4ndo8.js
index 94b10b45345..e7de80533b5 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/0i4wymubyyid8.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/2da7ygpq4ndo8.js
@@ -1 +1 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1fl3r3enx76vk.js b/litellm/proxy/_experimental/out/_next/static/chunks/2dsu84-anah7m.js
similarity index 85%
rename from litellm/proxy/_experimental/out/_next/static/chunks/1fl3r3enx76vk.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/2dsu84-anah7m.js
index acc938b9b11..cb96931c9b8 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/1fl3r3enx76vk.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/2dsu84-anah7m.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/2h_4-n4rgy99r.js b/litellm/proxy/_experimental/out/_next/static/chunks/2h_4-n4rgy99r.js
new file mode 100644
index 00000000000..2b241a1bbf8
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/2h_4-n4rgy99r.js
@@ -0,0 +1,5 @@
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z(e){let t="[0-5]\\d";e.precision?t=`${t}\\.\\d{${e.precision}}`:null==e.precision&&(t=`${t}(\\.\\d+)?`);let s=e.precision?"+":"?";return`([01]\\d|2[0-3]):[0-5]\\d(:${t})${s}`}function B(e){let t=`${Z}T${z(e)}`,s=[];return s.push(e.local?"Z?":"Z"),e.offset&&s.push("([+-]\\d{2}:?\\d{2})"),t=`${t}(${s.join("|")})`,RegExp(`^${t}$`)}class q extends k{_parse(e){var a,r,n,l;let o;if(this._def.coerce&&(e.data=String(e.data)),this._getType(e)!==s.string){let t=this._getOrReturnCtx(e);return h(t,{code:i.invalid_type,expected:s.string,received:t.parsedType}),f}let d=new p;for(let s of this._def.checks)if("min"===s.kind)e.data.length<s.value&&(h(o=this._getOrReturnCtx(e,o),{code:i.too_small,minimum:s.value,type:"string",inclusive:!0,exact:!1,message:s.message}),d.dirty());else if("max"===s.kind)e.data.length>s.value&&(h(o=this._getOrReturnCtx(e,o),{code:i.too_big,maximum:s.value,type:"string",inclusive:!0,exact:!1,message:s.message}),d.dirty());else if("length"===s.kind){let t=e.data.length>s.value,a=e.data.length<s.value;(t||a)&&(o=this._getOrReturnCtx(e,o),t?h(o,{code:i.too_big,maximum:s.value,type:"string",inclusive:!0,exact:!0,message:s.message}):a&&h(o,{code:i.too_small,minimum:s.value,type:"string",inclusive:!0,exact:!0,message:s.message}),d.dirty())}else if("email"===s.kind)O.test(e.data)||(h(o=this._getOrReturnCtx(e,o),{validation:"email",code:i.invalid_string,message:s.message}),d.dirty());else if("emoji"===s.kind)t||(t=RegExp("^(\\p{Extended_Pictographic}|\\p{Emoji_Component})+$","u")),t.test(e.data)||(h(o=this._getOrReturnCtx(e,o),{validation:"emoji",code:i.invalid_string,message:s.message}),d.dirty());else if("uuid"===s.kind)I.test(e.data)||(h(o=this._getOrReturnCtx(e,o),{validation:"uuid",code:i.invalid_string,message:s.message}),d.dirty());else if("nanoid"===s.kind)E.test(e.data)||(h(o=this._getOrReturnCtx(e,o),{validation:"nanoid",code:i.invalid_string,message:s.message}),d.dirty());else if("cuid"===s.kind)T.test(e.data)||(h(o=this._getOrReturnCtx(e,o),{validation:"cuid",code:i.invalid_string,message:s.message}),d.dirty());else if("cuid2"===s.kind)C.test(e.data)||(h(o=this._getOrReturnCtx(e,o),{validation:"cuid2",code:i.invalid_string,message:s.message}),d.dirty());else if("ulid"===s.kind)S.test(e.data)||(h(o=this._getOrReturnCtx(e,o),{validation:"ulid",code:i.invalid_string,message:s.message}),d.dirty());else if("url"===s.kind)try{new URL(e.data)}catch{h(o=this._getOrReturnCtx(e,o),{validation:"url",code:i.invalid_string,message:s.message}),d.dirty()}else"regex"===s.kind?(s.regex.lastIndex=0,s.regex.test(e.data)||(h(o=this._getOrReturnCtx(e,o),{validation:"regex",code:i.invalid_string,message:s.message}),d.dirty())):"trim"===s.kind?e.data=e.data.trim():"includes"===s.kind?e.data.includes(s.value,s.position)||(h(o=this._getOrReturnCtx(e,o),{code:i.invalid_string,validation:{includes:s.value,position:s.position},message:s.message}),d.dirty()):"toLowerCase"===s.kind?e.data=e.data.toLowerCase():"toUpperCase"===s.kind?e.data=e.data.toUpperCase():"startsWith"===s.kind?e.data.startsWith(s.value)||(h(o=this._getOrReturnCtx(e,o),{code:i.invalid_string,validation:{startsWith:s.value},message:s.message}),d.dirty()):"endsWith"===s.kind?e.data.endsWith(s.value)||(h(o=this._getOrReturnCtx(e,o),{code:i.invalid_string,validation:{endsWith:s.value},message:s.message}),d.dirty()):"datetime"===s.kind?B(s).test(e.data)||(h(o=this._getOrReturnCtx(e,o),{code:i.invalid_string,validation:"datetime",message:s.message}),d.dirty()):"date"===s.kind?U.test(e.data)||(h(o=this._getOrReturnCtx(e,o),{code:i.invalid_string,validation:"date",message:s.message}),d.dirty()):"time"===s.kind?RegExp(`^${z(s)}$`).test(e.data)||(h(o=this._getOrReturnCtx(e,o),{code:i.invalid_string,validation:"time",message:s.message}),d.dirty()):"duration"===s.kind?R.test(e.data)||(h(o=this._getOrReturnCtx(e,o),{validation:"duration",code:i.invalid_string,message:s.message}),d.dirty()):"ip"===s.kind?(a=e.data,!(("v4"===(r=s.version)||!r)&&M.test(a)||("v6"===r||!r)&&F.test(a))&&1&&(h(o=this._getOrReturnCtx(e,o),{validation:"ip",code:i.invalid_string,message:s.message}),d.dirty())):"jwt"===s.kind?!function(e,t){if(!A.test(e))return!1;try{let[s]=e.split(".");if(!s)return!1;let 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new q({...this._def,checks:[...this._def.checks,e]})}email(e){return this._addCheck({kind:"email",...tm.errToObj(e)})}url(e){return this._addCheck({kind:"url",...tm.errToObj(e)})}emoji(e){return this._addCheck({kind:"emoji",...tm.errToObj(e)})}uuid(e){return this._addCheck({kind:"uuid",...tm.errToObj(e)})}nanoid(e){return this._addCheck({kind:"nanoid",...tm.errToObj(e)})}cuid(e){return this._addCheck({kind:"cuid",...tm.errToObj(e)})}cuid2(e){return this._addCheck({kind:"cuid2",...tm.errToObj(e)})}ulid(e){return this._addCheck({kind:"ulid",...tm.errToObj(e)})}base64(e){return this._addCheck({kind:"base64",...tm.errToObj(e)})}base64url(e){return this._addCheck({kind:"base64url",...tm.errToObj(e)})}jwt(e){return this._addCheck({kind:"jwt",...tm.errToObj(e)})}ip(e){return this._addCheck({kind:"ip",...tm.errToObj(e)})}cidr(e){return this._addCheck({kind:"cidr",...tm.errToObj(e)})}datetime(e){return"string"==typeof e?this._addCheck({kind:"datetime",precision:null,offset:!1,local:!1,message:e}):this._addCheck({kind:"datetime",precision:void 0===e?.precision?null:e?.precision,offset:e?.offset??!1,local:e?.local??!1,...tm.errToObj(e?.message)})}date(e){return this._addCheck({kind:"date",message:e})}time(e){return"string"==typeof e?this._addCheck({kind:"time",precision:null,message:e}):this._addCheck({kind:"time",precision:void 0===e?.precision?null:e?.precision,...tm.errToObj(e?.message)})}duration(e){return this._addCheck({kind:"duration",...tm.errToObj(e)})}regex(e,t){return this._addCheck({kind:"regex",regex:e,...tm.errToObj(t)})}includes(e,t){return this._addCheck({kind:"includes",value:e,position:t?.position,...tm.errToObj(t?.message)})}startsWith(e,t){return this._addCheck({kind:"startsWith",value:e,...tm.errToObj(t)})}endsWith(e,t){return this._addCheck({kind:"endsWith",value:e,...tm.errToObj(t)})}min(e,t){return this._addCheck({kind:"min",value:e,...tm.errToObj(t)})}max(e,t){return this._addCheck({kind:"max",value:e,...tm.errToObj(t)})}length(e,t){return this._addCheck({kind:"length",value:e,...tm.errToObj(t)})}nonempty(e){return this.min(1,tm.errToObj(e))}trim(){return new q({...this._def,checks:[...this._def.checks,{kind:"trim"}]})}toLowerCase(){return new q({...this._def,checks:[...this._def.checks,{kind:"toLowerCase"}]})}toUpperCase(){return new q({...this._def,checks:[...this._def.checks,{kind:"toUpperCase"}]})}get isDatetime(){return!!this._def.checks.find(e=>"datetime"===e.kind)}get isDate(){return!!this._def.checks.find(e=>"date"===e.kind)}get isTime(){return!!this._def.checks.find(e=>"time"===e.kind)}get isDuration(){return!!this._def.checks.find(e=>"duration"===e.kind)}get isEmail(){return!!this._def.checks.find(e=>"email"===e.kind)}get isURL(){return!!this._def.checks.find(e=>"url"===e.kind)}get isEmoji(){return!!this._def.checks.find(e=>"emoji"===e.kind)}get isUUID(){return!!this._def.checks.find(e=>"uuid"===e.kind)}get isNANOID(){return!!this._def.checks.find(e=>"nanoid"===e.kind)}get isCUID(){return!!this._def.checks.find(e=>"cuid"===e.kind)}get isCUID2(){return!!this._def.checks.find(e=>"cuid2"===e.kind)}get isULID(){return!!this._def.checks.find(e=>"ulid"===e.kind)}get isIP(){return!!this._def.checks.find(e=>"ip"===e.kind)}get isCIDR(){return!!this._def.checks.find(e=>"cidr"===e.kind)}get isBase64(){return!!this._def.checks.find(e=>"base64"===e.kind)}get isBase64url(){return!!this._def.checks.find(e=>"base64url"===e.kind)}get minLength(){let e=null;for(let t of this._def.checks)"min"===t.kind&&(null===e||t.value>e)&&(e=t.value);return e}get maxLength(){let e=null;for(let t of this._def.checks)"max"===t.kind&&(null===e||t.value<e)&&(e=t.value);return e}}q.create=e=>new q({checks:[],typeName:th.ZodString,coerce:e?.coerce??!1,...N(e)});class V extends k{constructor(){super(...arguments),this.min=this.gte,this.max=this.lte,this.step=this.multipleOf}_parse(e){let t;if(this._def.coerce&&(e.data=Number(e.data)),this._getType(e)!==s.number){let t=this._getOrReturnCtx(e);return h(t,{code:i.invalid_type,expected:s.number,received:t.parsedType}),f}let a=new p;for(let s of this._def.checks)"int"===s.kind?tc.isInteger(e.data)||(h(t=this._getOrReturnCtx(e,t),{code:i.invalid_type,expected:"integer",received:"float",message:s.message}),a.dirty()):"min"===s.kind?(s.inclusive?e.data<s.value:e.data<=s.value)&&(h(t=this._getOrReturnCtx(e,t),{code:i.too_small,minimum:s.value,type:"number",inclusive:s.inclusive,exact:!1,message:s.message}),a.dirty()):"max"===s.kind?(s.inclusive?e.data>s.value:e.data>=s.value)&&(h(t=this._getOrReturnCtx(e,t),{code:i.too_big,maximum:s.value,type:"number",inclusive:s.inclusive,exact:!1,message:s.message}),a.dirty()):"multipleOf"===s.kind?0!==function(e,t){let s=(e.toString().split(".")[1]||"").length,a=(t.toString().split(".")[1]||"").length,i=s>a?s:a;return Number.parseInt(e.toFixed(i).replace(".",""))%Number.parseInt(t.toFixed(i).replace(".",""))/10**i}(e.data,s.value)&&(h(t=this._getOrReturnCtx(e,t),{code:i.not_multiple_of,multipleOf:s.value,message:s.message}),a.dirty()):"finite"===s.kind?Number.isFinite(e.data)||(h(t=this._getOrReturnCtx(e,t),{code:i.not_finite,message:s.message}),a.dirty()):tc.assertNever(s);return{status:a.value,value:e.data}}gte(e,t){return this.setLimit("min",e,!0,tm.toString(t))}gt(e,t){return this.setLimit("min",e,!1,tm.toString(t))}lte(e,t){return this.setLimit("max",e,!0,tm.toString(t))}lt(e,t){return this.setLimit("max",e,!1,tm.toString(t))}setLimit(e,t,s,a){return new V({...this._def,checks:[...this._def.checks,{kind:e,value:t,inclusive:s,message:tm.toString(a)}]})}_addCheck(e){return new V({...this._def,checks:[...this._def.checks,e]})}int(e){return this._addCheck({kind:"int",message:tm.toString(e)})}positive(e){return this._addCheck({kind:"min",value:0,inclusive:!1,message:tm.toString(e)})}negative(e){return this._addCheck({kind:"max",value:0,inclusive:!1,message:tm.toString(e)})}nonpositive(e){return this._addCheck({kind:"max",value:0,inclusive:!0,message:tm.toString(e)})}nonnegative(e){return this._addCheck({kind:"min",value:0,inclusive:!0,message:tm.toString(e)})}multipleOf(e,t){return this._addCheck({kind:"multipleOf",value:e,message:tm.toString(t)})}finite(e){return this._addCheck({kind:"finite",message:tm.toString(e)})}safe(e){return this._addCheck({kind:"min",inclusive:!0,value:Number.MIN_SAFE_INTEGER,message:tm.toString(e)})._addCheck({kind:"max",inclusive:!0,value:Number.MAX_SAFE_INTEGER,message:tm.toString(e)})}get minValue(){let e=null;for(let t of this._def.checks)"min"===t.kind&&(null===e||t.value>e)&&(e=t.value);return e}get maxValue(){let e=null;for(let t of this._def.checks)"max"===t.kind&&(null===e||t.value<e)&&(e=t.value);return e}get isInt(){return!!this._def.checks.find(e=>"int"===e.kind||"multipleOf"===e.kind&&tc.isInteger(e.value))}get isFinite(){let e=null,t=null;for(let s of this._def.checks)if("finite"===s.kind||"int"===s.kind||"multipleOf"===s.kind)return!0;else"min"===s.kind?(null===t||s.value>t)&&(t=s.value):"max"===s.kind&&(null===e||s.value<e)&&(e=s.value);return Number.isFinite(t)&&Number.isFinite(e)}}V.create=e=>new V({checks:[],typeName:th.ZodNumber,coerce:e?.coerce||!1,...N(e)});class K extends k{constructor(){super(...arguments),this.min=this.gte,this.max=this.lte}_parse(e){let t;if(this._def.coerce)try{e.data=BigInt(e.data)}catch{return this._getInvalidInput(e)}if(this._getType(e)!==s.bigint)return this._getInvalidInput(e);let a=new p;for(let s of this._def.checks)"min"===s.kind?(s.inclusive?e.data<s.value:e.data<=s.value)&&(h(t=this._getOrReturnCtx(e,t),{code:i.too_small,type:"bigint",minimum:s.value,inclusive:s.inclusive,message:s.message}),a.dirty()):"max"===s.kind?(s.inclusive?e.data>s.value:e.data>=s.value)&&(h(t=this._getOrReturnCtx(e,t),{code:i.too_big,type:"bigint",maximum:s.value,inclusive:s.inclusive,message:s.message}),a.dirty()):"multipleOf"===s.kind?e.data%s.value!==BigInt(0)&&(h(t=this._getOrReturnCtx(e,t),{code:i.not_multiple_of,multipleOf:s.value,message:s.message}),a.dirty()):tc.assertNever(s);return{status:a.value,value:e.data}}_getInvalidInput(e){let t=this._getOrReturnCtx(e);return h(t,{code:i.invalid_type,expected:s.bigint,received:t.parsedType}),f}gte(e,t){return this.setLimit("min",e,!0,tm.toString(t))}gt(e,t){return this.setLimit("min",e,!1,tm.toString(t))}lte(e,t){return this.setLimit("max",e,!0,tm.toString(t))}lt(e,t){return this.setLimit("max",e,!1,tm.toString(t))}setLimit(e,t,s,a){return new K({...this._def,checks:[...this._def.checks,{kind:e,value:t,inclusive:s,message:tm.toString(a)}]})}_addCheck(e){return new K({...this._def,checks:[...this._def.checks,e]})}positive(e){return this._addCheck({kind:"min",value:BigInt(0),inclusive:!1,message:tm.toString(e)})}negative(e){return this._addCheck({kind:"max",value:BigInt(0),inclusive:!1,message:tm.toString(e)})}nonpositive(e){return this._addCheck({kind:"max",value:BigInt(0),inclusive:!0,message:tm.toString(e)})}nonnegative(e){return this._addCheck({kind:"min",value:BigInt(0),inclusive:!0,message:tm.toString(e)})}multipleOf(e,t){return this._addCheck({kind:"multipleOf",value:e,message:tm.toString(t)})}get minValue(){let e=null;for(let t of this._def.checks)"min"===t.kind&&(null===e||t.value>e)&&(e=t.value);return e}get maxValue(){let e=null;for(let t of this._def.checks)"max"===t.kind&&(null===e||t.value<e)&&(e=t.value);return e}}K.create=e=>new K({checks:[],typeName:th.ZodBigInt,coerce:e?.coerce??!1,...N(e)});class H extends k{_parse(e){if(this._def.coerce&&(e.data=!!e.data),this._getType(e)!==s.boolean){let t=this._getOrReturnCtx(e);return h(t,{code:i.invalid_type,expected:s.boolean,received:t.parsedType}),f}return x(e.data)}}H.create=e=>new H({typeName:th.ZodBoolean,coerce:e?.coerce||!1,...N(e)});class W extends k{_parse(e){let t;if(this._def.coerce&&(e.data=new Date(e.data)),this._getType(e)!==s.date){let t=this._getOrReturnCtx(e);return h(t,{code:i.invalid_type,expected:s.date,received:t.parsedType}),f}if(Number.isNaN(e.data.getTime()))return h(this._getOrReturnCtx(e),{code:i.invalid_date}),f;let a=new p;for(let s of this._def.checks)"min"===s.kind?e.data.getTime()<s.value&&(h(t=this._getOrReturnCtx(e,t),{code:i.too_small,message:s.message,inclusive:!0,exact:!1,minimum:s.value,type:"date"}),a.dirty()):"max"===s.kind?e.data.getTime()>s.value&&(h(t=this._getOrReturnCtx(e,t),{code:i.too_big,message:s.message,inclusive:!0,exact:!1,maximum:s.value,type:"date"}),a.dirty()):tc.assertNever(s);return{status:a.value,value:new Date(e.data.getTime())}}_addCheck(e){return new W({...this._def,checks:[...this._def.checks,e]})}min(e,t){return this._addCheck({kind:"min",value:e.getTime(),message:tm.toString(t)})}max(e,t){return this._addCheck({kind:"max",value:e.getTime(),message:tm.toString(t)})}get minDate(){let e=null;for(let t of this._def.checks)"min"===t.kind&&(null===e||t.value>e)&&(e=t.value);return null!=e?new Date(e):null}get maxDate(){let e=null;for(let t of this._def.checks)"max"===t.kind&&(null===e||t.value<e)&&(e=t.value);return null!=e?new Date(e):null}}W.create=e=>new W({checks:[],coerce:e?.coerce||!1,typeName:th.ZodDate,...N(e)});class G extends k{_parse(e){if(this._getType(e)!==s.symbol){let t=this._getOrReturnCtx(e);return h(t,{code:i.invalid_type,expected:s.symbol,received:t.parsedType}),f}return x(e.data)}}G.create=e=>new G({typeName:th.ZodSymbol,...N(e)});class Y extends k{_parse(e){if(this._getType(e)!==s.undefined){let t=this._getOrReturnCtx(e);return h(t,{code:i.invalid_type,expected:s.undefined,received:t.parsedType}),f}return x(e.data)}}Y.create=e=>new Y({typeName:th.ZodUndefined,...N(e)});class X extends k{_parse(e){if(this._getType(e)!==s.null){let t=this._getOrReturnCtx(e);return h(t,{code:i.invalid_type,expected:s.null,received:t.parsedType}),f}return x(e.data)}}X.create=e=>new X({typeName:th.ZodNull,...N(e)});class J extends k{constructor(){super(...arguments),this._any=!0}_parse(e){return x(e.data)}}J.create=e=>new J({typeName:th.ZodAny,...N(e)});class Q extends k{constructor(){super(...arguments),this._unknown=!0}_parse(e){return x(e.data)}}Q.create=e=>new Q({typeName:th.ZodUnknown,...N(e)});class ee extends k{_parse(e){let t=this._getOrReturnCtx(e);return h(t,{code:i.invalid_type,expected:s.never,received:t.parsedType}),f}}ee.create=e=>new ee({typeName:th.ZodNever,...N(e)});class et extends k{_parse(e){if(this._getType(e)!==s.undefined){let t=this._getOrReturnCtx(e);return h(t,{code:i.invalid_type,expected:s.void,received:t.parsedType}),f}return x(e.data)}}et.create=e=>new et({typeName:th.ZodVoid,...N(e)});class es extends k{_parse(e){let{ctx:t,status:a}=this._processInputParams(e),r=this._def;if(t.parsedType!==s.array)return h(t,{code:i.invalid_type,expected:s.array,received:t.parsedType}),f;if(null!==r.exactLength){let e=t.data.length>r.exactLength.value,s=t.data.length<r.exactLength.value;(e||s)&&(h(t,{code:e?i.too_big:i.too_small,minimum:s?r.exactLength.value:void 0,maximum:e?r.exactLength.value:void 0,type:"array",inclusive:!0,exact:!0,message:r.exactLength.message}),a.dirty())}if(null!==r.minLength&&t.data.length<r.minLength.value&&(h(t,{code:i.too_small,minimum:r.minLength.value,type:"array",inclusive:!0,exact:!1,message:r.minLength.message}),a.dirty()),null!==r.maxLength&&t.data.length>r.maxLength.value&&(h(t,{code:i.too_big,maximum:r.maxLength.value,type:"array",inclusive:!0,exact:!1,message:r.maxLength.message}),a.dirty()),t.common.async)return Promise.all([...t.data].map((e,s)=>r.type._parseAsync(new j(t,e,t.path,s)))).then(e=>p.mergeArray(a,e));let n=[...t.data].map((e,s)=>r.type._parseSync(new j(t,e,t.path,s)));return p.mergeArray(a,n)}get element(){return this._def.type}min(e,t){return new es({...this._def,minLength:{value:e,message:tm.toString(t)}})}max(e,t){return new es({...this._def,maxLength:{value:e,message:tm.toString(t)}})}length(e,t){return new es({...this._def,exactLength:{value:e,message:tm.toString(t)}})}nonempty(e){return this.min(1,e)}}es.create=(e,t)=>new es({type:e,minLength:null,maxLength:null,exactLength:null,typeName:th.ZodArray,...N(t)});class ea extends k{constructor(){super(...arguments),this._cached=null,this.nonstrict=this.passthrough,this.augment=this.extend}_getCached(){if(null!==this._cached)return this._cached;let e=this._def.shape(),t=tc.objectKeys(e);return this._cached={shape:e,keys:t},this._cached}_parse(e){if(this._getType(e)!==s.object){let t=this._getOrReturnCtx(e);return h(t,{code:i.invalid_type,expected:s.object,received:t.parsedType}),f}let{status:t,ctx:a}=this._processInputParams(e),{shape:r,keys:n}=this._getCached(),l=[];if(!(this._def.catchall instanceof ee&&"strip"===this._def.unknownKeys))for(let e in a.data)n.includes(e)||l.push(e);let o=[];for(let e of n){let t=r[e],s=a.data[e];o.push({key:{status:"valid",value:e},value:t._parse(new j(a,s,a.path,e)),alwaysSet:e in a.data})}if(this._def.catchall instanceof ee){let e=this._def.unknownKeys;if("passthrough"===e)for(let e of l)o.push({key:{status:"valid",value:e},value:{status:"valid",value:a.data[e]}});else if("strict"===e)l.length>0&&(h(a,{code:i.unrecognized_keys,keys:l}),t.dirty());else if("strip"===e);else throw Error("Internal ZodObject error: invalid unknownKeys value.")}else{let e=this._def.catchall;for(let t of l){let s=a.data[t];o.push({key:{status:"valid",value:t},value:e._parse(new j(a,s,a.path,t)),alwaysSet:t in a.data})}}return a.common.async?Promise.resolve().then(async()=>{let e=[];for(let t of o){let s=await t.key,a=await t.value;e.push({key:s,value:a,alwaysSet:t.alwaysSet})}return e}).then(e=>p.mergeObjectSync(t,e)):p.mergeObjectSync(t,o)}get shape(){return this._def.shape()}strict(e){return tm.errToObj,new ea({...this._def,unknownKeys:"strict",...void 0!==e?{errorMap:(t,s)=>{let a=this._def.errorMap?.(t,s).message??s.defaultError;return"unrecognized_keys"===t.code?{message:tm.errToObj(e).message??a}:{message:a}}}:{}})}strip(){return new ea({...this._def,unknownKeys:"strip"})}passthrough(){return new ea({...this._def,unknownKeys:"passthrough"})}extend(e){return new ea({...this._def,shape:()=>({...this._def.shape(),...e})})}merge(e){return new ea({unknownKeys:e._def.unknownKeys,catchall:e._def.catchall,shape:()=>({...this._def.shape(),...e._def.shape()}),typeName:th.ZodObject})}setKey(e,t){return this.augment({[e]:t})}catchall(e){return new ea({...this._def,catchall:e})}pick(e){let t={};for(let s of tc.objectKeys(e))e[s]&&this.shape[s]&&(t[s]=this.shape[s]);return new ea({...this._def,shape:()=>t})}omit(e){let t={};for(let s of tc.objectKeys(this.shape))e[s]||(t[s]=this.shape[s]);return new ea({...this._def,shape:()=>t})}deepPartial(){return function e(t){if(t instanceof ea){let s={};for(let a in t.shape){let i=t.shape[a];s[a]=ev.create(e(i))}return new ea({...t._def,shape:()=>s})}if(t instanceof es)return new es({...t._def,type:e(t.element)});if(t instanceof ev)return ev.create(e(t.unwrap()));if(t instanceof ey)return ey.create(e(t.unwrap()));if(t instanceof eo)return eo.create(t.items.map(t=>e(t)));else return t}(this)}partial(e){let t={};for(let s of tc.objectKeys(this.shape)){let a=this.shape[s];e&&!e[s]?t[s]=a:t[s]=a.optional()}return new ea({...this._def,shape:()=>t})}required(e){let t={};for(let s of tc.objectKeys(this.shape))if(e&&!e[s])t[s]=this.shape[s];else{let e=this.shape[s];for(;e instanceof ev;)e=e._def.innerType;t[s]=e}return new ea({...this._def,shape:()=>t})}keyof(){return ef(tc.objectKeys(this.shape))}}ea.create=(e,t)=>new ea({shape:()=>e,unknownKeys:"strip",catchall:ee.create(),typeName:th.ZodObject,...N(t)}),ea.strictCreate=(e,t)=>new ea({shape:()=>e,unknownKeys:"strict",catchall:ee.create(),typeName:th.ZodObject,...N(t)}),ea.lazycreate=(e,t)=>new ea({shape:e,unknownKeys:"strip",catchall:ee.create(),typeName:th.ZodObject,...N(t)});class ei extends k{_parse(e){let{ctx:t}=this._processInputParams(e),s=this._def.options;if(t.common.async)return Promise.all(s.map(async e=>{let s={...t,common:{...t.common,issues:[]},parent:null};return{result:await e._parseAsync({data:t.data,path:t.path,parent:s}),ctx:s}})).then(function(e){for(let t of e)if("valid"===t.result.status)return t.result;for(let s of e)if("dirty"===s.result.status)return t.common.issues.push(...s.ctx.common.issues),s.result;let s=e.map(e=>new n(e.ctx.common.issues));return h(t,{code:i.invalid_union,unionErrors:s}),f});{let e,a=[];for(let i of s){let s={...t,common:{...t.common,issues:[]},parent:null},r=i._parseSync({data:t.data,path:t.path,parent:s});if("valid"===r.status)return r;"dirty"!==r.status||e||(e={result:r,ctx:s}),s.common.issues.length&&a.push(s.common.issues)}if(e)return t.common.issues.push(...e.ctx.common.issues),e.result;let r=a.map(e=>new n(e));return h(t,{code:i.invalid_union,unionErrors:r}),f}}get options(){return this._def.options}}ei.create=(e,t)=>new ei({options:e,typeName:th.ZodUnion,...N(t)});let er=e=>{if(e instanceof eh)return er(e.schema);if(e instanceof eb)return er(e.innerType());if(e instanceof ep)return[e.value];if(e instanceof eg)return e.options;if(e instanceof ex)return tc.objectValues(e.enum);else if(e instanceof ej)return er(e._def.innerType);else if(e instanceof Y)return[void 0];else if(e instanceof X)return[null];else if(e instanceof ev)return[void 0,...er(e.unwrap())];else if(e instanceof ey)return[null,...er(e.unwrap())];else if(e instanceof eT)return er(e.unwrap());else if(e instanceof eS)return er(e.unwrap());else if(e instanceof ew)return er(e._def.innerType);else return[]};class en extends k{_parse(e){let{ctx:t}=this._processInputParams(e);if(t.parsedType!==s.object)return h(t,{code:i.invalid_type,expected:s.object,received:t.parsedType}),f;let a=this.discriminator,r=t.data[a],n=this.optionsMap.get(r);return n?t.common.async?n._parseAsync({data:t.data,path:t.path,parent:t}):n._parseSync({data:t.data,path:t.path,parent:t}):(h(t,{code:i.invalid_union_discriminator,options:Array.from(this.optionsMap.keys()),path:[a]}),f)}get discriminator(){return this._def.discriminator}get options(){return this._def.options}get optionsMap(){return this._def.optionsMap}static create(e,t,s){let a=new Map;for(let s of t){let t=er(s.shape[e]);if(!t.length)throw Error(`A discriminator value for key \`${e}\` could not be extracted from all schema options`);for(let i of t){if(a.has(i))throw Error(`Discriminator property ${String(e)} has duplicate value ${String(i)}`);a.set(i,s)}}return new en({typeName:th.ZodDiscriminatedUnion,discriminator:e,options:t,optionsMap:a,...N(s)})}}class el extends k{_parse(e){let{status:t,ctx:r}=this._processInputParams(e),n=(e,n)=>{if(_(e)||_(n))return f;let l=function e(t,i){let r=a(t),n=a(i);if(t===i)return{valid:!0,data:t};if(r===s.object&&n===s.object){let s=tc.objectKeys(i),a=tc.objectKeys(t).filter(e=>-1!==s.indexOf(e)),r={...t,...i};for(let s of a){let a=e(t[s],i[s]);if(!a.valid)return{valid:!1};r[s]=a.data}return{valid:!0,data:r}}if(r===s.array&&n===s.array){if(t.length!==i.length)return{valid:!1};let s=[];for(let a=0;a<t.length;a++){let r=e(t[a],i[a]);if(!r.valid)return{valid:!1};s.push(r.data)}return{valid:!0,data:s}}if(r===s.date&&n===s.date&&+t==+i)return{valid:!0,data:t};return{valid:!1}}(e.value,n.value);return l.valid?((b(e)||b(n))&&t.dirty(),{status:t.value,value:l.data}):(h(r,{code:i.invalid_intersection_types}),f)};return r.common.async?Promise.all([this._def.left._parseAsync({data:r.data,path:r.path,parent:r}),this._def.right._parseAsync({data:r.data,path:r.path,parent:r})]).then(([e,t])=>n(e,t)):n(this._def.left._parseSync({data:r.data,path:r.path,parent:r}),this._def.right._parseSync({data:r.data,path:r.path,parent:r}))}}el.create=(e,t,s)=>new el({left:e,right:t,typeName:th.ZodIntersection,...N(s)});class eo extends k{_parse(e){let{status:t,ctx:a}=this._processInputParams(e);if(a.parsedType!==s.array)return h(a,{code:i.invalid_type,expected:s.array,received:a.parsedType}),f;if(a.data.length<this._def.items.length)return h(a,{code:i.too_small,minimum:this._def.items.length,inclusive:!0,exact:!1,type:"array"}),f;!this._def.rest&&a.data.length>this._def.items.length&&(h(a,{code:i.too_big,maximum:this._def.items.length,inclusive:!0,exact:!1,type:"array"}),t.dirty());let r=[...a.data].map((e,t)=>{let s=this._def.items[t]||this._def.rest;return s?s._parse(new j(a,e,a.path,t)):null}).filter(e=>!!e);return a.common.async?Promise.all(r).then(e=>p.mergeArray(t,e)):p.mergeArray(t,r)}get items(){return this._def.items}rest(e){return new eo({...this._def,rest:e})}}eo.create=(e,t)=>{if(!Array.isArray(e))throw Error("You must pass an array of schemas to z.tuple([ ... ])");return new eo({items:e,typeName:th.ZodTuple,rest:null,...N(t)})};class ed extends k{get keySchema(){return this._def.keyType}get valueSchema(){return this._def.valueType}_parse(e){let{status:t,ctx:a}=this._processInputParams(e);if(a.parsedType!==s.object)return h(a,{code:i.invalid_type,expected:s.object,received:a.parsedType}),f;let r=[],n=this._def.keyType,l=this._def.valueType;for(let e in a.data)r.push({key:n._parse(new j(a,e,a.path,e)),value:l._parse(new j(a,a.data[e],a.path,e)),alwaysSet:e in a.data});return a.common.async?p.mergeObjectAsync(t,r):p.mergeObjectSync(t,r)}get element(){return this._def.valueType}static create(e,t,s){return new ed(t instanceof k?{keyType:e,valueType:t,typeName:th.ZodRecord,...N(s)}:{keyType:q.create(),valueType:e,typeName:th.ZodRecord,...N(t)})}}class ec extends k{get keySchema(){return this._def.keyType}get valueSchema(){return this._def.valueType}_parse(e){let{status:t,ctx:a}=this._processInputParams(e);if(a.parsedType!==s.map)return h(a,{code:i.invalid_type,expected:s.map,received:a.parsedType}),f;let 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deleted file mode 100644
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deleted file mode 100644
index b0ba608b049..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/2k-eesgmrqwgw.js
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new file mode 100644
index 00000000000..71731d100e3
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/2k4elswwq3t81.js
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deleted file mode 100644
index eeffb15c115..00000000000
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/2mu7xhw86u8lw.js b/litellm/proxy/_experimental/out/_next/static/chunks/2mu7xhw86u8lw.js
deleted file mode 100644
index a1ff117b934..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/2mu7xhw86u8lw.js
+++ /dev/null
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new file mode 100644
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strict";var t=e.i(865361);e.s(["generateCodeSnippet",0,e=>{let i,{apiKeySource:a,accessToken:r,apiKey:s,inputMessage:l,chatHistory:o,selectedTags:n,selectedVectorStores:d,selectedGuardrails:A,selectedPolicies:p,selectedVoice:m,endpointType:c,selectedModel:u,selectedSdk:g,proxySettings:h}=e,f="session"===a?r:s,b=window.location.origin,x=h?.LITELLM_UI_API_DOC_BASE_URL;x&&x.trim()?b=x:h?.PROXY_BASE_URL&&(b=h.PROXY_BASE_URL);let _=l||"Your prompt here",I=_.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),w=o.filter(e=>!e.isImage).map(({role:e,content:t})=>({role:e,content:t})),E={};n.length>0&&(E.tags=n),d.length>0&&(E.vector_stores=d),A.length>0&&(E.guardrails=A),p.length>0&&(E.policies=p);let C=u||"your-model-name",v="azure"===g?`import openai
-
-client = openai.AzureOpenAI(
-	api_key="${f||"YOUR_LITELLM_API_KEY"}",
-	azure_endpoint="${b}",
-	api_version="2024-02-01"
-)`:`import openai
-
-client = openai.OpenAI(
-	api_key="${f||"YOUR_LITELLM_API_KEY"}",
-	base_url="${b}"
-)`;switch(c){case t.EndpointType.CHAT:{let e=Object.keys(E).length>0,t="";if(e){let e=JSON.stringify({metadata:E},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=`,
-    extra_body=${e}`}let a=w.length>0?w:[{role:"user",content:_}];i=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-    with open(image_path, "rb") as image_file:
-        return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.chat.completions.create(
-    model="${C}",
-    messages=${JSON.stringify(a,null,4)}${t}
-)
-
-print(response)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
-# response_with_file = client.chat.completions.create(
-#     model="${C}",
-#     messages=[
-#         {
-#             "role": "user",
-#             "content": [
-#                 {
-#                     "type": "text",
-#                     "text": "${I}"
-#                 },
-#                 {
-#                     "type": "image_url",
-#                     "image_url": {
-#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}
-#                     }
-#                 }
-#             ]
-#         }
-#     ]${t}
-# )
-# print(response_with_file)
-`;break}case t.EndpointType.RESPONSES:{let e=Object.keys(E).length>0,t="";if(e){let e=JSON.stringify({metadata:E},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=`,
-    extra_body=${e}`}let a=w.length>0?w:[{role:"user",content:_}];i=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-    with open(image_path, "rb") as image_file:
-        return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.responses.create(
-    model="${C}",
-    input=${JSON.stringify(a,null,4)}${t}
-)
-
-print(response.output_text)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
-# response_with_file = client.responses.create(
-#     model="${C}",
-#     input=[
-#         {
-#             "role": "user",
-#             "content": [
-#                 {"type": "input_text", "text": "${I}"},
-#                 {
-#                     "type": "input_image",
-#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}
-#                 },
-#             ],
-#         }
-#     ]${t}
-# )
-# print(response_with_file.output_text)
-`;break}case t.EndpointType.IMAGE:i="azure"===g?`
-# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.
-# This snippet uses 'client.images.generate' and will create a new image based on your prompt.
-# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.
-import os
-import requests
-import json
-import time
-from PIL import Image
-
-result = client.images.generate(
-	model="${C}",
-	prompt="${l}",
-	n=1
-)
-
-json_response = json.loads(result.model_dump_json())
-
-# Set the directory for the stored image
-image_dir = os.path.join(os.curdir, 'images')
-
-# If the directory doesn't exist, create it
-if not os.path.isdir(image_dir):
-	os.mkdir(image_dir)
-
-# Initialize the image path
-image_filename = f"generated_image_{int(time.time())}.png"
-image_path = os.path.join(image_dir, image_filename)
-
-try:
-	# Retrieve the generated image
-	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):
-			image_url = json_response["data"][0]["url"]
-			generated_image = requests.get(image_url).content
-			with open(image_path, "wb") as image_file:
-					image_file.write(generated_image)
-
-			print(f"Image saved to {image_path}")
-			# Display the image
-			image = Image.open(image_path)
-			image.show()
-	else:
-			print("Could not find image URL in response.")
-			print("Full response:", json_response)
-except Exception as e:
-	print(f"An error occurred: {e}")
-	print("Full response:", json_response)
-`:`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
-	# In a real implementation, this would upload the file to OpenAI
-	# For this example, we'll just return a placeholder ID
-	return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${I}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${C}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`;break;case t.EndpointType.IMAGE_EDITS:i="azure"===g?`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# The prompt entered by the user
-prompt = "${I}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${C}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`:`
-import base64
-import os
-import time
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
-	# In a real implementation, this would upload the file to OpenAI
-	# For this example, we'll just return a placeholder ID
-	return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${I}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${C}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`;break;case t.EndpointType.EMBEDDINGS:i=`
-response = client.embeddings.create(
-	input="${l||"Your string here"}",
-	model="${C}",
-	encoding_format="base64" # or "float"
-)
-
-print(response.data[0].embedding)
-`;break;case t.EndpointType.TRANSCRIPTION:i=`
-# Open the audio file
-audio_file = open("path/to/your/audio/file.mp3", "rb")
-
-# Make the transcription request
-response = client.audio.transcriptions.create(
-	model="${C}",
-	file=audio_file${l?`,
-	prompt="${l.replace(/\\/g,"\\\\").replace(/"/g,'\\"')}"`:""}
-)
-
-print(response.text)
-`;break;case t.EndpointType.SPEECH:i=`
-# Make the text-to-speech request
-response = client.audio.speech.create(
-	model="${C}",
-	input="${l||"Your text to convert to speech here"}",
-	voice="${m}"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer
-)
-
-# Save the audio to a file
-output_filename = "output_speech.mp3"
-response.stream_to_file(output_filename)
-print(f"Audio saved to {output_filename}")
-
-# Optional: Customize response format and speed
-# response = client.audio.speech.create(
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-#     input="${l||"Your text to convert to speech here"}",
-#     voice="alloy",
-#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm
-#     speed=1.0  # Range: 0.25 to 4.0
-# )
-# response.stream_to_file("output_speech.mp3")
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new file mode 100644
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deleted file mode 100644
index 85a62dace60..00000000000
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/06wpdq9jkir66.js b/litellm/proxy/_experimental/out/_next/static/chunks/2rc6p1101cht_.js
similarity index 75%
rename from litellm/proxy/_experimental/out/_next/static/chunks/06wpdq9jkir66.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/2rc6p1101cht_.js
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rename to litellm/proxy/_experimental/out/_next/static/chunks/2riseu9p5tv2u.js
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deleted file mode 100644
index 339fc6f6fd3..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/2yb9_zvwzrw3_.js
+++ /dev/null
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new file mode 100644
index 00000000000..3b02b6426af
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+	default_headers=${JSON.stringify(x,null,2).replace(/\n/g,"\n	")}`:"",C="azure"===f?`import openai
+
+client = openai.AzureOpenAI(
+	api_key="${b||"YOUR_LITELLM_API_KEY"}",
+	azure_endpoint="${_}",
+	api_version="2024-02-01"${$}
+)`:`import openai
+
+client = openai.OpenAI(
+	api_key="${b||"YOUR_LITELLM_API_KEY"}",
+	base_url="${_}"${$}
+)`;switch(u){case t.EndpointType.CHAT:{let e=Object.keys(k).length>0,t="";if(e){let e=JSON.stringify({metadata:k},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=`,
+    extra_body=${e}`}let i=w.length>0?w:[{role:"user",content:j}];r=`
+import base64
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+    with open(image_path, "rb") as image_file:
+        return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Example with text only
+response = client.chat.completions.create(
+    model="${N}",
+    messages=${JSON.stringify(i,null,4)}${t}
+)
+
+print(response)
+
+# Example with image or PDF (uncomment and provide file path to use)
+# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
+# response_with_file = client.chat.completions.create(
+#     model="${N}",
+#     messages=[
+#         {
+#             "role": "user",
+#             "content": [
+#                 {
+#                     "type": "text",
+#                     "text": "${v}"
+#                 },
+#                 {
+#                     "type": "image_url",
+#                     "image_url": {
+#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}
+#                     }
+#                 }
+#             ]
+#         }
+#     ]${t}
+# )
+# print(response_with_file)
+`;break}case t.EndpointType.RESPONSES:{let e=Object.keys(k).length>0,t="";if(e){let e=JSON.stringify({metadata:k},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=`,
+    extra_body=${e}`}let i=w.length>0?w:[{role:"user",content:j}];r=`
+import base64
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+    with open(image_path, "rb") as image_file:
+        return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Example with text only
+response = client.responses.create(
+    model="${N}",
+    input=${JSON.stringify(i,null,4)}${t}
+)
+
+print(response.output_text)
+
+# Example with image or PDF (uncomment and provide file path to use)
+# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
+# response_with_file = client.responses.create(
+#     model="${N}",
+#     input=[
+#         {
+#             "role": "user",
+#             "content": [
+#                 {"type": "input_text", "text": "${v}"},
+#                 {
+#                     "type": "input_image",
+#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}
+#                 },
+#             ],
+#         }
+#     ]${t}
+# )
+# print(response_with_file.output_text)
+`;break}case t.EndpointType.IMAGE:r="azure"===f?`
+# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.
+# This snippet uses 'client.images.generate' and will create a new image based on your prompt.
+# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.
+import os
+import requests
+import json
+import time
+from PIL import Image
+
+result = client.images.generate(
+	model="${N}",
+	prompt="${n}",
+	n=1
+)
+
+json_response = json.loads(result.model_dump_json())
+
+# Set the directory for the stored image
+image_dir = os.path.join(os.curdir, 'images')
+
+# If the directory doesn't exist, create it
+if not os.path.isdir(image_dir):
+	os.mkdir(image_dir)
+
+# Initialize the image path
+image_filename = f"generated_image_{int(time.time())}.png"
+image_path = os.path.join(image_dir, image_filename)
+
+try:
+	# Retrieve the generated image
+	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):
+			image_url = json_response["data"][0]["url"]
+			generated_image = requests.get(image_url).content
+			with open(image_path, "wb") as image_file:
+					image_file.write(generated_image)
+
+			print(f"Image saved to {image_path}")
+			# Display the image
+			image = Image.open(image_path)
+			image.show()
+	else:
+			print("Could not find image URL in response.")
+			print("Full response:", json_response)
+except Exception as e:
+	print(f"An error occurred: {e}")
+	print("Full response:", json_response)
+`:`
+import base64
+import os
+import time
+import json
+from PIL import Image
+import requests
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Helper function to create a file (simplified for this example)
+def create_file(image_path):
+	# In a real implementation, this would upload the file to OpenAI
+	# For this example, we'll just return a placeholder ID
+	return f"file_{os.path.basename(image_path).replace('.', '_')}"
+
+# The prompt entered by the user
+prompt = "${v}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${N}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`;break;case t.EndpointType.IMAGE_EDITS:r="azure"===f?`
+import base64
+import os
+import time
+import json
+from PIL import Image
+import requests
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# The prompt entered by the user
+prompt = "${v}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${N}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`:`
+import base64
+import os
+import time
+
+# Helper function to encode images to base64
+def encode_image(image_path):
+	with open(image_path, "rb") as image_file:
+			return base64.b64encode(image_file.read()).decode('utf-8')
+
+# Helper function to create a file (simplified for this example)
+def create_file(image_path):
+	# In a real implementation, this would upload the file to OpenAI
+	# For this example, we'll just return a placeholder ID
+	return f"file_{os.path.basename(image_path).replace('.', '_')}"
+
+# The prompt entered by the user
+prompt = "${v}"
+
+# Encode images to base64
+base64_image1 = encode_image("body-lotion.png")
+base64_image2 = encode_image("soap.png")
+
+# Create file IDs
+file_id1 = create_file("body-lotion.png")
+file_id2 = create_file("incense-kit.png")
+
+response = client.responses.create(
+	model="${N}",
+	input=[
+			{
+					"role": "user",
+					"content": [
+							{"type": "input_text", "text": prompt},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image1}",
+							},
+							{
+									"type": "input_image",
+									"image_url": f"data:image/jpeg;base64,{base64_image2}",
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id1,
+							},
+							{
+									"type": "input_image",
+									"file_id": file_id2,
+							}
+					],
+			}
+	],
+	tools=[{"type": "image_generation"}],
+)
+
+# Process the response
+image_generation_calls = [
+	output
+	for output in response.output
+	if output.type == "image_generation_call"
+]
+
+image_data = [output.result for output in image_generation_calls]
+
+if image_data:
+	image_base64 = image_data[0]
+	image_filename = f"edited_image_{int(time.time())}.png"
+	with open(image_filename, "wb") as f:
+			f.write(base64.b64decode(image_base64))
+	print(f"Image saved to {image_filename}")
+else:
+	# If no image is generated, there might be a text response with an explanation
+	text_response = [output.text for output in response.output if hasattr(output, 'text')]
+	if text_response:
+			print("No image generated. Model response:")
+			print("\\n".join(text_response))
+	else:
+			print("No image data found in response.")
+	print("Full response for debugging:")
+	print(response)
+`;break;case t.EndpointType.EMBEDDINGS:r=`
+response = client.embeddings.create(
+	input="${n||"Your string here"}",
+	model="${N}",
+	encoding_format="base64" # or "float"
+)
+
+print(response.data[0].embedding)
+`;break;case t.EndpointType.TRANSCRIPTION:r=`
+# Open the audio file
+audio_file = open("path/to/your/audio/file.mp3", "rb")
+
+# Make the transcription request
+response = client.audio.transcriptions.create(
+	model="${N}",
+	file=audio_file${n?`,
+	prompt="${n.replace(/\\/g,"\\\\").replace(/"/g,'\\"')}"`:""}
+)
+
+print(response.text)
+`;break;case t.EndpointType.SPEECH:r=`
+# Make the text-to-speech request
+response = client.audio.speech.create(
+	model="${N}",
+	input="${n||"Your text to convert to speech here"}",
+	voice="${c}"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer
+)
+
+# Save the audio to a file
+output_filename = "output_speech.mp3"
+response.stream_to_file(output_filename)
+print(f"Audio saved to {output_filename}")
+
+# Optional: Customize response format and speed
+# response = client.audio.speech.create(
+#     model="${N}",
+#     input="${n||"Your text to convert to speech here"}",
+#     voice="alloy",
+#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm
+#     speed=1.0  # Range: 0.25 to 4.0
+# )
+# response.stream_to_file("output_speech.mp3")
+`;break;default:r="\n# Code generation for this endpoint is not implemented yet."}return`${C}
+${r}`}])},652272,209261,e=>{"use strict";var t=e.i(843476),r=e.i(271645),i=e.i(871689),a=e.i(643531),s=e.i(174886),n=e.i(306228),o=e.i(196631);let l=/^[a-zA-Z0-9][a-zA-Z0-9._-]*(\/[a-zA-Z0-9][a-zA-Z0-9._-]*)*$/,p=e=>e.trim().replace(/\/+$/,""),d=/\.(md|markdown|txt|json|ya?ml|toml)$/i,m=/\.zip$/i,c=/^[0-9a-fA-F]{64}$/,u=/^\d{1,3}(\.\d{1,3}){3}$/,g=/^[A-Za-z0-9-]+$/,f=/^[A-Za-z0-9._-]+$/,h=/^https?:\/\//i,x="ssh://",b=/^([a-z0-9._-]+)@([^:/@]+):(?!\/)(.+)$/i,_=e=>e.pathname.split("/").filter(e=>""!==e),y=e=>{try{return new URL(e)}catch{return null}},j=e=>e.hostname.includes(".")&&!e.hostname.startsWith("[")&&!u.test(e.hostname),v=e=>{let t=e.split("/").filter(e=>""!==e);return t[t.length-1]??""},w=e=>e.toLowerCase().replace(/[^a-z0-9-]+/g,"-").replace(/-+/g,"-").replace(/^-+|-+$/g,""),k=(e,t,r,i)=>{let a=p(i??"");return""!==a?l.test(a)?{parsed:{source:"git-subdir",url:t,path:a},label:`${e} subdir — ${t} @ ${a}`,suggestedName:w(v(a))}:null:{parsed:{source:"url",url:t},label:`${e} repo — 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This list is a draft and is not final. If you rely on this feature, please share feedback on the `,(0,t.jsx)(o.default,{href:"https://github.com/BerriAI/litellm/discussions/32090",target:"_blank",rel:"noopener noreferrer",className:"underline underline-offset-4",children:"deprecation discussion"}),"."]})]}),(0,t.jsx)("button",{type:"button","aria-label":"Close",onClick:()=>s(!0),className:"shrink-0 rounded-md p-0.5 text-muted-foreground transition-colors hover:text-foreground",children:(0,t.jsx)(a.X,{className:"size-4"})})]})}])},909947,e=>{"use strict";var t=e.i(865361);e.s(["generateCodeSnippet",0,e=>{let r,{apiKeySource:o,accessToken:i,apiKey:a,inputMessage:n,chatHistory:s,selectedTags:l,selectedVectorStores:d,selectedGuardrails:c,selectedPolicies:u,selectedVoice:p,endpointType:h,selectedModel:m,selectedSdk:g,proxySettings:f}=e,b="session"===o?i:a,x=window.location.origin,_=f?.LITELLM_UI_API_DOC_BASE_URL;_&&_.trim()?x=_:f?.PROXY_BASE_URL&&(x=f.PROXY_BASE_URL);let k=n||"Your prompt here",y=k.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),v=s.filter(e=>!e.isImage).map(({role:e,content:t})=>({role:e,content:t})),w={};l.length>0&&(w.tags=l),d.length>0&&(w.vector_stores=d),c.length>0&&(w.guardrails=c),u.length>0&&(w.policies=u);let j=m||"your-model-name",C="azure"===g?`import openai
-
-client = openai.AzureOpenAI(
-	api_key="${b||"YOUR_LITELLM_API_KEY"}",
-	azure_endpoint="${x}",
-	api_version="2024-02-01"
-)`:`import openai
-
-client = openai.OpenAI(
-	api_key="${b||"YOUR_LITELLM_API_KEY"}",
-	base_url="${x}"
-)`;switch(h){case t.EndpointType.CHAT:{let e=Object.keys(w).length>0,t="";if(e){let e=JSON.stringify({metadata:w},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=`,
-    extra_body=${e}`}let o=v.length>0?v:[{role:"user",content:k}];r=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-    with open(image_path, "rb") as image_file:
-        return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.chat.completions.create(
-    model="${j}",
-    messages=${JSON.stringify(o,null,4)}${t}
-)
-
-print(response)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
-# response_with_file = client.chat.completions.create(
-#     model="${j}",
-#     messages=[
-#         {
-#             "role": "user",
-#             "content": [
-#                 {
-#                     "type": "text",
-#                     "text": "${y}"
-#                 },
-#                 {
-#                     "type": "image_url",
-#                     "image_url": {
-#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}
-#                     }
-#                 }
-#             ]
-#         }
-#     ]${t}
-# )
-# print(response_with_file)
-`;break}case t.EndpointType.RESPONSES:{let e=Object.keys(w).length>0,t="";if(e){let e=JSON.stringify({metadata:w},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=`,
-    extra_body=${e}`}let o=v.length>0?v:[{role:"user",content:k}];r=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-    with open(image_path, "rb") as image_file:
-        return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.responses.create(
-    model="${j}",
-    input=${JSON.stringify(o,null,4)}${t}
-)
-
-print(response.output_text)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
-# response_with_file = client.responses.create(
-#     model="${j}",
-#     input=[
-#         {
-#             "role": "user",
-#             "content": [
-#                 {"type": "input_text", "text": "${y}"},
-#                 {
-#                     "type": "input_image",
-#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}
-#                 },
-#             ],
-#         }
-#     ]${t}
-# )
-# print(response_with_file.output_text)
-`;break}case t.EndpointType.IMAGE:r="azure"===g?`
-# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.
-# This snippet uses 'client.images.generate' and will create a new image based on your prompt.
-# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.
-import os
-import requests
-import json
-import time
-from PIL import Image
-
-result = client.images.generate(
-	model="${j}",
-	prompt="${n}",
-	n=1
-)
-
-json_response = json.loads(result.model_dump_json())
-
-# Set the directory for the stored image
-image_dir = os.path.join(os.curdir, 'images')
-
-# If the directory doesn't exist, create it
-if not os.path.isdir(image_dir):
-	os.mkdir(image_dir)
-
-# Initialize the image path
-image_filename = f"generated_image_{int(time.time())}.png"
-image_path = os.path.join(image_dir, image_filename)
-
-try:
-	# Retrieve the generated image
-	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):
-			image_url = json_response["data"][0]["url"]
-			generated_image = requests.get(image_url).content
-			with open(image_path, "wb") as image_file:
-					image_file.write(generated_image)
-
-			print(f"Image saved to {image_path}")
-			# Display the image
-			image = Image.open(image_path)
-			image.show()
-	else:
-			print("Could not find image URL in response.")
-			print("Full response:", json_response)
-except Exception as e:
-	print(f"An error occurred: {e}")
-	print("Full response:", json_response)
-`:`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
-	# In a real implementation, this would upload the file to OpenAI
-	# For this example, we'll just return a placeholder ID
-	return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${y}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${j}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`;break;case t.EndpointType.IMAGE_EDITS:r="azure"===g?`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# The prompt entered by the user
-prompt = "${y}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${j}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`:`
-import base64
-import os
-import time
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
-	# In a real implementation, this would upload the file to OpenAI
-	# For this example, we'll just return a placeholder ID
-	return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${y}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${j}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`;break;case t.EndpointType.EMBEDDINGS:r=`
-response = client.embeddings.create(
-	input="${n||"Your string here"}",
-	model="${j}",
-	encoding_format="base64" # or "float"
-)
-
-print(response.data[0].embedding)
-`;break;case t.EndpointType.TRANSCRIPTION:r=`
-# Open the audio file
-audio_file = open("path/to/your/audio/file.mp3", "rb")
-
-# Make the transcription request
-response = client.audio.transcriptions.create(
-	model="${j}",
-	file=audio_file${n?`,
-	prompt="${n.replace(/\\/g,"\\\\").replace(/"/g,'\\"')}"`:""}
-)
-
-print(response.text)
-`;break;case t.EndpointType.SPEECH:r=`
-# Make the text-to-speech request
-response = client.audio.speech.create(
-	model="${j}",
-	input="${n||"Your text to convert to speech here"}",
-	voice="${p}"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer
-)
-
-# Save the audio to a file
-output_filename = "output_speech.mp3"
-response.stream_to_file(output_filename)
-print(f"Audio saved to {output_filename}")
-
-# Optional: Customize response format and speed
-# response = client.audio.speech.create(
-#     model="${j}",
-#     input="${n||"Your text to convert to speech here"}",
-#     voice="alloy",
-#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm
-#     speed=1.0  # Range: 0.25 to 4.0
-# )
-# response.stream_to_file("output_speech.mp3")
-`;break;default:r="\n# Code generation for this endpoint is not implemented yet."}return`${C}
-${r}`}])},499569,e=>{"use strict";var t=e.i(843476),r=e.i(271645),o=e.i(463059),i=e.i(204258),a=e.i(196631);function n({toolsEvent:e,mcpCallEvents:o,defaultOpenKeys:i}){let[a,l]=(0,r.useState)(i),d=(e,t)=>{l(r=>{let o=new Set(r);return t?o.add(e):o.delete(e),o})};return(0,t.jsxs)("div",{className:"relative m-0 p-0",children:[(0,t.jsx)("div",{className:"absolute bottom-0 left-[9px] top-[18px] w-px bg-muted opacity-80","aria-hidden":"true"}),(0,t.jsxs)("div",{className:"space-y-1",children:[e&&(0,t.jsx)(s,{panelKey:"list-tools",title:"List tools",open:a.has("list-tools"),onOpenChange:e=>d("list-tools",e),children:(0,t.jsx)("div",{children:e.item?.tools?.map((e,r)=>(0,t.jsx)("div",{className:"relative z-raised bg-card font-mono text-[13px] leading-[18px] text-muted-foreground",children:e.name},r))})}),o.map((e,r)=>{let o=`mcp-call-${r}`;return(0,t.jsx)(s,{panelKey:o,title:e.item?.name||"Tool 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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/2zfnef8uezxfj.js b/litellm/proxy/_experimental/out/_next/static/chunks/2zfnef8uezxfj.js
deleted file mode 100644
index def1003640c..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/2zfnef8uezxfj.js
+++ /dev/null
@@ -1 +0,0 @@
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new file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/31cs5g2eqoox4.js b/litellm/proxy/_experimental/out/_next/static/chunks/31cs5g2eqoox4.js
deleted file mode 100644
index 7863d066920..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/31cs5g2eqoox4.js
+++ /dev/null
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index 00000000000..406ef27decd
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/358tk1ngnl1kd.js
@@ -0,0 +1 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/371aylk03p56q.js b/litellm/proxy/_experimental/out/_next/static/chunks/371aylk03p56q.js
deleted file mode 100644
index 9589ebc0e6e..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/371aylk03p56q.js
+++ /dev/null
@@ -1 +0,0 @@
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new file mode 100644
index 00000000000..4948f96839b
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/3_lqzuqv-kb0c.js
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index 78477cabf56..00000000000
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/3fgy_d3dc8fjy.js b/litellm/proxy/_experimental/out/_next/static/chunks/3fgy_d3dc8fjy.js
deleted file mode 100644
index 7ed02ea1f3c..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/3fgy_d3dc8fjy.js
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/07eb5c82z03ek.js b/litellm/proxy/_experimental/out/_next/static/chunks/3ies6gpj99c-3.js
similarity index 56%
rename from litellm/proxy/_experimental/out/_next/static/chunks/07eb5c82z03ek.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/3ies6gpj99c-3.js
index 210d91f1e3d..c346139043b 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/07eb5c82z03ek.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/3ies6gpj99c-3.js
@@ -1 +1 @@
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e?this._addCheck({kind:"datetime",precision:null,offset:!1,local:!1,message:e}):this._addCheck({kind:"datetime",precision:void 0===e?.precision?null:e?.precision,offset:e?.offset??!1,local:e?.local??!1,...tp.errToObj(e?.message)})}date(e){return this._addCheck({kind:"date",message:e})}time(e){return"string"==typeof e?this._addCheck({kind:"time",precision:null,message:e}):this._addCheck({kind:"time",precision:void 0===e?.precision?null:e?.precision,...tp.errToObj(e?.message)})}duration(e){return this._addCheck({kind:"duration",...tp.errToObj(e)})}regex(e,t){return this._addCheck({kind:"regex",regex:e,...tp.errToObj(t)})}includes(e,t){return this._addCheck({kind:"includes",value:e,position:t?.position,...tp.errToObj(t?.message)})}startsWith(e,t){return this._addCheck({kind:"startsWith",value:e,...tp.errToObj(t)})}endsWith(e,t){return this._addCheck({kind:"endsWith",value:e,...tp.errToObj(t)})}min(e,t){return this._addCheck({kind:"min",value:e,...tp.errToObj(t)})}max(e,t){return this._addCheck({kind:"max",value:e,...tp.errToObj(t)})}length(e,t){return this._addCheck({kind:"length",value:e,...tp.errToObj(t)})}nonempty(e){return this.min(1,tp.errToObj(e))}trim(){return new K({...this._def,checks:[...this._def.checks,{kind:"trim"}]})}toLowerCase(){return new K({...this._def,checks:[...this._def.checks,{kind:"toLowerCase"}]})}toUpperCase(){return new K({...this._def,checks:[...this._def.checks,{kind:"toUpperCase"}]})}get isDatetime(){return!!this._def.checks.find(e=>"datetime"===e.kind)}get isDate(){return!!this._def.checks.find(e=>"date"===e.kind)}get isTime(){return!!this._def.checks.find(e=>"time"===e.kind)}get isDuration(){return!!this._def.checks.find(e=>"duration"===e.kind)}get isEmail(){return!!this._def.checks.find(e=>"email"===e.kind)}get isURL(){return!!this._def.checks.find(e=>"url"===e.kind)}get isEmoji(){return!!this._def.checks.find(e=>"emoji"===e.kind)}get isUUID(){return!!this._def.checks.find(e=>"uuid"===e.kind)}get isNANOID(){return!!this._def.checks.find(e=>"nanoid"===e.kind)}get isCUID(){return!!this._def.checks.find(e=>"cuid"===e.kind)}get isCUID2(){return!!this._def.checks.find(e=>"cuid2"===e.kind)}get isULID(){return!!this._def.checks.find(e=>"ulid"===e.kind)}get isIP(){return!!this._def.checks.find(e=>"ip"===e.kind)}get isCIDR(){return!!this._def.checks.find(e=>"cidr"===e.kind)}get isBase64(){return!!this._def.checks.find(e=>"base64"===e.kind)}get isBase64url(){return!!this._def.checks.find(e=>"base64url"===e.kind)}get minLength(){let e=null;for(let t of this._def.checks)"min"===t.kind&&(null===e||t.value>e)&&(e=t.value);return e}get maxLength(){let e=null;for(let t of this._def.checks)"max"===t.kind&&(null===e||t.value<e)&&(e=t.value);return e}}K.create=e=>new K({checks:[],typeName:tf.ZodString,coerce:e?.coerce??!1,...T(e)});class H extends C{constructor(){super(...arguments),this.min=this.gte,this.max=this.lte,this.step=this.multipleOf}_parse(e){let 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Number.parseInt(e.toFixed(r).replace(".",""))%Number.parseInt(t.toFixed(r).replace(".",""))/10**r}(e.data,a.value)&&(f(t=this._getOrReturnCtx(e,t),{code:n.not_multiple_of,multipleOf:a.value,message:a.message}),s.dirty()):"finite"===a.kind?Number.isFinite(e.data)||(f(t=this._getOrReturnCtx(e,t),{code:n.not_finite,message:a.message}),s.dirty()):tm.assertNever(a);return{status:s.value,value:e.data}}gte(e,t){return this.setLimit("min",e,!0,tp.toString(t))}gt(e,t){return this.setLimit("min",e,!1,tp.toString(t))}lte(e,t){return this.setLimit("max",e,!0,tp.toString(t))}lt(e,t){return this.setLimit("max",e,!1,tp.toString(t))}setLimit(e,t,s,a){return new H({...this._def,checks:[...this._def.checks,{kind:e,value:t,inclusive:s,message:tp.toString(a)}]})}_addCheck(e){return new H({...this._def,checks:[...this._def.checks,e]})}int(e){return this._addCheck({kind:"int",message:tp.toString(e)})}positive(e){return this._addCheck({kind:"min",value:0,inclusive:!1,message:tp.toString(e)})}negative(e){return this._addCheck({kind:"max",value:0,inclusive:!1,message:tp.toString(e)})}nonpositive(e){return this._addCheck({kind:"max",value:0,inclusive:!0,message:tp.toString(e)})}nonnegative(e){return this._addCheck({kind:"min",value:0,inclusive:!0,message:tp.toString(e)})}multipleOf(e,t){return this._addCheck({kind:"multipleOf",value:e,message:tp.toString(t)})}finite(e){return this._addCheck({kind:"finite",message:tp.toString(e)})}safe(e){return this._addCheck({kind:"min",inclusive:!0,value:Number.MIN_SAFE_INTEGER,message:tp.toString(e)})._addCheck({kind:"max",inclusive:!0,value:Number.MAX_SAFE_INTEGER,message:tp.toString(e)})}get minValue(){let e=null;for(let t of this._def.checks)"min"===t.kind&&(null===e||t.value>e)&&(e=t.value);return e}get maxValue(){let e=null;for(let t of this._def.checks)"max"===t.kind&&(null===e||t.value<e)&&(e=t.value);return e}get isInt(){return!!this._def.checks.find(e=>"int"===e.kind||"multipleOf"===e.kind&&tm.isInteger(e.value))}get isFinite(){let e=null,t=null;for(let s of this._def.checks)if("finite"===s.kind||"int"===s.kind||"multipleOf"===s.kind)return!0;else"min"===s.kind?(null===t||s.value>t)&&(t=s.value):"max"===s.kind&&(null===e||s.value<e)&&(e=s.value);return Number.isFinite(t)&&Number.isFinite(e)}}H.create=e=>new H({checks:[],typeName:tf.ZodNumber,coerce:e?.coerce||!1,...T(e)});class W extends C{constructor(){super(...arguments),this.min=this.gte,this.max=this.lte}_parse(e){let t;if(this._def.coerce)try{e.data=BigInt(e.data)}catch{return this._getInvalidInput(e)}if(this._getType(e)!==r.bigint)return this._getInvalidInput(e);let s=new g;for(let a of this._def.checks)"min"===a.kind?(a.inclusive?e.data<a.value:e.data<=a.value)&&(f(t=this._getOrReturnCtx(e,t),{code:n.too_small,type:"bigint",minimum:a.value,inclusive:a.inclusive,message:a.message}),s.dirty()):"max"===a.kind?(a.inclusive?e.data>a.value:e.data>=a.value)&&(f(t=this._getOrReturnCtx(e,t),{code:n.too_big,type:"bigint",maximum:a.value,inclusive:a.inclusive,message:a.message}),s.dirty()):"multipleOf"===a.kind?e.data%a.value!==BigInt(0)&&(f(t=this._getOrReturnCtx(e,t),{code:n.not_multiple_of,multipleOf:a.value,message:a.message}),s.dirty()):tm.assertNever(a);return{status:s.value,value:e.data}}_getInvalidInput(e){let t=this._getOrReturnCtx(e);return f(t,{code:n.invalid_type,expected:r.bigint,received:t.parsedType}),x}gte(e,t){return this.setLimit("min",e,!0,tp.toString(t))}gt(e,t){return this.setLimit("min",e,!1,tp.toString(t))}lte(e,t){return this.setLimit("max",e,!0,tp.toString(t))}lt(e,t){return this.setLimit("max",e,!1,tp.toString(t))}setLimit(e,t,s,a){return new W({...this._def,checks:[...this._def.checks,{kind:e,value:t,inclusive:s,message:tp.toString(a)}]})}_addCheck(e){return new W({...this._def,checks:[...this._def.checks,e]})}positive(e){return this._addCheck({kind:"min",value:BigInt(0),inclusive:!1,message:tp.toString(e)})}negative(e){return this._addCheck({kind:"max",value:BigInt(0),inclusive:!1,message:tp.toString(e)})}nonpositive(e){return this._addCheck({kind:"max",value:BigInt(0),inclusive:!0,message:tp.toString(e)})}nonnegative(e){return this._addCheck({kind:"min",value:BigInt(0),inclusive:!0,message:tp.toString(e)})}multipleOf(e,t){return this._addCheck({kind:"multipleOf",value:e,message:tp.toString(t)})}get minValue(){let e=null;for(let t of this._def.checks)"min"===t.kind&&(null===e||t.value>e)&&(e=t.value);return e}get maxValue(){let e=null;for(let t of this._def.checks)"max"===t.kind&&(null===e||t.value<e)&&(e=t.value);return e}}W.create=e=>new W({checks:[],typeName:tf.ZodBigInt,coerce:e?.coerce??!1,...T(e)});class G extends C{_parse(e){if(this._def.coerce&&(e.data=!!e.data),this._getType(e)!==r.boolean){let t=this._getOrReturnCtx(e);return f(t,{code:n.invalid_type,expected:r.boolean,received:t.parsedType}),x}return b(e.data)}}G.create=e=>new G({typeName:tf.ZodBoolean,coerce:e?.coerce||!1,...T(e)});class Y extends C{_parse(e){let t;if(this._def.coerce&&(e.data=new Date(e.data)),this._getType(e)!==r.date){let t=this._getOrReturnCtx(e);return f(t,{code:n.invalid_type,expected:r.date,received:t.parsedType}),x}if(Number.isNaN(e.data.getTime()))return f(this._getOrReturnCtx(e),{code:n.invalid_date}),x;let s=new g;for(let a of this._def.checks)"min"===a.kind?e.data.getTime()<a.value&&(f(t=this._getOrReturnCtx(e,t),{code:n.too_small,message:a.message,inclusive:!0,exact:!1,minimum:a.value,type:"date"}),s.dirty()):"max"===a.kind?e.data.getTime()>a.value&&(f(t=this._getOrReturnCtx(e,t),{code:n.too_big,message:a.message,inclusive:!0,exact:!1,maximum:a.value,type:"date"}),s.dirty()):tm.assertNever(a);return{status:s.value,value:new Date(e.data.getTime())}}_addCheck(e){return new Y({...this._def,checks:[...this._def.checks,e]})}min(e,t){return this._addCheck({kind:"min",value:e.getTime(),message:tp.toString(t)})}max(e,t){return this._addCheck({kind:"max",value:e.getTime(),message:tp.toString(t)})}get minDate(){let e=null;for(let t of this._def.checks)"min"===t.kind&&(null===e||t.value>e)&&(e=t.value);return null!=e?new Date(e):null}get maxDate(){let e=null;for(let t of this._def.checks)"max"===t.kind&&(null===e||t.value<e)&&(e=t.value);return null!=e?new Date(e):null}}Y.create=e=>new Y({checks:[],coerce:e?.coerce||!1,typeName:tf.ZodDate,...T(e)});class X extends C{_parse(e){if(this._getType(e)!==r.symbol){let t=this._getOrReturnCtx(e);return f(t,{code:n.invalid_type,expected:r.symbol,received:t.parsedType}),x}return b(e.data)}}X.create=e=>new X({typeName:tf.ZodSymbol,...T(e)});class Q extends C{_parse(e){if(this._getType(e)!==r.undefined){let t=this._getOrReturnCtx(e);return f(t,{code:n.invalid_type,expected:r.undefined,received:t.parsedType}),x}return b(e.data)}}Q.create=e=>new Q({typeName:tf.ZodUndefined,...T(e)});class J extends C{_parse(e){if(this._getType(e)!==r.null){let t=this._getOrReturnCtx(e);return f(t,{code:n.invalid_type,expected:r.null,received:t.parsedType}),x}return b(e.data)}}J.create=e=>new J({typeName:tf.ZodNull,...T(e)});class ee extends C{constructor(){super(...arguments),this._any=!0}_parse(e){return b(e.data)}}ee.create=e=>new ee({typeName:tf.ZodAny,...T(e)});class et extends C{constructor(){super(...arguments),this._unknown=!0}_parse(e){return b(e.data)}}et.create=e=>new et({typeName:tf.ZodUnknown,...T(e)});class es extends C{_parse(e){let t=this._getOrReturnCtx(e);return f(t,{code:n.invalid_type,expected:r.never,received:t.parsedType}),x}}es.create=e=>new es({typeName:tf.ZodNever,...T(e)});class ea extends C{_parse(e){if(this._getType(e)!==r.undefined){let t=this._getOrReturnCtx(e);return f(t,{code:n.invalid_type,expected:r.void,received:t.parsedType}),x}return b(e.data)}}ea.create=e=>new ea({typeName:tf.ZodVoid,...T(e)});class er extends C{_parse(e){let{ctx:t,status:s}=this._processInputParams(e),a=this._def;if(t.parsedType!==r.array)return f(t,{code:n.invalid_type,expected:r.array,received:t.parsedType}),x;if(null!==a.exactLength){let e=t.data.length>a.exactLength.value,r=t.data.length<a.exactLength.value;(e||r)&&(f(t,{code:e?n.too_big:n.too_small,minimum:r?a.exactLength.value:void 0,maximum:e?a.exactLength.value:void 0,type:"array",inclusive:!0,exact:!0,message:a.exactLength.message}),s.dirty())}if(null!==a.minLength&&t.data.length<a.minLength.value&&(f(t,{code:n.too_small,minimum:a.minLength.value,type:"array",inclusive:!0,exact:!1,message:a.minLength.message}),s.dirty()),null!==a.maxLength&&t.data.length>a.maxLength.value&&(f(t,{code:n.too_big,maximum:a.maxLength.value,type:"array",inclusive:!0,exact:!1,message:a.maxLength.message}),s.dirty()),t.common.async)return Promise.all([...t.data].map((e,s)=>a.type._parseAsync(new N(t,e,t.path,s)))).then(e=>g.mergeArray(s,e));let i=[...t.data].map((e,s)=>a.type._parseSync(new N(t,e,t.path,s)));return g.mergeArray(s,i)}get element(){return this._def.type}min(e,t){return new er({...this._def,minLength:{value:e,message:tp.toString(t)}})}max(e,t){return new er({...this._def,maxLength:{value:e,message:tp.toString(t)}})}length(e,t){return new er({...this._def,exactLength:{value:e,message:tp.toString(t)}})}nonempty(e){return this.min(1,e)}}er.create=(e,t)=>new er({type:e,minLength:null,maxLength:null,exactLength:null,typeName:tf.ZodArray,...T(t)});class ei extends C{constructor(){super(...arguments),this._cached=null,this.nonstrict=this.passthrough,this.augment=this.extend}_getCached(){if(null!==this._cached)return this._cached;let e=this._def.shape(),t=tm.objectKeys(e);return this._cached={shape:e,keys:t},this._cached}_parse(e){if(this._getType(e)!==r.object){let t=this._getOrReturnCtx(e);return f(t,{code:n.invalid_type,expected:r.object,received:t.parsedType}),x}let{status:t,ctx:s}=this._processInputParams(e),{shape:a,keys:i}=this._getCached(),l=[];if(!(this._def.catchall instanceof es&&"strip"===this._def.unknownKeys))for(let e in s.data)i.includes(e)||l.push(e);let o=[];for(let e of i){let t=a[e],r=s.data[e];o.push({key:{status:"valid",value:e},value:t._parse(new N(s,r,s.path,e)),alwaysSet:e in s.data})}if(this._def.catchall instanceof es){let e=this._def.unknownKeys;if("passthrough"===e)for(let e of l)o.push({key:{status:"valid",value:e},value:{status:"valid",value:s.data[e]}});else if("strict"===e)l.length>0&&(f(s,{code:n.unrecognized_keys,keys:l}),t.dirty());else if("strip"===e);else throw Error("Internal ZodObject error: invalid unknownKeys value.")}else{let e=this._def.catchall;for(let t of l){let a=s.data[t];o.push({key:{status:"valid",value:t},value:e._parse(new N(s,a,s.path,t)),alwaysSet:t in s.data})}}return s.common.async?Promise.resolve().then(async()=>{let e=[];for(let t of o){let s=await t.key,a=await t.value;e.push({key:s,value:a,alwaysSet:t.alwaysSet})}return e}).then(e=>g.mergeObjectSync(t,e)):g.mergeObjectSync(t,o)}get shape(){return this._def.shape()}strict(e){return tp.errToObj,new ei({...this._def,unknownKeys:"strict",...void 0!==e?{errorMap:(t,s)=>{let a=this._def.errorMap?.(t,s).message??s.defaultError;return"unrecognized_keys"===t.code?{message:tp.errToObj(e).message??a}:{message:a}}}:{}})}strip(){return new ei({...this._def,unknownKeys:"strip"})}passthrough(){return new ei({...this._def,unknownKeys:"passthrough"})}extend(e){return new ei({...this._def,shape:()=>({...this._def.shape(),...e})})}merge(e){return new ei({unknownKeys:e._def.unknownKeys,catchall:e._def.catchall,shape:()=>({...this._def.shape(),...e._def.shape()}),typeName:tf.ZodObject})}setKey(e,t){return this.augment({[e]:t})}catchall(e){return new ei({...this._def,catchall:e})}pick(e){let t={};for(let s of tm.objectKeys(e))e[s]&&this.shape[s]&&(t[s]=this.shape[s]);return new ei({...this._def,shape:()=>t})}omit(e){let t={};for(let s of tm.objectKeys(this.shape))e[s]||(t[s]=this.shape[s]);return new ei({...this._def,shape:()=>t})}deepPartial(){return function e(t){if(t instanceof ei){let s={};for(let a in t.shape){let r=t.shape[a];s[a]=ej.create(e(r))}return new ei({...t._def,shape:()=>s})}if(t instanceof er)return new er({...t._def,type:e(t.element)});if(t instanceof ej)return ej.create(e(t.unwrap()));if(t instanceof ew)return ew.create(e(t.unwrap()));if(t instanceof ec)return ec.create(t.items.map(t=>e(t)));else return t}(this)}partial(e){let t={};for(let s of tm.objectKeys(this.shape)){let a=this.shape[s];e&&!e[s]?t[s]=a:t[s]=a.optional()}return new ei({...this._def,shape:()=>t})}required(e){let t={};for(let s of tm.objectKeys(this.shape))if(e&&!e[s])t[s]=this.shape[s];else{let e=this.shape[s];for(;e instanceof ej;)e=e._def.innerType;t[s]=e}return new ei({...this._def,shape:()=>t})}keyof(){return ex(tm.objectKeys(this.shape))}}ei.create=(e,t)=>new ei({shape:()=>e,unknownKeys:"strip",catchall:es.create(),typeName:tf.ZodObject,...T(t)}),ei.strictCreate=(e,t)=>new ei({shape:()=>e,unknownKeys:"strict",catchall:es.create(),typeName:tf.ZodObject,...T(t)}),ei.lazycreate=(e,t)=>new ei({shape:e,unknownKeys:"strip",catchall:es.create(),typeName:tf.ZodObject,...T(t)});class en extends C{_parse(e){let{ctx:t}=this._processInputParams(e),s=this._def.options;if(t.common.async)return Promise.all(s.map(async e=>{let s={...t,common:{...t.common,issues:[]},parent:null};return{result:await e._parseAsync({data:t.data,path:t.path,parent:s}),ctx:s}})).then(function(e){for(let t of e)if("valid"===t.result.status)return t.result;for(let s of e)if("dirty"===s.result.status)return t.common.issues.push(...s.ctx.common.issues),s.result;let s=e.map(e=>new o(e.ctx.common.issues));return f(t,{code:n.invalid_union,unionErrors:s}),x});{let e,a=[];for(let r of s){let s={...t,common:{...t.common,issues:[]},parent:null},i=r._parseSync({data:t.data,path:t.path,parent:s});if("valid"===i.status)return i;"dirty"!==i.status||e||(e={result:i,ctx:s}),s.common.issues.length&&a.push(s.common.issues)}if(e)return t.common.issues.push(...e.ctx.common.issues),e.result;let r=a.map(e=>new o(e));return f(t,{code:n.invalid_union,unionErrors:r}),x}}get options(){return this._def.options}}en.create=(e,t)=>new en({options:e,typeName:tf.ZodUnion,...T(t)});let el=e=>{if(e instanceof ef)return el(e.schema);if(e instanceof ey)return el(e.innerType());if(e instanceof eg)return[e.value];if(e instanceof e_)return e.options;if(e instanceof eb)return tm.objectValues(e.enum);else if(e instanceof eN)return el(e._def.innerType);else if(e instanceof Q)return[void 0];else if(e instanceof J)return[null];else if(e instanceof ej)return[void 0,...el(e.unwrap())];else if(e instanceof ew)return[null,...el(e.unwrap())];else if(e instanceof eS)return el(e.unwrap());else if(e instanceof eE)return el(e.unwrap());else if(e instanceof ek)return el(e._def.innerType);else return[]};class eo extends C{_parse(e){let{ctx:t}=this._processInputParams(e);if(t.parsedType!==r.object)return f(t,{code:n.invalid_type,expected:r.object,received:t.parsedType}),x;let s=this.discriminator,a=t.data[s],i=this.optionsMap.get(a);return i?t.common.async?i._parseAsync({data:t.data,path:t.path,parent:t}):i._parseSync({data:t.data,path:t.path,parent:t}):(f(t,{code:n.invalid_union_discriminator,options:Array.from(this.optionsMap.keys()),path:[s]}),x)}get discriminator(){return this._def.discriminator}get options(){return this._def.options}get optionsMap(){return this._def.optionsMap}static create(e,t,s){let a=new Map;for(let s of t){let t=el(s.shape[e]);if(!t.length)throw Error(`A discriminator value for key \`${e}\` could not be extracted from all schema options`);for(let r of t){if(a.has(r))throw Error(`Discriminator property ${String(e)} has duplicate value ${String(r)}`);a.set(r,s)}}return new eo({typeName:tf.ZodDiscriminatedUnion,discriminator:e,options:t,optionsMap:a,...T(s)})}}class ed extends C{_parse(e){let{status:t,ctx:s}=this._processInputParams(e),a=(e,a)=>{if(v(e)||v(a))return x;let l=function e(t,s){let a=i(t),n=i(s);if(t===s)return{valid:!0,data:t};if(a===r.object&&n===r.object){let a=tm.objectKeys(s),r=tm.objectKeys(t).filter(e=>-1!==a.indexOf(e)),i={...t,...s};for(let a of r){let r=e(t[a],s[a]);if(!r.valid)return{valid:!1};i[a]=r.data}return{valid:!0,data:i}}if(a===r.array&&n===r.array){if(t.length!==s.length)return{valid:!1};let a=[];for(let r=0;r<t.length;r++){let i=e(t[r],s[r]);if(!i.valid)return{valid:!1};a.push(i.data)}return{valid:!0,data:a}}if(a===r.date&&n===r.date&&+t==+s)return{valid:!0,data:t};return{valid:!1}}(e.value,a.value);return l.valid?((y(e)||y(a))&&t.dirty(),{status:t.value,value:l.data}):(f(s,{code:n.invalid_intersection_types}),x)};return s.common.async?Promise.all([this._def.left._parseAsync({data:s.data,path:s.path,parent:s}),this._def.right._parseAsync({data:s.data,path:s.path,parent:s})]).then(([e,t])=>a(e,t)):a(this._def.left._parseSync({data:s.data,path:s.path,parent:s}),this._def.right._parseSync({data:s.data,path:s.path,parent:s}))}}ed.create=(e,t,s)=>new ed({left:e,right:t,typeName:tf.ZodIntersection,...T(s)});class ec extends C{_parse(e){let{status:t,ctx:s}=this._processInputParams(e);if(s.parsedType!==r.array)return f(s,{code:n.invalid_type,expected:r.array,received:s.parsedType}),x;if(s.data.length<this._def.items.length)return f(s,{code:n.too_small,minimum:this._def.items.length,inclusive:!0,exact:!1,type:"array"}),x;!this._def.rest&&s.data.length>this._def.items.length&&(f(s,{code:n.too_big,maximum:this._def.items.length,inclusive:!0,exact:!1,type:"array"}),t.dirty());let a=[...s.data].map((e,t)=>{let a=this._def.items[t]||this._def.rest;return a?a._parse(new N(s,e,s.path,t)):null}).filter(e=>!!e);return s.common.async?Promise.all(a).then(e=>g.mergeArray(t,e)):g.mergeArray(t,a)}get items(){return this._def.items}rest(e){return new ec({...this._def,rest:e})}}ec.create=(e,t)=>{if(!Array.isArray(e))throw Error("You must pass an array of schemas to z.tuple([ ... ])");return new ec({items:e,typeName:tf.ZodTuple,rest:null,...T(t)})};class eu extends C{get keySchema(){return this._def.keyType}get valueSchema(){return this._def.valueType}_parse(e){let{status:t,ctx:s}=this._processInputParams(e);if(s.parsedType!==r.object)return f(s,{code:n.invalid_type,expected:r.object,received:s.parsedType}),x;let a=[],i=this._def.keyType,l=this._def.valueType;for(let e in s.data)a.push({key:i._parse(new N(s,e,s.path,e)),value:l._parse(new N(s,s.data[e],s.path,e)),alwaysSet:e in s.data});return s.common.async?g.mergeObjectAsync(t,a):g.mergeObjectSync(t,a)}get element(){return this._def.valueType}static create(e,t,s){return new eu(t instanceof C?{keyType:e,valueType:t,typeName:tf.ZodRecord,...T(s)}:{keyType:K.create(),valueType:e,typeName:tf.ZodRecord,...T(t)})}}class em extends C{get keySchema(){return this._def.keyType}get valueSchema(){return this._def.valueType}_parse(e){let{status:t,ctx:s}=this._processInputParams(e);if(s.parsedType!==r.map)return f(s,{code:n.invalid_type,expected:r.map,received:s.parsedType}),x;let a=this._def.keyType,i=this._def.valueType,l=[...s.data.entries()].map(([e,t],r)=>({key:a._parse(new N(s,e,s.path,[r,"key"])),value:i._parse(new N(s,t,s.path,[r,"value"]))}));if(s.common.async){let e=new Map;return Promise.resolve().then(async()=>{for(let s of l){let a=await s.key,r=await s.value;if("aborted"===a.status||"aborted"===r.status)return x;("dirty"===a.status||"dirty"===r.status)&&t.dirty(),e.set(a.value,r.value)}return{status:t.value,value:e}})}{let e=new Map;for(let s of l){let a=s.key,r=s.value;if("aborted"===a.status||"aborted"===r.status)return x;("dirty"===a.status||"dirty"===r.status)&&t.dirty(),e.set(a.value,r.value)}return{status:t.value,value:e}}}}em.create=(e,t,s)=>new em({valueType:t,keyType:e,typeName:tf.ZodMap,...T(s)});class eh extends C{_parse(e){let{status:t,ctx:s}=this._processInputParams(e);if(s.parsedType!==r.set)return f(s,{code:n.invalid_type,expected:r.set,received:s.parsedType}),x;let a=this._def;null!==a.minSize&&s.data.size<a.minSize.value&&(f(s,{code:n.too_small,minimum:a.minSize.value,type:"set",inclusive:!0,exact:!1,message:a.minSize.message}),t.dirty()),null!==a.maxSize&&s.data.size>a.maxSize.value&&(f(s,{code:n.too_big,maximum:a.maxSize.value,type:"set",inclusive:!0,exact:!1,message:a.maxSize.message}),t.dirty());let i=this._def.valueType;function l(e){let s=new Set;for(let a of e){if("aborted"===a.status)return x;"dirty"===a.status&&t.dirty(),s.add(a.value)}return{status:t.value,value:s}}let o=[...s.data.values()].map((e,t)=>i._parse(new N(s,e,s.path,t)));return s.common.async?Promise.all(o).then(e=>l(e)):l(o)}min(e,t){return new eh({...this._def,minSize:{value:e,message:tp.toString(t)}})}max(e,t){return new eh({...this._def,maxSize:{value:e,message:tp.toString(t)}})}size(e,t){return this.min(e,t).max(e,t)}nonempty(e){return this.min(1,e)}}eh.create=(e,t)=>new eh({valueType:e,minSize:null,maxSize:null,typeName:tf.ZodSet,...T(t)});class ep extends C{constructor(){super(...arguments),this.validate=this.implement}_parse(e){let{ctx:t}=this._processInputParams(e);if(t.parsedType!==r.function)return f(t,{code:n.invalid_type,expected:r.function,received:t.parsedType}),x;function s(e,s){return h({data:e,path:t.path,errorMaps:[t.common.contextualErrorMap,t.schemaErrorMap,m(),d].filter(e=>!!e),issueData:{code:n.invalid_arguments,argumentsError:s}})}function a(e,s){return h({data:e,path:t.path,errorMaps:[t.common.contextualErrorMap,t.schemaErrorMap,m(),d].filter(e=>!!e),issueData:{code:n.invalid_return_type,returnTypeError:s}})}let i={errorMap:t.common.contextualErrorMap},l=t.data;if(this._def.returns instanceof ev){let e=this;return b(async function(...t){let r=new o([]),n=await e._def.args.parseAsync(t,i).catch(e=>{throw r.addIssue(s(t,e)),r}),d=await Reflect.apply(l,this,n);return await e._def.returns._def.type.parseAsync(d,i).catch(e=>{throw r.addIssue(a(d,e)),r})})}{let e=this;return b(function(...t){let 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new file mode 100644
index 00000000000..47b284548a5
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/3p8aoxk193z4f.js
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new file mode 100644
index 00000000000..6fa2d1ac60c
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deleted file mode 100644
index cdc2bcc324d..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/3spb6tl66f5ga.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/3uor0l6dbz8m2.js b/litellm/proxy/_experimental/out/_next/static/chunks/3uor0l6dbz8m2.js
new file mode 100644
index 00000000000..d27e592728e
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/3uor0l6dbz8m2.js
@@ -0,0 +1 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/204kgy29bhfyz.js b/litellm/proxy/_experimental/out/_next/static/chunks/3us1a7skurxn9.js
similarity index 77%
rename from litellm/proxy/_experimental/out/_next/static/chunks/204kgy29bhfyz.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/3us1a7skurxn9.js
index d2271075ea3..5bdf8c1dfd7 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/204kgy29bhfyz.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/3us1a7skurxn9.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/3xo65w_zz25u4.js b/litellm/proxy/_experimental/out/_next/static/chunks/3xo65w_zz25u4.js
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new file mode 100644
index 00000000000..c0c20d14c93
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/40jmgmksn2rxs.js b/litellm/proxy/_experimental/out/_next/static/chunks/40jmgmksn2rxs.js
deleted file mode 100644
index c4763018867..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/40jmgmksn2rxs.js
+++ /dev/null
@@ -1,420 +0,0 @@
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-
-client = openai.AzureOpenAI(
-	api_key="${x||"YOUR_LITELLM_API_KEY"}",
-	azure_endpoint="${b}",
-	api_version="2024-02-01"
-)`:`import openai
-
-client = openai.OpenAI(
-	api_key="${x||"YOUR_LITELLM_API_KEY"}",
-	base_url="${b}"
-)`;switch(c){case t.EndpointType.CHAT:{let e=Object.keys(w).length>0,t="";if(e){let e=JSON.stringify({metadata:w},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=`,
-    extra_body=${e}`}let i=v.length>0?v:[{role:"user",content:y}];a=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-    with open(image_path, "rb") as image_file:
-        return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.chat.completions.create(
-    model="${N}",
-    messages=${JSON.stringify(i,null,4)}${t}
-)
-
-print(response)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
-# response_with_file = client.chat.completions.create(
-#     model="${N}",
-#     messages=[
-#         {
-#             "role": "user",
-#             "content": [
-#                 {
-#                     "type": "text",
-#                     "text": "${j}"
-#                 },
-#                 {
-#                     "type": "image_url",
-#                     "image_url": {
-#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}
-#                     }
-#                 }
-#             ]
-#         }
-#     ]${t}
-# )
-# print(response_with_file)
-`;break}case t.EndpointType.RESPONSES:{let e=Object.keys(w).length>0,t="";if(e){let e=JSON.stringify({metadata:w},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=`,
-    extra_body=${e}`}let i=v.length>0?v:[{role:"user",content:y}];a=`
-import base64
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-    with open(image_path, "rb") as image_file:
-        return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Example with text only
-response = client.responses.create(
-    model="${N}",
-    input=${JSON.stringify(i,null,4)}${t}
-)
-
-print(response.output_text)
-
-# Example with image or PDF (uncomment and provide file path to use)
-# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf
-# response_with_file = client.responses.create(
-#     model="${N}",
-#     input=[
-#         {
-#             "role": "user",
-#             "content": [
-#                 {"type": "input_text", "text": "${j}"},
-#                 {
-#                     "type": "input_image",
-#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}
-#                 },
-#             ],
-#         }
-#     ]${t}
-# )
-# print(response_with_file.output_text)
-`;break}case t.EndpointType.IMAGE:a="azure"===f?`
-# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.
-# This snippet uses 'client.images.generate' and will create a new image based on your prompt.
-# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.
-import os
-import requests
-import json
-import time
-from PIL import Image
-
-result = client.images.generate(
-	model="${N}",
-	prompt="${n}",
-	n=1
-)
-
-json_response = json.loads(result.model_dump_json())
-
-# Set the directory for the stored image
-image_dir = os.path.join(os.curdir, 'images')
-
-# If the directory doesn't exist, create it
-if not os.path.isdir(image_dir):
-	os.mkdir(image_dir)
-
-# Initialize the image path
-image_filename = f"generated_image_{int(time.time())}.png"
-image_path = os.path.join(image_dir, image_filename)
-
-try:
-	# Retrieve the generated image
-	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):
-			image_url = json_response["data"][0]["url"]
-			generated_image = requests.get(image_url).content
-			with open(image_path, "wb") as image_file:
-					image_file.write(generated_image)
-
-			print(f"Image saved to {image_path}")
-			# Display the image
-			image = Image.open(image_path)
-			image.show()
-	else:
-			print("Could not find image URL in response.")
-			print("Full response:", json_response)
-except Exception as e:
-	print(f"An error occurred: {e}")
-	print("Full response:", json_response)
-`:`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
-	# In a real implementation, this would upload the file to OpenAI
-	# For this example, we'll just return a placeholder ID
-	return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${j}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${N}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`;break;case t.EndpointType.IMAGE_EDITS:a="azure"===f?`
-import base64
-import os
-import time
-import json
-from PIL import Image
-import requests
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# The prompt entered by the user
-prompt = "${j}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${N}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`:`
-import base64
-import os
-import time
-
-# Helper function to encode images to base64
-def encode_image(image_path):
-	with open(image_path, "rb") as image_file:
-			return base64.b64encode(image_file.read()).decode('utf-8')
-
-# Helper function to create a file (simplified for this example)
-def create_file(image_path):
-	# In a real implementation, this would upload the file to OpenAI
-	# For this example, we'll just return a placeholder ID
-	return f"file_{os.path.basename(image_path).replace('.', '_')}"
-
-# The prompt entered by the user
-prompt = "${j}"
-
-# Encode images to base64
-base64_image1 = encode_image("body-lotion.png")
-base64_image2 = encode_image("soap.png")
-
-# Create file IDs
-file_id1 = create_file("body-lotion.png")
-file_id2 = create_file("incense-kit.png")
-
-response = client.responses.create(
-	model="${N}",
-	input=[
-			{
-					"role": "user",
-					"content": [
-							{"type": "input_text", "text": prompt},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image1}",
-							},
-							{
-									"type": "input_image",
-									"image_url": f"data:image/jpeg;base64,{base64_image2}",
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id1,
-							},
-							{
-									"type": "input_image",
-									"file_id": file_id2,
-							}
-					],
-			}
-	],
-	tools=[{"type": "image_generation"}],
-)
-
-# Process the response
-image_generation_calls = [
-	output
-	for output in response.output
-	if output.type == "image_generation_call"
-]
-
-image_data = [output.result for output in image_generation_calls]
-
-if image_data:
-	image_base64 = image_data[0]
-	image_filename = f"edited_image_{int(time.time())}.png"
-	with open(image_filename, "wb") as f:
-			f.write(base64.b64decode(image_base64))
-	print(f"Image saved to {image_filename}")
-else:
-	# If no image is generated, there might be a text response with an explanation
-	text_response = [output.text for output in response.output if hasattr(output, 'text')]
-	if text_response:
-			print("No image generated. Model response:")
-			print("\\n".join(text_response))
-	else:
-			print("No image data found in response.")
-	print("Full response for debugging:")
-	print(response)
-`;break;case t.EndpointType.EMBEDDINGS:a=`
-response = client.embeddings.create(
-	input="${n||"Your string here"}",
-	model="${N}",
-	encoding_format="base64" # or "float"
-)
-
-print(response.data[0].embedding)
-`;break;case t.EndpointType.TRANSCRIPTION:a=`
-# Open the audio file
-audio_file = open("path/to/your/audio/file.mp3", "rb")
-
-# Make the transcription request
-response = client.audio.transcriptions.create(
-	model="${N}",
-	file=audio_file${n?`,
-	prompt="${n.replace(/\\/g,"\\\\").replace(/"/g,'\\"')}"`:""}
-)
-
-print(response.text)
-`;break;case t.EndpointType.SPEECH:a=`
-# Make the text-to-speech request
-response = client.audio.speech.create(
-	model="${N}",
-	input="${n||"Your text to convert to speech here"}",
-	voice="${u}"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer
-)
-
-# Save the audio to a file
-output_filename = "output_speech.mp3"
-response.stream_to_file(output_filename)
-print(f"Audio saved to {output_filename}")
-
-# Optional: Customize response format and speed
-# response = client.audio.speech.create(
-#     model="${N}",
-#     input="${n||"Your text to convert to speech here"}",
-#     voice="alloy",
-#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm
-#     speed=1.0  # Range: 0.25 to 4.0
-# )
-# response.stream_to_file("output_speech.mp3")
-`;break;default:a="\n# Code generation for this endpoint is not implemented yet."}return`${k}
-${a}`}])},652272,209261,e=>{"use strict";var t=e.i(843476),a=e.i(271645),i=e.i(871689),r=e.i(643531),s=e.i(174886),n=e.i(306228),o=e.i(196631);let l=/^[a-zA-Z0-9][a-zA-Z0-9._-]*(\/[a-zA-Z0-9][a-zA-Z0-9._-]*)*$/,d=e=>e.trim().replace(/\/+$/,""),p=/\.(md|markdown|txt|json|ya?ml|toml)$/i,m=/\.zip$/i,u=/^[0-9a-fA-F]{64}$/,c=/^\d{1,3}(\.\d{1,3}){3}$/,g=/^[A-Za-z0-9-]+$/,f=/^[A-Za-z0-9._-]+$/,h=e=>e.pathname.split("/").filter(e=>""!==e),x=e=>{let t=e.split("/").filter(e=>""!==e);return t[t.length-1]??""},b=e=>e.toLowerCase().replace(/[^a-z0-9-]+/g,"-").replace(/-+/g,"-").replace(/^-+|-+$/g,""),_=e=>JSON.stringify({extraKnownMarketplaces:{litellm:{source:{source:"url",url:`${e}/claude-code/marketplace.json`}}}},null,2),y=e=>`/plugin install ${e.name}@litellm`;e.s(["buildMarketplaceSettingsSnippet",0,_,"formatInstallCommand",0,y,"getCategoryBadgeColor",0,e=>{if(!e)return"gray";let t=e.toLowerCase();if(t.includes("development")||t.includes("dev"))return"blue";if(t.includes("productivity")||t.includes("workflow"))return"green";if(t.includes("learning")||t.includes("education"))return"purple";if(t.includes("security")||t.includes("safety"))return"red";if(t.includes("data")||t.includes("analytics"))return"orange";else if(t.includes("integration")||t.includes("api"))return"yellow";return"gray"},"isValidEmail",0,e=>!e||/^[^\s@]+@[^\s@]+\.[^\s@]+$/.test(e),"isValidSemanticVersion",0,e=>!e||/^\d+\.\d+\.\d+(-[a-zA-Z0-9.-]+)?(\+[a-zA-Z0-9.-]+)?$/.test(e),"isValidSha256",0,e=>""===e.trim()||u.test(e.trim()),"isValidSubPath",0,e=>{let t=d(e);return""!==t&&l.test(t)},"parseKeywords",0,e=>e&&""!==e.trim()?e.split(",").map(e=>e.trim()).filter(e=>""!==e):[],"parseSkillSource",0,(e,t)=>{let a=(e=>{let t,a=e.trim();if(""===a||a.startsWith("//"))return null;let i=/^[a-z][a-z0-9+.-]*:\/\//i.test(a)?a:`https://${a}`;try{t=new URL(i)}catch{return null}return"https:"!==t.protocol||""!==t.username||""!==t.password||!t.hostname.includes(".")||t.hostname.startsWith("[")||c.test(t.hostname)?null:t})(e);if(!a)return null;if(m.test(a.pathname))return{parsed:{source:"archive",url:a.href},label:`Zip archive — ${a.host}${a.pathname}`,suggestedName:b(x(a.pathname).replace(m,""))};if("github.com"===a.hostname.replace(/^www\./,""))return((e,t)=>{let a=h(e);if(a.length<2)return null;let i=a[0],r=a[1].replace(/\.git$/,"");if(!g.test(i)||!f.test(r))return null;let s=`${i}/${r}`,n=`https://github.com/${s}`,o={parsed:{source:"github",repo:s},label:`GitHub repo — ${s}`,suggestedName:b(r)};if(a.length>=4&&("tree"===a[2]||"blob"===a[2])){let e=a.slice(4),t=x(e.join("/")),i=p.test(t)?e.slice(0,-1):e;if(0===i.length)return o;let r=d(i.join("/"));return l.test(r)?{parsed:{source:"git-subdir",url:n,path:r},label:`GitHub subdir — ${s} @ ${r}`,suggestedName:b(x(r))}:null}if(2!==a.length)return null;let m=d(t??"");return""!==m?l.test(m)?{parsed:{source:"git-subdir",url:n,path:m},label:`GitHub subdir — ${s} @ ${m}`,suggestedName:b(x(m))}:null:o})(a,t);if(h(a).length<2)return null;let i=`${a.protocol}//${a.host}${a.pathname.replace(/\/+$/,"")}`,r=d(t??"");return""!==r?l.test(r)?{parsed:{source:"git-subdir",url:i,path:r},label:`Git subdir — ${i} @ ${r}`,suggestedName:b(x(r))}:null:{parsed:{source:"url",url:i},label:`Git repo — ${i}`,suggestedName:b(x(a.pathname).replace(/\.git$/,""))}},"validatePluginName",0,e=>!!e&&""!==e.trim()&&/^[a-z0-9-]+$/.test(e)],209261),e.s(["default",0,({skill:e,onBack:l})=>{let d,[p,m]=(0,a.useState)("overview"),[u,c]=(0,a.useState)(null),g=(e,t)=>{navigator.clipboard.writeText(e),c(t),setTimeout(()=>c(null),2e3)},f="github"===(d=e.source).source&&d.repo?`https://github.com/${d.repo}`:"git-subdir"===d.source&&d.url?d.path?`${d.url}/tree/main/${d.path}`:d.url:("url"===d.source||"archive"===d.source)&&d.url?d.url:null,h=y(e),x=_(window.location.origin),b=[...e.category?[{property:"Category",value:e.category}]:[],...e.domain?[{property:"Domain",value:e.domain}]:[],...e.namespace?[{property:"Namespace",value:e.namespace}]:[],...e.version?[{property:"Version",value:e.version}]:[],...e.author?.name?[{property:"Author",value:e.author.name}]:[],...e.created_at?[{property:"Added",value:new Date(e.created_at).toLocaleDateString()}]:[]];return(0,t.jsxs)("div",{className:"py-6 pl-0 pr-8",children:[(0,t.jsxs)("div",{onClick:l,className:"mb-6 inline-flex cursor-pointer items-center gap-1.5 text-sm text-muted-foreground",children:[(0,t.jsx)(i.ArrowLeft,{className:"size-3"}),(0,t.jsx)("span",{children:"Skills"})]}),(0,t.jsxs)("div",{className:"mb-2",children:[(0,t.jsx)("h1",{className:"m-0 text-[28px] font-normal leading-tight text-foreground",children:e.name}),e.description&&(0,t.jsx)("p",{className:"mb-0 ml-0 mr-0 mt-2 text-sm leading-relaxed text-muted-foreground",children:e.description})]}),(0,t.jsx)("div",{className:"mb-7 mt-6 border-b border-border",children:(0,t.jsx)("div",{className:"flex",children:[{key:"overview",label:"Overview"},{key:"usage",label:"How to Use"}].map(e=>(0,t.jsx)("div",{onClick:()=>m(e.key),className:(0,o.cn)("-mb-px cursor-pointer border-b-[3px] px-5 py-3 text-sm",p===e.key?"border-info font-medium text-info":"border-transparent font-normal text-muted-foreground"),children:e.label},e.key))})}),"overview"===p&&(0,t.jsxs)("div",{className:"flex gap-16",children:[(0,t.jsxs)("div",{className:"min-w-0 flex-1",children:[(0,t.jsx)("h2",{className:"m-0 mb-1 text-lg font-normal text-foreground",children:"Skill Details"}),(0,t.jsx)("p",{className:"m-0 mb-4 text-[13px] text-muted-foreground",children:"Metadata registered with this skill"}),(0,t.jsxs)("table",{className:"w-full border-collapse text-sm",children:[(0,t.jsx)("thead",{children:(0,t.jsxs)("tr",{className:"border-b border-border",children:[(0,t.jsx)("th",{className:"w-40 py-3 text-left font-medium text-muted-foreground",children:"Property"}),(0,t.jsx)("th",{className:"py-3 text-left font-medium text-muted-foreground",children:e.name})]})}),(0,t.jsx)("tbody",{children:b.map((e,a)=>(0,t.jsxs)("tr",{className:"border-b border-border",children:[(0,t.jsx)("td",{className:"py-3 text-foreground",children:e.property}),(0,t.jsx)("td",{className:"py-3 text-foreground",children:e.value})]},a))})]})]}),(0,t.jsxs)("div",{className:"w-60 shrink-0",children:[(0,t.jsxs)("div",{className:"mb-6",children:[(0,t.jsx)("div",{className:"mb-1 text-xs 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text-foreground",children:e},e))})]}),(0,t.jsxs)("div",{children:[(0,t.jsx)("div",{className:"mb-1 text-xs text-muted-foreground",children:"Skill ID"}),(0,t.jsx)("div",{className:"break-all font-mono text-xs text-foreground",children:e.id})]})]})]}),"usage"===p&&(0,t.jsxs)("div",{className:"max-w-[640px]",children:[(0,t.jsx)("h2",{className:"m-0 mb-2 text-lg font-normal text-foreground",children:"Using this skill"}),(0,t.jsx)("p",{className:"m-0 mb-6 text-sm leading-relaxed text-muted-foreground",children:"Once your proxy is set as a marketplace, enable this skill in Claude Code with one command:"}),(0,t.jsxs)("div",{className:"mb-6 overflow-hidden rounded-lg border border-border",children:[(0,t.jsxs)("div",{className:"flex items-center justify-between border-b border-border bg-muted px-4 py-2.5",children:[(0,t.jsx)("span",{className:"text-[13px] font-medium text-foreground",children:"Run in Claude Code"}),(0,t.jsxs)("button",{onClick:()=>g(h,"install"),className:(0,o.cn)("flex 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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/40xk_5d6nq79j.js b/litellm/proxy/_experimental/out/_next/static/chunks/40xk_5d6nq79j.js
deleted file mode 100644
index 1d14ff2a4c6..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/40xk_5d6nq79j.js
+++ /dev/null
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/411pbog0w0cs_.js b/litellm/proxy/_experimental/out/_next/static/chunks/411pbog0w0cs_.js
deleted file mode 100644
index 26b3df84602..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/411pbog0w0cs_.js
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+curl -X POST --location '<your_proxy_base_url>/end_user/new' \\
+
+-H 'Authorization: Bearer <your-master-key>' \\
+
+-H 'Content-Type: application/json' \\
+
+-d '{"user_id": "my-customer-id', "budget_id": "<BUDGET_ID>"}' # 👈 KEY CHANGE
+
+`,em=`
+curl -X POST --location '<your_proxy_base_url>/chat/completions' \\
+
+-H 'Authorization: Bearer <your-master-key>' \\
+
+-H 'Content-Type: application/json' \\
+
+-d '{
+  "model": "gpt-3.5-turbo',
+  "messages":[{"role": "user", "content": "Hey, how's it going?"}],
+  "user": "my-customer-id"
+}' # 👈 KEY CHANGE
+
+`,eb=`from openai import OpenAI
+client = OpenAI(
+  base_url="<your_proxy_base_url>",
+  api_key="<your_proxy_key>"
+)
+
+completion = client.chat.completions.create(
+  model="gpt-3.5-turbo",
+  messages=[
+    {"role": "system", "content": "You are a helpful assistant."},
+    {"role": "user", "content": "Hello!"}
+  ],
+  user="my-customer-id"
+)
+
+print(completion.choices[0].message)`;var ep=e.i(135214),ev=e.i(708347);let ex=({accessToken:e})=>{let m=(0,r.useSyntaxTheme)(l.prism),[b,p]=(0,s.useState)(!1),[v,x]=(0,s.useState)(!1),[f,y]=(0,s.useState)(null),[j,T]=(0,s.useState)(!1),{userRole:_}=(0,ep.default)(),C=(0,ev.isProxyAdminRole)(_??""),E=(0,h.useBudgetList)(),S=(0,h.useDeleteBudget)(),N=(0,s.useCallback)(t=>{null!=e&&(y(t),x(!0))},[e]),k=(0,s.useCallback)(e=>{y(e),T(!0)},[]),D=async()=>{if(f&&null!=e)try{await S.mutateAsync(f.budget_id),g.toast.success("Budget deleted.")}catch(e){console.error("Error deleting budget:",e),g.toast.fromError("Failed to delete budget")}finally{T(!1),y(null)}};return(0,t.jsx)("main",{className:"flex h-full flex-col p-8",children:(0,t.jsxs)(d.Tabs,{defaultValue:"budgets",className:"min-h-0 flex-1 gap-6",children:[(0,t.jsx)(o.PageHeader,{icon:(0,t.jsx)(n.Wallet,{}),title:"Budgets",subtitle:"Spend, TPM and RPM limits you can assign to customers.",primaryAction:C?(0,t.jsxs)(u.Button,{onClick:()=>p(!0),children:[(0,t.jsx)(i.Plus,{className:"size-4"}),"Create Budget"]}):void 0,tabs:({leadingControls:e})=>(0,t.jsxs)(d.TabsList,{variant:"line",className:"gap-0 p-0 [&>[data-slot=tabs-trigger]+[data-slot=tabs-trigger]]:ml-[22px]",children:[e,(0,t.jsx)(d.TabsTrigger,{value:"budgets",className:"flex-none px-0 py-[7px] data-active:font-semibold",children:"Budgets"}),(0,t.jsx)(d.TabsTrigger,{value:"examples",className:"flex-none px-0 py-[7px] data-active:font-semibold",children:"Examples"})]})}),(0,t.jsx)(d.TabsContent,{value:"budgets",className:"flex min-h-0 flex-1 flex-col",keepMounted:!0,children:(0,t.jsxs)("div",{className:"flex min-h-0 flex-1 flex-col",children:[(0,t.jsx)(I,{isModalVisible:b,setIsModalVisible:p}),f&&(0,t.jsx)(eg,{isModalVisible:v,setIsModalVisible:x,existingBudget:f}),(0,t.jsx)(eo,{list:E,canModify:C,onEditClick:N,onDeleteClick:k}),(0,t.jsx)(c.default,{isOpen:j,title:"Delete Budget?",message:"Are you sure you want to delete this budget? 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\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/42l1q3sduwm1n.js b/litellm/proxy/_experimental/out/_next/static/chunks/42l1q3sduwm1n.js
new file mode 100644
index 00000000000..810a41d88ae
--- /dev/null
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/0rbqjecjxz2ci.js b/litellm/proxy/_experimental/out/_next/static/chunks/42zu433i-e_5y.js
similarity index 70%
rename from litellm/proxy/_experimental/out/_next/static/chunks/0rbqjecjxz2ci.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/42zu433i-e_5y.js
index c15dd9100bb..cbffef4ee54 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/0rbqjecjxz2ci.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/42zu433i-e_5y.js
@@ -1 +1 @@
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index 8a2212e82bd..e0a4fdc5b09 100644
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+++ b/litellm/proxy/_experimental/out/admin-panel/index.html
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index e7530a79cbd..c1fc07dba7e 100644
--- a/litellm/proxy/_experimental/out/chat/integrations/index.html
+++ b/litellm/proxy/_experimental/out/chat/integrations/index.html
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+1c:I[897367,["/litellm-asset-prefix/_next/static/chunks/1kpvojzxb_2ce.js","/litellm-asset-prefix/_next/static/chunks/28fzwmvhc4sv1.js","/litellm-asset-prefix/_next/static/chunks/1xkrmcontg-7s.js"],"MetadataBoundary"]
 c:["$","$1","c",{"children":[null,["$","$L6",null,{"parallelRouterKey":"children","error":"$undefined","errorStyles":"$undefined","errorScripts":"$undefined","template":["$","$L7",null,{}],"templateStyles":"$undefined","templateScripts":"$undefined","notFound":"$undefined","forbidden":"$undefined","unauthorized":"$undefined"}]]}]
-d:["$","$1","c",{"children":[["$","$L13",null,{"Component":"$14","serverProvidedParams":{"searchParams":{},"params":"$0:f:0:1:1:children:0:props:children:1:props:serverProvidedParams:params","promises":["$@15","$@16"]}}],[["$","script","script-0",{"src":"/litellm-asset-prefix/_next/static/chunks/0gv2z3ws304i3.js","async":true,"nonce":"$undefined"}],["$","script","script-1",{"src":"/litellm-asset-prefix/_next/static/chunks/2oyhu8rllo9v-.js","async":true,"nonce":"$undefined"}],["$","script","script-2",{"src":"/litellm-asset-prefix/_next/static/chunks/3fgy_d3dc8fjy.js","async":true,"nonce":"$undefined"}]],["$","$L17",null,{"children":["$","$18",null,{"name":"Next.MetadataOutlet","children":"$@19"}]}]]}]
+d:["$","$1","c",{"children":[["$","$L13",null,{"Component":"$14","serverProvidedParams":{"searchParams":{},"params":"$0:f:0:1:1:children:0:props:children:1:props:serverProvidedParams:params","promises":["$@15","$@16"]}}],[["$","script","script-0",{"src":"/litellm-asset-prefix/_next/static/chunks/0gv2z3ws304i3.js","async":true,"nonce":"$undefined"}],["$","script","script-1",{"src":"/litellm-asset-prefix/_next/static/chunks/0x88jgebq4fjq.js","async":true,"nonce":"$undefined"}],["$","script","script-2",{"src":"/litellm-asset-prefix/_next/static/chunks/006y36jxl8z-u.js","async":true,"nonce":"$undefined"}]],["$","$L17",null,{"children":["$","$18",null,{"name":"Next.MetadataOutlet","children":"$@19"}]}]]}]
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 11:["$","link","0",{"rel":"stylesheet","href":"/litellm-asset-prefix/_next/static/chunks/1kid9zr1--h6y.css","precedence":"next","crossOrigin":"$undefined","nonce":"$undefined"}]
-12:["$","link","1",{"rel":"stylesheet","href":"/litellm-asset-prefix/_next/static/chunks/3rynlyl14avb-.css","precedence":"next","crossOrigin":"$undefined","nonce":"$undefined"}]
+12:["$","link","1",{"rel":"stylesheet","href":"/litellm-asset-prefix/_next/static/chunks/3146e697tym4_.css","precedence":"next","crossOrigin":"$undefined","nonce":"$undefined"}]
 b:"$0:f:0:1:1:children:0:props:children:1:props:serverProvidedParams:params"
 e:C
 15:{}
 16:"$0:f:0:1:1:children:0:props:children:1:props:serverProvidedParams:params"
 1b:[["$","meta","0",{"charSet":"utf-8"}],["$","meta","1",{"name":"viewport","content":"width=device-width, initial-scale=1"}]]
-1e:I[27201,["/litellm-asset-prefix/_next/static/chunks/33t46atd3n2zd.js","/litellm-asset-prefix/_next/static/chunks/3doe-1fpykdw3.js","/litellm-asset-prefix/_next/static/chunks/1m-a1t8oh1ed0.js"],"IconMark"]
+1e:I[27201,["/litellm-asset-prefix/_next/static/chunks/1kpvojzxb_2ce.js","/litellm-asset-prefix/_next/static/chunks/28fzwmvhc4sv1.js","/litellm-asset-prefix/_next/static/chunks/1xkrmcontg-7s.js"],"IconMark"]
 19:null
 1d:[["$","title","0",{"children":"LiteLLM Dashboard"}],["$","meta","1",{"name":"description","content":"LiteLLM Proxy Admin UI"}],["$","link","2",{"rel":"icon","href":"/favicon.ico?favicon.3arlap5n8tyzg.ico","sizes":"48x48","type":"image/x-icon"}],["$","link","3",{"rel":"icon","href":"/get_favicon"}],["$","$L1e","4",{}]]
diff --git a/litellm/proxy/_new_secret_config.yaml b/litellm/proxy/_new_secret_config.yaml
index 703fe6adc41..235d64f29ad 100644
--- a/litellm/proxy/_new_secret_config.yaml
+++ b/litellm/proxy/_new_secret_config.yaml
@@ -80,4 +80,4 @@ litellm_settings:
   drop_params: True
 
 general_settings:
-  master_key: sk-1234 # REPLACE in production
+  master_key: os.environ/LITELLM_MASTER_KEY
diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py
index 56b3f590210..3b34440d0bf 100644
--- a/litellm/proxy/_types.py
+++ b/litellm/proxy/_types.py
@@ -4,7 +4,7 @@ import os
 from collections.abc import Callable, Mapping
 from datetime import datetime
 from types import MappingProxyType
-from typing import TYPE_CHECKING, Annotated, Any, Final, Literal, NamedTuple
+from typing import TYPE_CHECKING, Annotated, Any, Final, Literal, NamedTuple, TypeAlias
 
 import httpx
 from pydantic import (
@@ -24,6 +24,7 @@ from litellm._uuid import uuid
 from litellm.constants import DEFAULT_STAGGER_WINDOW_SECONDS, MCP_STDIO_ALLOWED_COMMANDS
 from litellm.litellm_core_utils.initialize_dynamic_callback_params import (
     validate_langfuse_environment_value,
+    validate_langfuse_span_scope_value,
     validate_no_callback_env_reference,
 )
 from litellm.types.integrations.compression_interception import (
@@ -402,6 +403,7 @@ class LiteLLMRoutes(enum.Enum):
         "/v1/models",
         # token counter
         "/utils/token_counter",
+        "/utils/model_info",
         "/utils/transform_request",
         # rerank
         "/rerank",
@@ -871,6 +873,7 @@ class LiteLLMRoutes(enum.Enum):
         "/management/v1/teams/{team_id}/members/bulk_update",
         "/team/member_update",
         "/team/{team_id}/member/{user_id}/reset_spend",
+        "/team/{team_id}/member/{user_id}/reset_budget",
         "/team/permissions_list",
         "/team/permissions_update",
         "/team/daily/activity",
@@ -2222,6 +2225,8 @@ class AddTeamCallback(LiteLLMPydanticObjectBase):
             validate_no_callback_env_reference(key, callback_vars[key], source="key/team callback metadata")
             if key == "langfuse_environment":
                 validate_langfuse_environment_value(callback_vars[key])
+            if key == "langfuse_span_scope":
+                validate_langfuse_span_scope_value(callback_vars[key])
         return values
 
 
@@ -2592,6 +2597,10 @@ class ConfigGeneralSettings(LiteLLMPydanticObjectBase):
     use_google_kms: bool | None = Field(None, description="decrypt keys with google kms")
     use_azure_key_vault: bool | None = Field(None, description="load keys from azure key vault")
     master_key: str | None = Field(None, description="require a key for all calls to proxy")
+    dangerously_permit_weak_or_unset_master_key: bool | None = Field(
+        None,
+        description="local development only: start even when master_key is unset, empty, or a publicly known default",
+    )
     coordination_redis: CoordinationRedisParams | None = Field(
         None,
         description=(
@@ -4620,11 +4629,26 @@ class TeamInfoResponseObjectTeamTable(LiteLLM_TeamTable):
     caller_edit_access: TeamEditAccess = Field(default_factory=TeamEditNone)
 
 
+TeamMemberBudgetSource: TypeAlias = Literal["team_default", "custom", "none"]
+
+
+class TeamInfoMembership(LiteLLM_TeamMembership):
+    budget_source: TeamMemberBudgetSource
+
+
 class TeamInfoResponseObject(TypedDict):
     team_id: str
     team_info: TeamInfoResponseObjectTeamTable
     keys: list
-    team_memberships: list[LiteLLM_TeamMembership]
+    team_memberships: ReadOnly[tuple[TeamInfoMembership, ...]]
+
+
+class TeamMemberResetBudgetResponse(BaseModel):
+    team_id: str
+    user_id: str
+    budget_id: str | None
+    previous_budget_id: str | None
+    budget_source: TeamMemberBudgetSource
 
 
 class TeamListResponseObject(LiteLLM_TeamTable):
diff --git a/litellm/proxy/a2a/agent_card.py b/litellm/proxy/a2a/agent_card.py
index 5bec5158bcc..3718359fbb6 100644
--- a/litellm/proxy/a2a/agent_card.py
+++ b/litellm/proxy/a2a/agent_card.py
@@ -10,7 +10,7 @@ and uses LiteLLM auth.
 import re
 from collections.abc import Mapping
 from copy import deepcopy
-from typing import Any, Final, Literal
+from typing import Final, Literal
 
 SupportedA2AVersion = Literal["0.3", "1.0"]
 
@@ -44,7 +44,7 @@ def normalize_protocol_version(version: object) -> SupportedA2AVersion | None:
     return next((supported for supported in SUPPORTED_A2A_PROTOCOL_VERSIONS if supported == major_minor), None)
 
 
-def resolve_served_protocol_version(card: Mapping[str, Any] | None) -> str:
+def resolve_served_protocol_version(card: Mapping[str, object] | None) -> str:
     """Return the validated protocol version an agent card pins, else the default."""
     normalized: Final = normalize_protocol_version(card.get("protocolVersion") if card else None)
     return normalized if normalized is not None else LITELLM_A2A_PROTOCOL_VERSION
@@ -53,7 +53,7 @@ def resolve_served_protocol_version(card: Mapping[str, Any] | None) -> str:
 # Security scheme exposed by the LiteLLM-fronted agent card. Always replaces
 # whatever upstream advertised — the client must authenticate to the proxy,
 # not the upstream agent.
-LITELLM_SECURITY_SCHEMES: Final[dict[str, dict[str, Any]]] = {
+LITELLM_SECURITY_SCHEMES: Final[dict[str, dict[str, str]]] = {
     "LiteLLMKey": {
         "type": "http",
         "scheme": "bearer",
@@ -112,7 +112,7 @@ _ALLOWED_TOP_LEVEL_KEYS: Final = {
     "url",
 }
 
-_DEFAULT_SKILLS: Final[list[dict[str, Any]]] = [
+_DEFAULT_SKILLS: Final[list[dict[str, str | list[str]]]] = [
     {
         "id": "chat",
         "name": "Chat",
@@ -129,7 +129,7 @@ _DEFAULT_MODES: Final[list[str]] = ["text"]
 _DEFAULT_AGENT_VERSION: Final = "1.0.0"
 
 
-def _filter_capabilities(upstream_capabilities: Any) -> dict[str, Any]:
+def _filter_capabilities(upstream_capabilities: object) -> dict[str, object]:
     """Return a capabilities dict containing only allowlisted, truthy keys."""
     if not isinstance(upstream_capabilities, dict):
         return {}
@@ -143,13 +143,13 @@ def _default_litellm_provider(proxy_base_url: str) -> dict[str, str]:
 
 
 def merge_agent_card(
-    upstream_card: Mapping[str, Any] | None,
+    upstream_card: Mapping[str, object] | None,
     *,
     proxy_url: str,
     proxy_base_url: str,
     name: str | None = None,
     description: str | None = None,
-) -> dict[str, Any]:
+) -> dict[str, object]:
     """
     Build the LiteLLM-fronted agent card.
 
@@ -169,7 +169,7 @@ def merge_agent_card(
         A dict suitable for serving as the proxy's agent card. Only keys in
         the v1.0 AgentCard schema (plus ``supportedInterfaces``) are emitted.
     """
-    base: Final[dict[str, Any]] = deepcopy(dict(upstream_card)) if upstream_card else {}
+    base: Final[dict[str, object]] = deepcopy(dict(upstream_card)) if upstream_card else {}
 
     # Keep the upstream ``url`` on the stored card: the runtime A2A
     # invocation path reads it from ``agent_card_params`` to know where to
diff --git a/litellm/proxy/a2a/discovery.py b/litellm/proxy/a2a/discovery.py
index e08c938f195..ff58c9c85ec 100644
--- a/litellm/proxy/a2a/discovery.py
+++ b/litellm/proxy/a2a/discovery.py
@@ -14,6 +14,7 @@ fetcher dispatches by ``discovery_mode``:
   pure-A2A fallback strategy returns 404 for these deployments.
 """
 
+from collections.abc import Mapping
 from enum import Enum
 from typing import Any, Final
 from urllib.parse import urlencode
@@ -55,7 +56,7 @@ def _normalize_base_url(base_url: str) -> str:
 
 
 def _build_langgraph_platform_paths(
-    params: dict[str, Any] | None,
+    params: Mapping[str, object] | None,
 ) -> tuple[str, ...]:
     """Build the paths to try for LangGraph Platform discovery.
 
@@ -71,7 +72,7 @@ def _build_langgraph_platform_paths(
     return tuple(f"{path}?{query}" for path in AGENT_CARD_WELL_KNOWN_PATHS)
 
 
-def _paths_for_mode(mode: DiscoveryMode, params: dict[str, Any] | None) -> tuple[str, ...]:
+def _paths_for_mode(mode: DiscoveryMode, params: Mapping[str, object] | None) -> tuple[str, ...]:
     if mode == DiscoveryMode.WELL_KNOWN_FALLBACK:
         return AGENT_CARD_WELL_KNOWN_PATHS
     if mode == DiscoveryMode.LANGGRAPH_PLATFORM:
@@ -83,7 +84,7 @@ async def fetch_well_known_card(
     base_url: str,
     *,
     discovery_mode: DiscoveryMode = DiscoveryMode.WELL_KNOWN_FALLBACK,
-    params: dict[str, Any] | None = None,
+    params: Mapping[str, object] | None = None,
     timeout: float = DEFAULT_DISCOVERY_TIMEOUT_SECONDS,
     headers: dict[str, str] | None = None,
 ) -> dict[str, Any]:
diff --git a/litellm/proxy/agent_endpoints/databricks_oauth.py b/litellm/proxy/agent_endpoints/databricks_oauth.py
index 4c3b1bc084d..38a76ea6890 100644
--- a/litellm/proxy/agent_endpoints/databricks_oauth.py
+++ b/litellm/proxy/agent_endpoints/databricks_oauth.py
@@ -25,8 +25,9 @@ Config example::
 import asyncio
 import base64
 import hashlib
+from collections.abc import Mapping
 from dataclasses import dataclass
-from typing import Any, Final
+from typing import Final
 
 import httpx
 
@@ -43,7 +44,7 @@ _TOKEN_EXPIRY_BUFFER_SECONDS: Final = 60
 _DEFAULT_TTL_SECONDS: Final = 3600
 
 
-def _resolve_secret(value: Any) -> str | None:
+def _resolve_secret(value: object) -> str | None:
     """Resolve a config value, expanding ``os.environ/`` references."""
     if not isinstance(value, str):
         return None
@@ -75,7 +76,7 @@ class DatabricksAppOAuthConfig:
 
 
 def parse_databricks_oauth_config(
-    litellm_params: dict[str, Any] | None,
+    litellm_params: Mapping[str, object] | None,
 ) -> DatabricksAppOAuthConfig | None:
     """Build a Databricks App OAuth config from an agent's ``litellm_params``.
 
@@ -191,7 +192,7 @@ class DatabricksAppOAuthTokenCache(InMemoryCache):
         except httpx.HTTPError as exc:
             raise ValueError(f"Databricks App OAuth token request failed: {exc}") from exc
 
-        body: Final = response.json()
+        body: Final[object] = response.json()
         if not isinstance(body, dict):
             raise ValueError(
                 f"Databricks App OAuth token response returned non-object JSON (got {type(body).__name__})"
@@ -215,7 +216,7 @@ databricks_app_oauth_token_cache: Final = DatabricksAppOAuthTokenCache()
 
 
 async def resolve_databricks_app_auth_header(
-    litellm_params: dict[str, Any] | None,
+    litellm_params: Mapping[str, object] | None,
 ) -> dict[str, str] | None:
     """Return ``{"Authorization": "Bearer <token>"}`` for a Databricks App agent.
 
diff --git a/litellm/proxy/auth/auth_checks.py b/litellm/proxy/auth/auth_checks.py
index 2ae285d6eef..9d1a4065f31 100644
--- a/litellm/proxy/auth/auth_checks.py
+++ b/litellm/proxy/auth/auth_checks.py
@@ -845,6 +845,7 @@ MODEL_DISCOVERY_ROUTES: Final = frozenset(
         "/v1/model/info",
         "/v2/model/info",
         "/model_group/info",
+        "/utils/model_info",
     }
 )
 
diff --git a/litellm/proxy/auth/handle_jwt.py b/litellm/proxy/auth/handle_jwt.py
index 803093ff93a..996911cdfaa 100644
--- a/litellm/proxy/auth/handle_jwt.py
+++ b/litellm/proxy/auth/handle_jwt.py
@@ -2468,7 +2468,22 @@ class JWTAuthManager:
                     jwt_valid_token, handler, prisma_client, user_api_key_cache, parent_otel_span, proxy_logging_obj
                 )
                 return {**admin_result, "user_object": identity.user_object}
-            return admin_result
+            if prisma_client is None:
+                return admin_result
+            try:
+                admin_user: Final = await get_user_object(
+                    user_id=user_id,
+                    user_email=user_email,
+                    sso_user_id=user_id,
+                    prisma_client=prisma_client,
+                    user_api_key_cache=user_api_key_cache,
+                    user_id_upsert=False,
+                    parent_otel_span=parent_otel_span,
+                    proxy_logging_obj=proxy_logging_obj,
+                )
+            except UserNotFoundError:
+                return admin_result
+            return {**admin_result, "user_object": admin_user}
 
         # Get team with model access
         ## Check if team_id is specified via x-litellm-team-id header
diff --git a/litellm/proxy/auth/master_key_boot_check.py b/litellm/proxy/auth/master_key_boot_check.py
new file mode 100644
index 00000000000..aa50c4e34c1
--- /dev/null
+++ b/litellm/proxy/auth/master_key_boot_check.py
@@ -0,0 +1,291 @@
+import atexit
+import sys
+from collections.abc import Awaitable, Callable, Mapping
+from dataclasses import dataclass, replace
+from enum import Enum
+from types import MappingProxyType
+from typing import Final
+
+from typing_extensions import assert_never
+
+from litellm._logging import verbose_proxy_logger
+
+WEAK_OR_UNSET_MASTER_KEY_OVERRIDE_SETTING: Final = "dangerously_permit_weak_or_unset_master_key"
+WEAK_OR_UNSET_MASTER_KEY_OVERRIDE_ENV_VAR: Final = "LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY"
+MASTER_KEY_SETTING: Final = "master_key"
+MASTER_KEY_ENV_VAR: Final = "LITELLM_MASTER_KEY"
+SALT_KEY_ENV_VAR: Final = "LITELLM_SALT_KEY"
+MIGRATE_FROM_MASTER_KEY_ENV_VAR: Final = "LITELLM_MIGRATE_FROM_MASTER_KEY"
+PUBLICLY_KNOWN_MASTER_KEYS: Final = frozenset({"sk-1234"})
+ROTATION_DOCS_URL: Final = "https://docs.litellm.ai/docs/proxy/master_key_rotations#proxy-refuses-to-start"
+_NEW_MASTER_KEY: Final = "sk-$(openssl rand -hex 32)"
+GENERATE_MASTER_KEY_COMMAND: Final = f'echo "{MASTER_KEY_ENV_VAR}={_NEW_MASTER_KEY}" | tee -a .env'
+PRINT_NEW_MASTER_KEY_COMMAND: Final = f'echo "{_NEW_MASTER_KEY}"'
+
+
+class UnsafeMasterKeyReason(Enum):
+    NOT_SET = "not_set"
+    EMPTY = "empty"
+    PUBLICLY_KNOWN = "publicly_known"
+
+
+@dataclass(frozen=True, slots=True)
+class ConfigFileSource:
+    config_file_path: str | None
+
+
+@dataclass(frozen=True, slots=True)
+class EnvironmentSource:
+    pass
+
+
+MasterKeySource = ConfigFileSource | EnvironmentSource
+
+
+@dataclass(frozen=True, slots=True)
+class SafeMasterKey:
+    pass
+
+
+@dataclass(frozen=True, slots=True)
+class UnsafeMasterKeyAllowed:
+    reason: UnsafeMasterKeyReason
+
+
+@dataclass(frozen=True, slots=True)
+class StoredSecretsMigration:
+    from_master_key: str
+    encrypted_value_count: int | None
+
+
+@dataclass(frozen=True, slots=True)
+class UnsafeMasterKeyRefused:
+    reason: UnsafeMasterKeyReason
+    source: MasterKeySource
+    environment_variable_is_set: bool
+    migration: StoredSecretsMigration | None
+
+
+MasterKeyBootVerdict = SafeMasterKey | UnsafeMasterKeyAllowed | UnsafeMasterKeyRefused
+
+
+class UnsafeMasterKeyError(Exception):
+    pass
+
+
+def master_key_boot_verdict(
+    *,
+    master_key: str | None,
+    environment_master_key: str | None,
+    general_settings: Mapping[str, object],
+    config_file_path: str | None,
+    override_env_is_on: bool,
+    salt_key_is_set: bool,
+    database_is_configured: bool,
+) -> MasterKeyBootVerdict:
+    reason: Final = _unsafe_reason(master_key)
+    if reason is None:
+        return SafeMasterKey()
+    if override_env_is_on or general_settings.get(WEAK_OR_UNSET_MASTER_KEY_OVERRIDE_SETTING) is True:
+        return UnsafeMasterKeyAllowed(reason=reason)
+    config_file_only_relays_the_environment: Final = master_key is not None and master_key == environment_master_key
+    return UnsafeMasterKeyRefused(
+        reason=reason,
+        source=(
+            ConfigFileSource(config_file_path=config_file_path)
+            if MASTER_KEY_SETTING in general_settings and not config_file_only_relays_the_environment
+            else EnvironmentSource()
+        ),
+        environment_variable_is_set=environment_master_key is not None,
+        migration=(
+            StoredSecretsMigration(from_master_key=master_key, encrypted_value_count=None)
+            if master_key is not None and not salt_key_is_set and database_is_configured
+            else None
+        ),
+    )
+
+
+async def with_stored_secrets_counted(
+    verdict: MasterKeyBootVerdict, count_values_encrypted_with: Callable[[str], Awaitable[int | None]]
+) -> MasterKeyBootVerdict:
+    if not isinstance(verdict, UnsafeMasterKeyRefused) or verdict.migration is None:
+        return verdict
+    count: Final = await count_values_encrypted_with(verdict.migration.from_master_key)
+    return replace(verdict, migration=None if count == 0 else replace(verdict.migration, encrypted_value_count=count))
+
+
+def enforce_master_key_boot_verdict(verdict: MasterKeyBootVerdict, announce: Callable[[str], object]) -> None:
+    match verdict:
+        case SafeMasterKey():
+            return
+        case UnsafeMasterKeyAllowed(reason=reason):
+            verbose_proxy_logger.warning(
+                "%s is on, so the proxy is starting with %s. Never run this outside local development.",
+                WEAK_OR_UNSET_MASTER_KEY_OVERRIDE_SETTING,
+                _UNSAFE_STATE[reason],
+            )
+        case UnsafeMasterKeyRefused(reason=reason):
+            announce(f"\n{render_refusal(verdict)}\n\n")
+            raise UnsafeMasterKeyError(
+                f"LiteLLM proxy refused to start: {_REFUSAL_HEADLINE[reason]} The fix is printed once the server exits."
+            )
+        case _:
+            assert_never(verdict)
+
+
+def announce_on_stderr_at_exit(message: str) -> None:
+    """A logger would redact the key-shaped command and the lifespan traceback would bury it, so print at exit."""
+    atexit.register(_flush_stdout_then_write_stderr, message)
+
+
+def _flush_stdout_then_write_stderr(message: str) -> None:
+    sys.stdout.flush()
+    sys.stderr.write(message)
+
+
+def render_refusal(refusal: UnsafeMasterKeyRefused) -> str:
+    return "\n\n".join(
+        (
+            f"LiteLLM proxy refused to start: {_REFUSAL_HEADLINE[refusal.reason]}\n{_source_line(refusal)}",
+            _fix_steps(refusal),
+            _OVERRIDE_HINT,
+        )
+    )
+
+
+_UNSAFE_STATE: Final = MappingProxyType(
+    {
+        UnsafeMasterKeyReason.NOT_SET: "no master key, which accepts every request without authentication",
+        UnsafeMasterKeyReason.EMPTY: "an empty master key",
+        UnsafeMasterKeyReason.PUBLICLY_KNOWN: "a publicly known master key",
+    }
+)
+
+_REFUSAL_HEADLINE: Final = MappingProxyType(
+    {
+        UnsafeMasterKeyReason.NOT_SET: (
+            "no master key is set, so every request would be accepted without authentication."
+        ),
+        UnsafeMasterKeyReason.EMPTY: "the master key is empty.",
+        UnsafeMasterKeyReason.PUBLICLY_KNOWN: "the master key is a publicly known default.",
+    }
+)
+
+_SAVE_KEY_STEP: Final = (
+    "Generate a key and save it to .env:\n"
+    f"     {GENERATE_MASTER_KEY_COMMAND}\n"
+    "   Not using a .env file (docker run, Kubernetes, pip install)? Pass the same value as the\n"
+    f"   {MASTER_KEY_ENV_VAR} environment variable instead."
+)
+
+_REPLACE_EXPORTED_KEY_STEP: Final = (
+    "Generate a key:\n"
+    f"     {PRINT_NEW_MASTER_KEY_COMMAND}\n"
+    f"   Put it in place of the current {MASTER_KEY_ENV_VAR} value wherever that is set: a shell export, your\n"
+    "   container or deployment environment, or its line in .env. Do not just add it to .env, because a value\n"
+    "   already exported in the environment wins over .env."
+)
+
+_RESTART_TO_MIGRATE_STEP: Final = (
+    "Start the proxy again. It re-encrypts the stored values with the new key, then logs that\n"
+    f"   {MIGRATE_FROM_MASTER_KEY_ENV_VAR} can be removed. Details: {ROTATION_DOCS_URL}"
+)
+
+_OVERRIDE_HINT: Final = (
+    f"Local development only: set {WEAK_OR_UNSET_MASTER_KEY_OVERRIDE_ENV_VAR}=true, or\n"
+    f"general_settings.{WEAK_OR_UNSET_MASTER_KEY_OVERRIDE_SETTING}: true, to start anyway."
+)
+
+
+def _unsafe_reason(master_key: str | None) -> UnsafeMasterKeyReason | None:
+    if master_key is None:
+        return UnsafeMasterKeyReason.NOT_SET
+    stripped: Final = master_key.strip()
+    if not stripped:
+        return UnsafeMasterKeyReason.EMPTY
+    if stripped in PUBLICLY_KNOWN_MASTER_KEYS:
+        return UnsafeMasterKeyReason.PUBLICLY_KNOWN
+    return None
+
+
+def _config_label(source: ConfigFileSource) -> str:
+    return source.config_file_path or "your config"
+
+
+def _source_line(refusal: UnsafeMasterKeyRefused) -> str:
+    match refusal.source:
+        case ConfigFileSource() as source:
+            if refusal.reason is UnsafeMasterKeyReason.NOT_SET:
+                return (
+                    f"general_settings.{MASTER_KEY_SETTING} in {_config_label(source)} is blank, or points at an "
+                    "environment variable that is not set."
+                )
+            return f"It comes from general_settings.{MASTER_KEY_SETTING} in {_config_label(source)}."
+        case EnvironmentSource():
+            if refusal.reason is UnsafeMasterKeyReason.NOT_SET:
+                return (
+                    f"Neither general_settings.{MASTER_KEY_SETTING} nor the {MASTER_KEY_ENV_VAR} "
+                    "environment variable is set."
+                )
+            return f"It comes from the {MASTER_KEY_ENV_VAR} environment variable."
+        case _:
+            assert_never(refusal.source)
+
+
+def _fix_steps(refusal: UnsafeMasterKeyRefused) -> str:
+    steps: Final = (*_config_steps(refusal.source), *_key_steps(refusal))
+    numbered: Final = "\n".join(f"{number}. {step}" for number, step in enumerate(steps, start=1))
+    return numbered if refusal.migration is None else f"{_migration_lead(refusal.migration)}\n{numbered}"
+
+
+def _config_steps(source: MasterKeySource) -> tuple[str, ...]:
+    match source:
+        case ConfigFileSource():
+            return (
+                f"Make sure {_config_label(source)} reads the key from the environment:\n"
+                f"     general_settings:\n       {MASTER_KEY_SETTING}: os.environ/{MASTER_KEY_ENV_VAR}",
+            )
+        case EnvironmentSource():
+            return ()
+        case _:
+            assert_never(source)
+
+
+def _key_steps(refusal: UnsafeMasterKeyRefused) -> tuple[str, ...]:
+    if refusal.migration is None:
+        return (_REPLACE_EXPORTED_KEY_STEP if refusal.environment_variable_is_set else _SAVE_KEY_STEP,)
+    if refusal.environment_variable_is_set:
+        return (
+            f"Set the key to migrate from next to {MASTER_KEY_ENV_VAR}, wherever that is set (a shell export, your\n"
+            "   container or deployment environment, or .env):\n"
+            f"     {_migrate_from_assignment(refusal.migration)}",
+            _REPLACE_EXPORTED_KEY_STEP,
+            _RESTART_TO_MIGRATE_STEP,
+        )
+    return (
+        "Save the key to migrate from and a newly generated key to .env:\n"
+        f"     echo '{_migrate_from_assignment(refusal.migration)}' | tee -a .env\n"
+        f"     {GENERATE_MASTER_KEY_COMMAND}\n"
+        "   Not using a .env file (docker run, Kubernetes, pip install)? Pass the same two values as\n"
+        "   environment variables instead.",
+        _RESTART_TO_MIGRATE_STEP,
+    )
+
+
+def _migrate_from_assignment(migration: StoredSecretsMigration) -> str:
+    key: Final = migration.from_master_key
+    value: Final = key if key == key.strip() else f'"{key}"'
+    return f"{MIGRATE_FROM_MASTER_KEY_ENV_VAR}={value}"
+
+
+def _migration_lead(migration: StoredSecretsMigration) -> str:
+    found: Final = (
+        "could not be checked for values"
+        if migration.encrypted_value_count is None
+        else f"holds {migration.encrypted_value_count} value(s)"
+    )
+    return (
+        f"Your database {found} encrypted with this master key,\n"
+        f"which encrypts stored credentials while {SALT_KEY_ENV_VAR} is not set. Replacing the key alone makes them\n"
+        "unreadable, so also tell the proxy which key to migrate from:"
+    )
diff --git a/litellm/proxy/auth/user_api_key_auth.py b/litellm/proxy/auth/user_api_key_auth.py
index de0131772bc..4371ce4fda8 100644
--- a/litellm/proxy/auth/user_api_key_auth.py
+++ b/litellm/proxy/auth/user_api_key_auth.py
@@ -1714,6 +1714,16 @@ async def _user_api_key_auth_builder(
                     jwt_claims = result.get("jwt_claims", None)
                     agent_id: Final[str | None] = result.get("agent_id")
 
+                    if (
+                        user_object is not None
+                        and isinstance(user_object.metadata, dict)
+                        and user_object.metadata.get("scim_active") is False
+                    ):
+                        raise HTTPException(
+                            status_code=status.HTTP_401_UNAUTHORIZED,
+                            detail=f"User={user_id} has been deactivated via SCIM. Keys owned by this user cannot be used.",
+                        )
+
                     if is_proxy_admin:
                         # Proxy admins authenticate via auth_builder (full
                         # access), not via a mapped virtual key. If
diff --git a/litellm/proxy/batches_endpoints/endpoints.py b/litellm/proxy/batches_endpoints/endpoints.py
index 6d5f7a65855..f6c86d75169 100644
--- a/litellm/proxy/batches_endpoints/endpoints.py
+++ b/litellm/proxy/batches_endpoints/endpoints.py
@@ -6,7 +6,7 @@
 ######################################################################
 import asyncio
 import os
-from collections.abc import Mapping
+from collections.abc import Mapping, MutableMapping
 from datetime import datetime
 from types import MappingProxyType
 from typing import TYPE_CHECKING, Any, Final, Literal, cast
@@ -141,6 +141,20 @@ async def _raise_when_input_file_must_be_managed(model: str, credentials: Mappin
     )
 
 
+def _litellm_metadata_of(data: MutableMapping[str, object]) -> MutableMapping[str, object]:
+    """The request's litellm_metadata mapping, created on the request when it carries none.
+
+    The success handler reads this mapping, so a flag or a model group set here has to live
+    inside it rather than beside it.
+    """
+    existing: Final = data.get("litellm_metadata")
+    if isinstance(existing, MutableMapping):
+        return existing
+    created: Final[dict[str, object]] = {}  # mutable-ok: the logging layer copies and extends this mapping
+    data["litellm_metadata"] = created  # rebind-ok: the success handler reads the request's own mapping
+    return created
+
+
 def _raise_not_found_when_openai_fallback_unservable(
     requested_provider: "str | None",
     data: Mapping[str, object],
@@ -668,11 +682,7 @@ async def retrieve_batch(
 
         poller_owns_accounting: Final = bool(unified_batch_id) and batch_cost_poller_is_active()
         if poller_owns_accounting:
-            litellm_metadata = data.get("litellm_metadata")
-            if not isinstance(litellm_metadata, dict):
-                litellm_metadata = {}  # mutable-ok: the suppression flag must live inside litellm_metadata for the success handler to read it, and this request carried no mapping to extend
-                data["litellm_metadata"] = litellm_metadata
-            litellm_metadata["batch_ignore_default_logging"] = True
+            _litellm_metadata_of(data)["batch_ignore_default_logging"] = True
 
         # Retrieve from provider (for non-terminal states or if DB lookup failed)
         # SCENARIO 1: Batch ID is encoded with model info
@@ -697,6 +707,7 @@ async def retrieve_batch(
             # it the call falls into the legacy provider switch and 400s.
             data["model"] = model_from_id
             add_deployment_model_info(data=data, llm_router=llm_router, model_id=model_from_id)
+            _litellm_metadata_of(data).setdefault("model_group", model_from_id)
 
             # Retrieve batch using model credentials
             response = await litellm.aretrieve_batch(
diff --git a/litellm/proxy/client/cli/main.py b/litellm/proxy/client/cli/main.py
index 63e38c93221..6d63acc7479 100644
--- a/litellm/proxy/client/cli/main.py
+++ b/litellm/proxy/client/cli/main.py
@@ -9,7 +9,15 @@ from litellm._version import version as litellm_version
 from litellm.proxy.client.health import HealthManagementClient
 
 from .commands.agents import agent_commands
-from .commands.auth import auth_group, context_secret_vault, get_stored_api_key, login, logout, whoami
+from .commands.auth import (
+    CliContextObj,
+    auth_group,
+    context_secret_vault,
+    get_stored_api_key,
+    login,
+    logout,
+    whoami,
+)
 from .commands.autoroute.commands import autoroute_group
 from .commands.chat import chat
 from .commands.config import config_commands, get_config_value, hidden_command_names
@@ -126,7 +134,8 @@ def cli(ctx: click.Context, show_version: bool, base_url: str | None, api_key: s
 @click.pass_context
 def version(ctx: click.Context):
     """Show the LiteLLM Proxy CLI and server version."""
-    print_version(ctx.obj.get("base_url"), ctx.obj.get("api_key"))
+    ctx_obj: Final[CliContextObj] = ctx.obj
+    print_version(ctx_obj.get("base_url"), ctx_obj.get("api_key"))
 
 
 # Add authentication commands as top-level commands
diff --git a/litellm/proxy/client/credentials.py b/litellm/proxy/client/credentials.py
index a9bff67b1c5..d9edecd2eb7 100644
--- a/litellm/proxy/client/credentials.py
+++ b/litellm/proxy/client/credentials.py
@@ -1,3 +1,4 @@
+from collections.abc import Mapping
 from typing import Any, Final
 
 import requests
@@ -69,8 +70,8 @@ class CredentialsManagementClient:
     def create(
         self,
         credential_name: str,
-        credential_info: dict[str, Any],
-        credential_values: dict[str, Any],
+        credential_info: Mapping[str, object],
+        credential_values: Mapping[str, object],
         return_request: bool = False,
     ) -> dict[str, Any] | requests.Request:
         """
diff --git a/litellm/proxy/common_utils/admin_ui_utils.py b/litellm/proxy/common_utils/admin_ui_utils.py
index 453f5d7349b..f279be36346 100644
--- a/litellm/proxy/common_utils/admin_ui_utils.py
+++ b/litellm/proxy/common_utils/admin_ui_utils.py
@@ -73,7 +73,8 @@ def missing_keys_form(missing_key_names: str):
                 <h1>Environment Setup Instructions</h1>
                 <p>Please add the following variables to your environment variables:</p>
                 <pre>
-    <span class="env-var">LITELLM_MASTER_KEY="sk-1234"</span> <span class="comment"># Your master key for the proxy server. Can use this to send /chat/completion requests etc</span>
+    <span class="comment"># Generate one with: echo "LITELLM_MASTER_KEY=sk-$(openssl rand -hex 32)"</span>
+    <span class="env-var">LITELLM_MASTER_KEY=""</span> <span class="comment"># Your master key for the proxy server. Can use this to send /chat/completion requests etc</span>
     <span class="env-var">LITELLM_SALT_KEY="sk-XXXXXXXX"</span> <span class="comment"># Can NOT CHANGE THIS ONCE SET - It is used to encrypt/decrypt credentials stored in DB. If value of 'LITELLM_SALT_KEY' changes your models cannot be retrieved from DB</span>
     <span class="env-var">DATABASE_URL="postgres://..."</span> <span class="comment"># Need a postgres database? (Check out Supabase, Neon, etc)</span>
     <span class="comment">## OPTIONAL ##</span>
diff --git a/litellm/proxy/common_utils/callback_config_validation.py b/litellm/proxy/common_utils/callback_config_validation.py
index c9d97068313..30c4ab31d6f 100644
--- a/litellm/proxy/common_utils/callback_config_validation.py
+++ b/litellm/proxy/common_utils/callback_config_validation.py
@@ -11,14 +11,18 @@ from typing import Final
 
 _NEWRELIC_CALLBACK: Final = "newrelic"
 _NEWRELIC_VAR_PREFIX: Final = "newrelic_"
+_LANGFUSE_OTEL_CALLBACK: Final = "langfuse_otel"
+_LANGFUSE_SPAN_SCOPE_VAR: Final = "langfuse_span_scope"
 
 
 def callback_config_error(callback_name: str | None, callback_vars: Mapping[str, str] | None) -> str | None:
     if not callback_vars:
         return None
-    env_error: Final = _langfuse_environment_error(callback_vars)
-    if env_error is not None:
-        return env_error
+    langfuse_error: Final = _langfuse_environment_error(callback_vars) or _langfuse_span_scope_error(
+        callback_name, callback_vars
+    )
+    if langfuse_error is not None:
+        return langfuse_error
     if callback_name != _NEWRELIC_CALLBACK:
         return None
     return _newrelic_config_error(callback_vars)
@@ -44,6 +48,25 @@ def _langfuse_environment_error(callback_vars: Mapping[str, str]) -> str | None:
     return None
 
 
+def _langfuse_span_scope_error(callback_name: str | None, callback_vars: Mapping[str, str]) -> str | None:
+    value: Final = callback_vars.get(_LANGFUSE_SPAN_SCOPE_VAR)
+    if value is None:
+        return None
+    if callback_name != _LANGFUSE_OTEL_CALLBACK:
+        return (
+            f"{_LANGFUSE_SPAN_SCOPE_VAR} applies to the {_LANGFUSE_OTEL_CALLBACK} callback only, not {callback_name!r}"
+        )
+    from litellm.litellm_core_utils.initialize_dynamic_callback_params import (
+        validate_langfuse_span_scope_value,
+    )
+
+    try:
+        validate_langfuse_span_scope_value(value)
+    except ValueError as e:
+        return str(e)
+    return None
+
+
 # Which credential family a dynamic variable belongs to. The families are the
 # integrations that share one account: every langfuse_* variable configures the
 # same Langfuse project whether it rides the classic callback or the OTel one,
@@ -63,13 +86,18 @@ _VAR_FAMILIES: Final[Mapping[str, str]] = MappingProxyType(
     }
 )
 
+_FAMILY_OPTION_VARS: Final[frozenset[str]] = frozenset({_LANGFUSE_SPAN_SCOPE_VAR})
+
 
 def _family_of(var: str) -> str | None:
     """The credential family ``var`` configures, or ``None`` if it configures none.
 
     ``turn_off_message_logging`` and friends belong to no backend, so they carry
-    no credentials anyone could redirect.
+    no credentials anyone could redirect. ``langfuse_span_scope`` shares the Langfuse
+    prefix but is a fixed enum choosing what the family exports, not where to.
     """
+    if var in _FAMILY_OPTION_VARS:
+        return None
     return next((family for prefix, family in _VAR_FAMILIES.items() if var.startswith(prefix)), None)
 
 
@@ -129,6 +157,24 @@ def cross_entry_family_error(
     )
 
 
+def conflicting_span_scope_error(
+    callback_vars: Mapping[str, str] | None,
+    stored_vars_by_entry: Sequence[Mapping[str, str]],
+) -> str | None:
+    incoming: Final = None if callback_vars is None else callback_vars.get(_LANGFUSE_SPAN_SCOPE_VAR)
+    if incoming is None:
+        return None
+    return next(
+        (
+            f"{_LANGFUSE_SPAN_SCOPE_VAR} is already set to {stored!r} by another callback entry. "
+            f"Every entry shares one scope: remove that entry or send the same value."
+            for entry in stored_vars_by_entry
+            if (stored := entry.get(_LANGFUSE_SPAN_SCOPE_VAR)) not in (None, incoming)
+        ),
+        None,
+    )
+
+
 def logging_metadata_config_error(metadata: Mapping[str, object] | None) -> str | None:
     """Validate every ``logging`` entry of a team/key metadata payload."""
     if not metadata:
@@ -136,23 +182,34 @@ def logging_metadata_config_error(metadata: Mapping[str, object] | None) -> str
     entries: Final = metadata.get("logging")
     if not isinstance(entries, Sequence) or isinstance(entries, (str, bytes)):
         return None
+    entry_vars: Final = tuple(_entry_callback_vars(entry) for entry in entries)
     return next(
-        (error for error in (_logging_entry_error(entry) for entry in entries) if error is not None),
+        (
+            error
+            for error in (
+                *(_logging_entry_error(entry) for entry in entries),
+                *(conflicting_span_scope_error(entry_vars[i], entry_vars[:i]) for i in range(len(entry_vars))),
+            )
+            if error is not None
+        ),
         None,
     )
 
 
+def _entry_callback_vars(entry: object) -> Mapping[str, str]:
+    callback_vars: Final = entry.get("callback_vars") if isinstance(entry, Mapping) else None
+    if not isinstance(callback_vars, Mapping):
+        return MappingProxyType({})
+    return MappingProxyType({str(key): str(value) for key, value in callback_vars.items()})
+
+
 def _logging_entry_error(entry: object) -> str | None:
     if not isinstance(entry, Mapping):
         return None
     callback_name: Final = entry.get("callback_name")
-    callback_vars: Final = entry.get("callback_vars")
-    if not isinstance(callback_name, str) or not isinstance(callback_vars, Mapping):
+    if not isinstance(callback_name, str) or not isinstance(entry.get("callback_vars"), Mapping):
         return None
-    return callback_config_error(
-        callback_name,
-        MappingProxyType({str(key): str(value) for key, value in callback_vars.items()}),
-    )
+    return callback_config_error(callback_name, _entry_callback_vars(entry))
 
 
 def _newrelic_config_error(callback_vars: Mapping[str, str]) -> str | None:
diff --git a/litellm/proxy/common_utils/callback_utils.py b/litellm/proxy/common_utils/callback_utils.py
index 561a53409f4..bdf45ad46f8 100644
--- a/litellm/proxy/common_utils/callback_utils.py
+++ b/litellm/proxy/common_utils/callback_utils.py
@@ -44,7 +44,8 @@ _EXTRA_SENSITIVE_CALLBACK_KEYS: Final = {"gcs_path_service_account"}
 # Sentinel prefix on encrypted callback_var values. Lets us detect
 # already-encrypted input cheaply (no decrypt-attempt round trip) and
 # avoid double-encrypting if `LITELLM_SALT_KEY` is rotated between writes.
-_CALLBACK_VAR_ENCRYPTED_PREFIX: Final = "litellm_enc::"
+CALLBACK_VAR_ENCRYPTED_PREFIX: Final = "litellm_enc::"
+_CALLBACK_VAR_ENCRYPTED_PREFIX: Final = CALLBACK_VAR_ENCRYPTED_PREFIX
 # Metadata slots that hold operator-configured callback and secret-manager setup
 # (and therefore integration credentials). Resolved from UserAPIKeyAuth during
 # pre-call setup, never read back off the copies stamped into request metadata.
diff --git a/litellm/proxy/common_utils/encrypt_decrypt_utils.py b/litellm/proxy/common_utils/encrypt_decrypt_utils.py
index 288dedebbc6..3584aaaf833 100644
--- a/litellm/proxy/common_utils/encrypt_decrypt_utils.py
+++ b/litellm/proxy/common_utils/encrypt_decrypt_utils.py
@@ -119,6 +119,35 @@ def encrypt_value_helper(value: str, new_encryption_key: str | None = None):
         raise e
 
 
+def _legacy_ciphertext_bytes(value: str) -> bytes:
+    # Try URL-safe base64 decoding first (new format)
+    # Fall back to standard base64 decoding for backwards compatibility (old format)
+    try:
+        return base64.urlsafe_b64decode(value)
+    except Exception:
+        return base64.b64decode(value)
+
+
+def _decrypt_with_signing_key(value: str, signing_key: str) -> str:
+    # Versioned AES-256-GCM values are detected before any base64 decode.
+    # The prefix is the algorithm tag the legacy nacl format never carried.
+    if value.startswith(_V2_GCM_PREFIX):
+        return _decrypt_aes_gcm(value=value, signing_key=signing_key)
+
+    return decrypt_value(value=_legacy_ciphertext_bytes(value), signing_key=signing_key)
+
+
+def decrypt_if_encrypted_with(value: str, signing_key: str) -> str | None:
+    """None unless value is a ciphertext under signing_key."""
+    try:
+        # base64 decoding skips characters outside its alphabet, so "" and "*" decode to no bytes,
+        # which decrypt_value reads as an empty plaintext under any key.
+        decodes_to_nothing: Final = not value.startswith(_V2_GCM_PREFIX) and not _legacy_ciphertext_bytes(value)
+        return None if decodes_to_nothing else _decrypt_with_signing_key(value=value, signing_key=signing_key)
+    except Exception:  # noqa: BLE001  # base64, nacl and AES-GCM each raise their own "not a ciphertext" type
+        return None
+
+
 def decrypt_value_helper(
     value: str,
     key: str,  # this is just for debug purposes, showing the k,v pair that's invalid. not a signing key.
@@ -129,21 +158,7 @@ def decrypt_value_helper(
 
     try:
         if isinstance(value, str):
-            # Versioned AES-256-GCM values are detected before any base64 decode.
-            # The prefix is the algorithm tag the legacy nacl format never carried.
-            if value.startswith(_V2_GCM_PREFIX):
-                return _decrypt_aes_gcm(value=value, signing_key=cast(str, signing_key))
-
-            # Try URL-safe base64 decoding first (new format)
-            # Fall back to standard base64 decoding for backwards compatibility (old format)
-            try:
-                decoded_b64 = base64.urlsafe_b64decode(value)
-            except Exception:
-                # If URL-safe decoding fails, try standard base64 decoding for backwards compatibility
-                decoded_b64 = base64.b64decode(value)
-
-            value = decrypt_value(value=decoded_b64, signing_key=signing_key)
-            return value
+            return _decrypt_with_signing_key(value=value, signing_key=cast(str, signing_key))
 
         # if it's not str - do not decrypt it, return the value
         return value
diff --git a/litellm/proxy/db/db_spend_update_writer.py b/litellm/proxy/db/db_spend_update_writer.py
index ba92c1e4f65..0c88cc23042 100644
--- a/litellm/proxy/db/db_spend_update_writer.py
+++ b/litellm/proxy/db/db_spend_update_writer.py
@@ -12,7 +12,7 @@ import os
 import random
 import time
 import traceback
-from collections.abc import Mapping, Sequence
+from collections.abc import Callable, Mapping, Sequence
 from datetime import datetime, timedelta, timezone
 from types import MappingProxyType
 from typing import TYPE_CHECKING, Any, Final, Literal, Protocol, TypeVar, cast, overload
@@ -171,13 +171,67 @@ class _DailySpendCommit(Protocol[_DailySpendTransactionT]):
 _DATA_REJECTED_SQLSTATE_CLASSES: Final = frozenset({"22", "23"})
 
 
-def _daily_spend_commit_failure_is_requeue_safe(e: Exception) -> bool:
+def _spend_commit_failure_is_requeue_safe(e: Exception) -> bool:
     if isinstance(e, DB_CONNECTION_ERROR_TYPES):
         return isinstance(e, DB_RETRY_SAFE_ERROR_TYPES)
     sqlstate: Final = PrismaDBExceptionHandler.postgres_sqlstate(e)
     return sqlstate is None or sqlstate[:2] not in _DATA_REJECTED_SQLSTATE_CLASSES
 
 
+_SpendTableName = Literal[
+    "user_list_transactions",
+    "end_user_list_transactions",
+    "key_list_transactions",
+    "team_list_transactions",
+    "team_member_list_transactions",
+    "org_list_transactions",
+    "org_member_list_transactions",
+    "project_list_transactions",
+    "tag_list_transactions",
+    "model_access_group_list_transactions",
+    "agent_list_transactions",
+]
+_SPEND_TABLE_COMMIT_ORDER: Final[tuple[_SpendTableName, ...]] = (
+    "user_list_transactions",
+    "end_user_list_transactions",
+    "key_list_transactions",
+    "team_list_transactions",
+    "team_member_list_transactions",
+    "org_list_transactions",
+    "org_member_list_transactions",
+    "project_list_transactions",
+    "tag_list_transactions",
+    "model_access_group_list_transactions",
+    "agent_list_transactions",
+)
+
+
+def _spend_tables_left_to_send(
+    transactions: DBSpendUpdateTransactions,
+    committed: Sequence[_SpendTableName],
+    failure: Exception,
+) -> DBSpendUpdateTransactions | None:
+    in_flight: Final[_SpendTableName | None] = (
+        _SPEND_TABLE_COMMIT_ORDER[len(committed)] if len(committed) < len(_SPEND_TABLE_COMMIT_ORDER) else None
+    )
+    dropped: Final[frozenset[_SpendTableName]] = (
+        frozenset() if in_flight is None or _spend_commit_failure_is_requeue_safe(failure) else frozenset({in_flight})
+    )
+    if dropped and in_flight is not None:
+        spend_log_error(
+            "Spend tracking - dropped %d %s increments: the failed statement may have applied or the "
+            "database refused the data, so re-sending it is not safe. Error: %s",
+            len(cast(dict[str, dict[str, float] | None], transactions).get(in_flight) or ()),
+            in_flight,
+            str(failure),
+            exc=failure,
+        )
+    remaining: Final = {
+        name: (None if name in committed or name in dropped else txns) for name, txns in transactions.items()
+    }
+    return cast(DBSpendUpdateTransactions, remaining) if any(remaining.values()) else None
+
+
 def _timed_request_duration_ms(
     payload: dict | SpendLogsPayload,
     request_status: Literal["success", "failure"],
@@ -1389,6 +1443,7 @@ class DBSpendUpdateWriter:
             verbose_proxy_logger.debug("acquired lock for spend updates")
 
             uncommitted: dict[str, Any] = {}  # mutable-ok: tracks popped categories still needing commit
+            committed_spend_tables: Final[list[_SpendTableName]] = []  # mutable-ok: filled as each table lands
 
             try:
                 (
@@ -1428,12 +1483,19 @@ class DBSpendUpdateWriter:
                         len(db_spend_update_transactions.get("agent_list_transactions") or ()),
                         len(db_spend_update_transactions.get("model_access_group_list_transactions") or ()),
                     )
-                    await self._commit_spend_updates_to_db(
-                        prisma_client=prisma_client,
-                        n_retry_times=n_retry_times,
-                        proxy_logging_obj=proxy_logging_obj,
-                        db_spend_update_transactions=db_spend_update_transactions,
-                    )
+                    try:
+                        await self._commit_spend_updates_to_db(
+                            prisma_client=prisma_client,
+                            n_retry_times=n_retry_times,
+                            proxy_logging_obj=proxy_logging_obj,
+                            db_spend_update_transactions=db_spend_update_transactions,
+                            on_table_committed=committed_spend_tables.append,
+                        )
+                    except Exception as e:
+                        uncommitted["db_spend_update_transactions"] = _spend_tables_left_to_send(
+                            db_spend_update_transactions, committed_spend_tables, e
+                        )
+                        raise
                 uncommitted.pop("db_spend_update_transactions", None)
 
                 if daily_spend_update_transactions is not None:
@@ -1481,10 +1543,22 @@ class DBSpendUpdateWriter:
                     )
                 uncommitted.pop("daily_agent_spend_update_transactions", None)
                 if window_spend_update_transactions is not None:
-                    await DBSpendUpdateWriter._commit_window_spend_updates(
-                        prisma_client=prisma_client,
-                        window_spend_transactions=window_spend_update_transactions,
-                    )
+                    try:
+                        await DBSpendUpdateWriter._commit_window_spend_updates(
+                            prisma_client=prisma_client,
+                            window_spend_transactions=window_spend_update_transactions,
+                        )
+                    except Exception as e:
+                        if not _spend_commit_failure_is_requeue_safe(e):
+                            uncommitted.pop("window_spend_update_transactions", None)
+                            spend_log_error(
+                                "Spend tracking - dropped %d budget window increments: the failed statement may have "
+                                "applied or the database refused the data, so re-sending it is not safe. Error: %s",
+                                len(window_spend_update_transactions),
+                                str(e),
+                                exc=e,
+                            )
+                        raise
                 uncommitted.pop("window_spend_update_transactions", None)
             except Exception as e:
                 spend_log_error(
@@ -1628,14 +1702,23 @@ class DBSpendUpdateWriter:
                 window_spend_transactions=window_spend_update_transactions,
             )
         except Exception as e:  # noqa: BLE001  # the increments go back on the queue; the rest of the flush must run
-            spend_log_error(
-                "Spend tracking - failed to commit budget window spend updates. "
-                "Re-queued %d window increments for retry on next tick. Error: %s",
-                len(window_spend_update_transactions),
-                str(e),
-                exc=e,
-            )
-            await self.window_spend_update_queue.update_queue.put(window_spend_update_transactions)
+            if _spend_commit_failure_is_requeue_safe(e):
+                spend_log_error(
+                    "Spend tracking - failed to commit budget window spend updates. "
+                    "Re-queued %d window increments for retry on next tick. Error: %s",
+                    len(window_spend_update_transactions),
+                    str(e),
+                    exc=e,
+                )
+                await self.window_spend_update_queue.update_queue.put(window_spend_update_transactions)
+            else:
+                spend_log_error(
+                    "Spend tracking - dropped %d budget window increments: the failed statement may have "
+                    "applied or the database refused the data, so re-sending it is not safe. Error: %s",
+                    len(window_spend_update_transactions),
+                    str(e),
+                    exc=e,
+                )
 
         ################## Tool Registry Upserts ##################
         await self._flush_tool_discovery_queue(prisma_client=prisma_client)
@@ -1793,6 +1876,7 @@ class DBSpendUpdateWriter:
         n_retry_times: int,
         proxy_logging_obj: ProxyLogging,
         db_spend_update_transactions: DBSpendUpdateTransactions,
+        on_table_committed: Callable[[_SpendTableName], None] | None = None,
     ):
         """
         Commits all the spend `UPDATE` transactions to the Database
@@ -1826,6 +1910,8 @@ class DBSpendUpdateWriter:
                         start_time=start_time,
                         proxy_logging_obj=proxy_logging_obj,
                     )
+        if on_table_committed is not None:
+            on_table_committed("user_list_transactions")
 
         ### UPDATE END-USER TABLE ###
         end_user_list_transactions: Final = db_spend_update_transactions["end_user_list_transactions"]
@@ -1837,6 +1923,8 @@ class DBSpendUpdateWriter:
                 proxy_logging_obj=proxy_logging_obj,
                 end_user_list_transactions=end_user_list_transactions,
             )
+        if on_table_committed is not None:
+            on_table_committed("end_user_list_transactions")
         ### UPDATE KEY TABLE ###
         key_list_transactions: Final = db_spend_update_transactions["key_list_transactions"]
         verbose_proxy_logger.debug("KEY Spend transactions: %s", key_list_transactions)
@@ -1866,6 +1954,8 @@ class DBSpendUpdateWriter:
                         start_time=start_time,
                         proxy_logging_obj=proxy_logging_obj,
                     )
+        if on_table_committed is not None:
+            on_table_committed("key_list_transactions")
 
         ### UPDATE TEAM TABLE ###
         team_list_transactions: Final = db_spend_update_transactions["team_list_transactions"]
@@ -1894,6 +1984,8 @@ class DBSpendUpdateWriter:
                         start_time=start_time,
                         proxy_logging_obj=proxy_logging_obj,
                     )
+        if on_table_committed is not None:
+            on_table_committed("team_list_transactions")
 
         ### UPDATE TEAM Membership TABLE with spend ###
         team_member_list_transactions: Final = db_spend_update_transactions["team_member_list_transactions"]
@@ -1922,6 +2014,8 @@ class DBSpendUpdateWriter:
                         start_time=start_time,
                         proxy_logging_obj=proxy_logging_obj,
                     )
+            if on_table_committed is not None:
+                on_table_committed("team_member_list_transactions")
 
             # Invalidate cache for updated team memberships
             # This ensures budget checks read fresh spend data from the database
@@ -1934,6 +2028,8 @@ class DBSpendUpdateWriter:
                         verbose_proxy_logger.debug(
                             "Invalidated team membership cache for user_id=%s, team_id=%s", user_id, team_id
                         )
+        elif on_table_committed is not None:
+            on_table_committed("team_member_list_transactions")
 
         ### UPDATE ORG TABLE ###
         org_list_transactions: Final = db_spend_update_transactions["org_list_transactions"]
@@ -1959,6 +2055,8 @@ class DBSpendUpdateWriter:
                         start_time=start_time,
                         proxy_logging_obj=proxy_logging_obj,
                     )
+        if on_table_committed is not None:
+            on_table_committed("org_list_transactions")
 
         org_member_list_transactions: Final = db_spend_update_transactions.get("org_member_list_transactions")
         verbose_proxy_logger.debug("Org Membership Spend transactions: %s", org_member_list_transactions)
@@ -1982,6 +2080,8 @@ class DBSpendUpdateWriter:
                         start_time=start_time,
                         proxy_logging_obj=proxy_logging_obj,
                     )
+        if on_table_committed is not None:
+            on_table_committed("org_member_list_transactions")
 
         ### UPDATE PROJECT TABLE ###
         project_list_transactions: Final = db_spend_update_transactions.get("project_list_transactions")
@@ -1994,6 +2094,8 @@ class DBSpendUpdateWriter:
             prisma_client=prisma_client,
             proxy_logging_obj=proxy_logging_obj,
         )
+        if on_table_committed is not None:
+            on_table_committed("project_list_transactions")
         await DBSpendUpdateWriter._invalidate_project_caches(
             project_ids=tuple(project_list_transactions or ()),
             proxy_logging_obj=proxy_logging_obj,
@@ -2010,6 +2112,8 @@ class DBSpendUpdateWriter:
             prisma_client=prisma_client,
             proxy_logging_obj=proxy_logging_obj,
         )
+        if on_table_committed is not None:
+            on_table_committed("tag_list_transactions")
 
         ### UPDATE MODEL ACCESS GROUP TABLE ###
         model_access_group_list_transactions: Final = db_spend_update_transactions.get(
@@ -2024,6 +2128,8 @@ class DBSpendUpdateWriter:
             prisma_client=prisma_client,
             proxy_logging_obj=proxy_logging_obj,
         )
+        if on_table_committed is not None:
+            on_table_committed("model_access_group_list_transactions")
 
         ### UPDATE AGENT TABLE ###
         agent_list_transactions: Final = db_spend_update_transactions["agent_list_transactions"]
@@ -2036,6 +2142,8 @@ class DBSpendUpdateWriter:
             prisma_client=prisma_client,
             proxy_logging_obj=proxy_logging_obj,
         )
+        if on_table_committed is not None:
+            on_table_committed("agent_list_transactions")
 
     @staticmethod
     async def _invalidate_project_caches(project_ids: Sequence[str], proxy_logging_obj: ProxyLogging | None) -> None:
@@ -2245,7 +2353,7 @@ class DBSpendUpdateWriter:
                             sql, params = build_bulk_upsert(table=table, batch=merged_batch)
                             await prisma_client.db.execute_raw(sql, *params)
                         except Exception as batch_error:
-                            if _daily_spend_commit_failure_is_requeue_safe(batch_error):
+                            if _spend_commit_failure_is_requeue_safe(batch_error):
                                 spend_log_error(
                                     "Daily %s spend batch upsert failed. Table: %s, Rows: %d, Error: %s",
                                     entity_type,
diff --git a/litellm/proxy/db/exception_handler.py b/litellm/proxy/db/exception_handler.py
index 460bf5db3b1..9146f234570 100644
--- a/litellm/proxy/db/exception_handler.py
+++ b/litellm/proxy/db/exception_handler.py
@@ -1,3 +1,4 @@
+import re
 from collections.abc import Awaitable, Callable, Iterator
 from typing import Any, Final, TypeVar
 
@@ -20,6 +21,7 @@ _TRANSIENT_DB_UNAVAILABLE_MESSAGE: Final = (
 )
 
 _DATABASE_ERROR_META: Final = TypeAdapter(dict[str, object])
+_BATCH_POSTGRES_ERROR_CODE: Final = re.compile(r'PostgresError \{ code: "([0-9A-Z]{5})"')
 
 
 def _exception_chain(e: BaseException) -> Iterator[BaseException]:
@@ -40,6 +42,13 @@ def _database_service_unavailable_errors(e: BaseException) -> tuple[Exception, .
     )
 
 
+def _batch_postgres_sqlstate(e: Exception) -> str | None:
+    """The SQLSTATE a batched statement failed with: prisma reports those without a
+    ``meta`` payload and only prints the connector error into the message."""
+    match: Final = _BATCH_POSTGRES_ERROR_CODE.search(str(e))
+    return match.group(1) if match is not None else None
+
+
 def _exception_types(*candidates: object) -> tuple[type[BaseException], ...]:
     """Keep only the real exception classes among ``candidates``.
 
@@ -235,9 +244,9 @@ class PrismaDBExceptionHandler:
         try:
             meta: Final = _DATABASE_ERROR_META.validate_python(getattr(e, "meta", None))
         except ValidationError:
-            return None
+            return _batch_postgres_sqlstate(e)
         code: Final = meta.get("code")
-        return code if isinstance(code, str) else None
+        return code if isinstance(code, str) else _batch_postgres_sqlstate(e)
 
     @staticmethod
     def is_read_only_transaction_error(e: Exception) -> bool:
diff --git a/litellm/proxy/db/master_key_migration.py b/litellm/proxy/db/master_key_migration.py
new file mode 100644
index 00000000000..d100554201a
--- /dev/null
+++ b/litellm/proxy/db/master_key_migration.py
@@ -0,0 +1,307 @@
+import json
+from collections.abc import Awaitable, Callable, Mapping
+from dataclasses import dataclass
+from enum import Enum
+from typing import Final
+
+from pydantic import JsonValue, TypeAdapter
+from typing_extensions import assert_never
+
+from litellm.constants import DEFAULT_MAX_RECURSE_DEPTH
+from litellm.proxy.auth.master_key_boot_check import MIGRATE_FROM_MASTER_KEY_ENV_VAR, SALT_KEY_ENV_VAR
+from litellm.proxy.common_utils.callback_utils import CALLBACK_VAR_ENCRYPTED_PREFIX
+from litellm.proxy.common_utils.encrypt_decrypt_utils import decrypt_if_encrypted_with, encrypt_value_helper
+from litellm.proxy.db.create_views import SupportsRawQueries
+
+
+@dataclass(frozen=True, slots=True)
+class _SecretColumn:
+    table: str
+    primary_key: str
+    column: str
+    is_json: bool = True
+    only_rows_with_marked_ciphertexts: bool = False
+
+
+_SECRET_COLUMNS: Final = (
+    _SecretColumn("LiteLLM_ProxyModelTable", "model_id", "litellm_params"),
+    _SecretColumn("LiteLLM_CredentialsTable", "credential_id", "credential_values"),
+    _SecretColumn("LiteLLM_Config", "param_name", "param_value"),
+    _SecretColumn("LiteLLM_SSOConfig", "id", "sso_settings"),
+    _SecretColumn("LiteLLM_CacheConfig", "id", "cache_settings"),
+    _SecretColumn("LiteLLM_ConfigOverrides", "config_type", "config_value"),
+    _SecretColumn("LiteLLM_MCPServerTable", "server_id", "credentials"),
+    _SecretColumn("LiteLLM_MCPServerTable", "server_id", "static_headers"),
+    _SecretColumn("LiteLLM_MCPServerTable", "server_id", "env_vars"),
+    _SecretColumn("LiteLLM_MCPServerTable", "server_id", "env"),
+    _SecretColumn("LiteLLM_MCPServerOAuthClient", "server_id", "credentials"),
+    _SecretColumn("LiteLLM_MCPUserCredentials", "id", "credential_b64", is_json=False),
+    _SecretColumn("LiteLLM_MCPUserEnvVars", "id", "values_b64", is_json=False),
+    _SecretColumn("LiteLLM_SSOIdentityAssertion", "user_id", "assertion_b64", is_json=False),
+    _SecretColumn("LiteLLM_TeamTable", "team_id", "metadata", only_rows_with_marked_ciphertexts=True),
+    _SecretColumn("LiteLLM_VerificationToken", "token", "metadata", only_rows_with_marked_ciphertexts=True),
+    _SecretColumn("LiteLLM_UserTable", "user_id", "metadata", only_rows_with_marked_ciphertexts=True),
+    _SecretColumn("LiteLLM_DeletedTeamTable", "id", "metadata", only_rows_with_marked_ciphertexts=True),
+    _SecretColumn("LiteLLM_DeletedVerificationToken", "id", "metadata", only_rows_with_marked_ciphertexts=True),
+)
+
+_STORED_VALUE: Final[TypeAdapter[JsonValue]] = TypeAdapter(JsonValue)
+_PRIMARY_KEY: Final = TypeAdapter(str)
+
+ReplaceCiphertext = Callable[[str], str | None]
+
+
+def replace_ciphertexts(value: JsonValue, replacement_for: ReplaceCiphertext, depth: int = 0) -> tuple[JsonValue, int]:
+    if depth > DEFAULT_MAX_RECURSE_DEPTH:
+        return value, 0
+    match value:
+        case str():
+            marker: Final = CALLBACK_VAR_ENCRYPTED_PREFIX if value.startswith(CALLBACK_VAR_ENCRYPTED_PREFIX) else ""
+            replacement: Final = replacement_for(value.removeprefix(marker))
+            return (value, 0) if replacement is None else (marker + replacement, 1)
+        case list():
+            items: Final = tuple(replace_ciphertexts(item, replacement_for, depth + 1) for item in value)
+            return [item for item, _ in items], sum(count for _, count in items)
+        case dict():
+            fields: Final = {key: replace_ciphertexts(item, replacement_for, depth + 1) for key, item in value.items()}
+            return {key: item for key, (item, _) in fields.items()}, sum(count for _, count in fields.values())
+        case _:
+            return value, 0
+
+
+async def count_values_encrypted_with(database: SupportsRawQueries, signing_key: str) -> int:
+    def keep(value: str) -> str | None:
+        return None if decrypt_if_encrypted_with(value, signing_key) is None else value
+
+    return sum(
+        [
+            replace_ciphertexts(_STORED_VALUE.validate_python(row[secret_column.column]), keep)[1]
+            for secret_column in await _secret_columns_in(database)
+            for row in await _rows_of(database, secret_column)
+        ]
+    )
+
+
+async def count_values_encrypted_with_or_none(
+    connect: Callable[[], Awaitable[SupportsRawQueries]], signing_key: str
+) -> int | None:
+    try:
+        return await count_values_encrypted_with(await connect(), signing_key)
+    except Exception:  # noqa: BLE001  # an unreadable database must not replace the boot refusal with a traceback
+        return None
+
+
+async def reencrypt_stored_values(database: SupportsRawQueries, *, from_key: str, to_key: str) -> int:
+    def reencrypted(value: str) -> str | None:
+        plaintext: Final = decrypt_if_encrypted_with(value, from_key)
+        return None if plaintext is None else _CIPHERTEXT.validate_python(encrypt_value_helper(plaintext, to_key))
+
+    return sum(
+        [
+            await _reencrypt_row(database, secret_column, row, reencrypted)
+            for secret_column in await _secret_columns_in(database)
+            for row in await _rows_of(database, secret_column)
+        ]
+    )
+
+
+_CIPHERTEXT: Final = TypeAdapter(str)
+
+
+async def _secret_columns_in(database: SupportsRawQueries) -> tuple[_SecretColumn, ...]:
+    existing: Final = frozenset(
+        (row["table_name"], row["column_name"])
+        for row in await database.query_raw(
+            "SELECT table_name, column_name FROM information_schema.columns "
+            "WHERE table_schema = ANY (current_schemas(false))"
+        )
+    )
+    return tuple(
+        secret_column for secret_column in _SECRET_COLUMNS if (secret_column.table, secret_column.column) in existing
+    )
+
+
+async def _rows_of(database: SupportsRawQueries, secret_column: _SecretColumn) -> tuple[Mapping[str, object], ...]:
+    marked_only: Final = (
+        f" AND \"{secret_column.column}\"::text LIKE '%{CALLBACK_VAR_ENCRYPTED_PREFIX}%'"
+        if secret_column.only_rows_with_marked_ciphertexts
+        else ""
+    )
+    return tuple(
+        await database.query_raw(
+            f'SELECT "{secret_column.primary_key}", "{secret_column.column}" FROM "{secret_column.table}" '
+            f'WHERE "{secret_column.column}" IS NOT NULL{marked_only}'
+        )
+    )
+
+
+async def _reencrypt_row(
+    database: SupportsRawQueries,
+    secret_column: _SecretColumn,
+    row: Mapping[str, object],
+    reencrypted: ReplaceCiphertext,
+) -> int:
+    stored: Final = _STORED_VALUE.validate_python(row[secret_column.column])
+    migrated, count = replace_ciphertexts(stored, reencrypted)
+    if count == 0:
+        return 0
+    cast_to: Final = "::jsonb" if secret_column.is_json else ""
+    rows_updated: Final = await database.execute_raw(
+        f'UPDATE "{secret_column.table}" SET "{secret_column.column}" = $1{cast_to} '
+        f'WHERE "{secret_column.primary_key}" = $2 AND "{secret_column.column}" = $3{cast_to}',
+        _as_sql_parameter(migrated, secret_column),
+        _PRIMARY_KEY.validate_python(row[secret_column.primary_key]),
+        _as_sql_parameter(stored, secret_column),
+    )
+    return count if rows_updated else 0
+
+
+def _as_sql_parameter(value: JsonValue, secret_column: _SecretColumn) -> str:
+    return json.dumps(value) if secret_column.is_json else _CIPHERTEXT.validate_python(value)
+
+
+class NothingToMigrate(Enum):
+    SALT_KEY_ENCRYPTS_STORED_VALUES = "salt_key_encrypts_stored_values"
+    NO_DATABASE = "no_database"
+    NOTHING_ENCRYPTED_WITH_PREVIOUS_KEY = "nothing_encrypted_with_previous_key"
+
+
+@dataclass(frozen=True, slots=True)
+class Migrated:
+    migrated: int
+    remaining: int
+
+
+@dataclass(frozen=True, slots=True)
+class MigrationFailed:
+    error: Exception
+
+
+MigrationOutcome = NothingToMigrate | Migrated | MigrationFailed
+
+
+async def migrate_if_requested(
+    *,
+    environ: Mapping[str, str],
+    master_key: str | None,
+    connected_database: Callable[[], SupportsRawQueries | None],
+    log: Callable[[str], None],
+    raise_unless_tolerated: Callable[[Exception], None],
+) -> MigrationOutcome | None:
+    previous_master_key: Final = environ.get(MIGRATE_FROM_MASTER_KEY_ENV_VAR)
+    if previous_master_key is None or master_key is None:
+        return None
+    outcome: Final = await migrate_from_previous_master_key(
+        previous_master_key=previous_master_key,
+        master_key=master_key,
+        salt_key_is_set=SALT_KEY_ENV_VAR in environ,
+        database=connected_database(),
+        log=log,
+    )
+    if isinstance(outcome, MigrationFailed):
+        raise_unless_tolerated(outcome.error)
+    return outcome
+
+
+async def migrate_from_previous_master_key(
+    *,
+    previous_master_key: str,
+    master_key: str,
+    salt_key_is_set: bool,
+    database: SupportsRawQueries | None,
+    log: Callable[[str], None],
+) -> MigrationOutcome:
+    outcome: Final = await _migrate_or_failure(
+        previous_master_key=previous_master_key,
+        master_key=master_key,
+        salt_key_is_set=salt_key_is_set,
+        database=database,
+        log=log,
+    )
+    log(describe_outcome(outcome))
+    return outcome
+
+
+async def _migrate_or_failure(
+    *,
+    previous_master_key: str,
+    master_key: str,
+    salt_key_is_set: bool,
+    database: SupportsRawQueries | None,
+    log: Callable[[str], None],
+) -> MigrationOutcome:
+    try:
+        return await _migrate(
+            previous_master_key=previous_master_key,
+            master_key=master_key,
+            salt_key_is_set=salt_key_is_set,
+            database=database,
+            log=log,
+        )
+    except Exception as error:  # noqa: BLE001  # a value, so the boot applies its own database outage rule to it
+        return MigrationFailed(error=error)
+
+
+async def _migrate(
+    *,
+    previous_master_key: str,
+    master_key: str,
+    salt_key_is_set: bool,
+    database: SupportsRawQueries | None,
+    log: Callable[[str], None],
+) -> MigrationOutcome:
+    if salt_key_is_set:
+        return NothingToMigrate.SALT_KEY_ENCRYPTS_STORED_VALUES
+    if database is None:
+        return NothingToMigrate.NO_DATABASE
+    if previous_master_key == master_key:
+        return NothingToMigrate.NOTHING_ENCRYPTED_WITH_PREVIOUS_KEY
+    found: Final = await count_values_encrypted_with(database, previous_master_key)
+    if found == 0:
+        return NothingToMigrate.NOTHING_ENCRYPTED_WITH_PREVIOUS_KEY
+    log(f"Re-encrypting {found} stored value(s) from the {MIGRATE_FROM_MASTER_KEY_ENV_VAR} key to the new master key.")
+    migrated: Final = Migrated(
+        migrated=await reencrypt_stored_values(database, from_key=previous_master_key, to_key=master_key),
+        remaining=await count_values_encrypted_with(database, previous_master_key),
+    )
+    another_worker_migrated_everything: Final = migrated == Migrated(migrated=0, remaining=0)
+    return NothingToMigrate.NOTHING_ENCRYPTED_WITH_PREVIOUS_KEY if another_worker_migrated_everything else migrated
+
+
+def describe_outcome(outcome: MigrationOutcome) -> str:
+    match outcome:
+        case NothingToMigrate.SALT_KEY_ENCRYPTS_STORED_VALUES:
+            return (
+                f"{MIGRATE_FROM_MASTER_KEY_ENV_VAR} is set, but {SALT_KEY_ENV_VAR} is what encrypts your stored "
+                f"values, so there is nothing to migrate. You may now delete {MIGRATE_FROM_MASTER_KEY_ENV_VAR}."
+            )
+        case NothingToMigrate.NO_DATABASE:
+            return (
+                f"{MIGRATE_FROM_MASTER_KEY_ENV_VAR} is set, but no database is connected, so nothing was migrated. If "
+                f"this proxy has no database, you may now delete {MIGRATE_FROM_MASTER_KEY_ENV_VAR}."
+            )
+        case NothingToMigrate.NOTHING_ENCRYPTED_WITH_PREVIOUS_KEY:
+            return (
+                f"{MIGRATE_FROM_MASTER_KEY_ENV_VAR} is still set, but nothing in the database is left to migrate "
+                f"from that key. You may now delete {MIGRATE_FROM_MASTER_KEY_ENV_VAR}."
+            )
+        case Migrated(migrated=migrated, remaining=0):
+            return (
+                f"Done re-encrypting {migrated} stored value(s) with the new master key. You may now delete the "
+                f"{MIGRATE_FROM_MASTER_KEY_ENV_VAR} environment variable."
+            )
+        case Migrated(migrated=migrated, remaining=remaining):
+            return (
+                f"Re-encrypted {migrated} stored value(s), but {remaining} are still encrypted with the previous key "
+                f"because they changed during the migration. Keep {MIGRATE_FROM_MASTER_KEY_ENV_VAR} set and restart "
+                "the proxy to migrate them."
+            )
+        case MigrationFailed(error=error):
+            cause: Final = f"{type(error).__name__}: {error}"[:300]
+            return (
+                f"Could not migrate stored values from the {MIGRATE_FROM_MASTER_KEY_ENV_VAR} key ({cause}). Values "
+                "still encrypted with the previous key cannot be read until the migration succeeds. Keep "
+                f"{MIGRATE_FROM_MASTER_KEY_ENV_VAR} set and restart the proxy once the database is reachable."
+            )
+        case _:
+            assert_never(outcome)
diff --git a/litellm/proxy/dev_config.yaml b/litellm/proxy/dev_config.yaml
index f78431f694b..1fc9e09b897 100644
--- a/litellm/proxy/dev_config.yaml
+++ b/litellm/proxy/dev_config.yaml
@@ -198,7 +198,7 @@ model_list:
       api_key: os.environ/OPENAI_API_KEY
 
 general_settings:
-  master_key: sk-1234
+  master_key: os.environ/LITELLM_MASTER_KEY
   # Opt-in: let CheckBatchCost track cost for unmanaged batches created with a raw
   # gs:// (Vertex) or s3:// (Bedrock) input_file_id. Requires a matching deployment
   # configured for the batched model. Defaults to false.
@@ -212,7 +212,6 @@ sandbox_tools:
 
 litellm_settings:
   drop_params: True
-  telemetry: False
   code_interpreter_interception_params:
     enabled: true
     sandbox_tool_name: e2b_sandbox
diff --git a/litellm/proxy/example_config_yaml/adaptive_router_example.yaml b/litellm/proxy/example_config_yaml/adaptive_router_example.yaml
index 58f5398ca57..32fda39a8e3 100644
--- a/litellm/proxy/example_config_yaml/adaptive_router_example.yaml
+++ b/litellm/proxy/example_config_yaml/adaptive_router_example.yaml
@@ -49,4 +49,4 @@ litellm_settings:
   drop_params: True
 
 general_settings:
-  master_key: sk-1234 # REPLACE in production
+  master_key: os.environ/LITELLM_MASTER_KEY
diff --git a/litellm/proxy/example_config_yaml/oai_misc_config.yaml b/litellm/proxy/example_config_yaml/oai_misc_config.yaml
index 16cc69c19a5..584c8172f43 100644
--- a/litellm/proxy/example_config_yaml/oai_misc_config.yaml
+++ b/litellm/proxy/example_config_yaml/oai_misc_config.yaml
@@ -38,7 +38,6 @@ litellm_settings:
   # budget_duration: 30d
   num_retries: 5
   request_timeout: 600
-  telemetry: False
   context_window_fallbacks: [{"gpt-5-mini": ["gpt-5.5"]}]
   default_team_settings: 
     - team_id: team-1
@@ -72,4 +71,4 @@ files_settings:
     api_key: os.environ/OPENAI_API_KEY
 
 general_settings: 
-  master_key: sk-1234 # [OPTIONAL] Use to enforce auth on proxy. See - https://docs.litellm.ai/docs/proxy/virtual_keys
\ No newline at end of file
+  master_key: os.environ/LITELLM_MASTER_KEY # [OPTIONAL] Use to enforce auth on proxy. See - https://docs.litellm.ai/docs/proxy/virtual_keys
\ No newline at end of file
diff --git a/litellm/proxy/example_config_yaml/pass_through_config.yaml b/litellm/proxy/example_config_yaml/pass_through_config.yaml
index 373ee189f3f..749095b0ee7 100644
--- a/litellm/proxy/example_config_yaml/pass_through_config.yaml
+++ b/litellm/proxy/example_config_yaml/pass_through_config.yaml
@@ -29,7 +29,7 @@ model_list:
       model: openai/*
       api_key: os.environ/OPENAI_API_KEY
 general_settings: 
-  master_key: sk-1234 
+  master_key: os.environ/LITELLM_MASTER_KEY
   custom_auth: custom_auth_basic.user_api_key_auth
   pass_through_endpoints:
     - path: "/azure-config-passthrough"
diff --git a/litellm/proxy/example_config_yaml/reject_clientside_metadata_tags_config.yaml b/litellm/proxy/example_config_yaml/reject_clientside_metadata_tags_config.yaml
index 3c43c3c5374..ebe9aebbf2e 100644
--- a/litellm/proxy/example_config_yaml/reject_clientside_metadata_tags_config.yaml
+++ b/litellm/proxy/example_config_yaml/reject_clientside_metadata_tags_config.yaml
@@ -5,7 +5,7 @@ model_list:
       api_key: os.environ/OPENAI_API_KEY
 
 general_settings:
-  master_key: sk-1234
+  master_key: os.environ/LITELLM_MASTER_KEY
   database_url: "postgresql://user:password@localhost:5432/litellm"
   
   # Reject requests that contain client-side metadata.tags
diff --git a/litellm/proxy/example_config_yaml/tool_permission_example.yaml b/litellm/proxy/example_config_yaml/tool_permission_example.yaml
index 735b4bb7ed2..d2d9ffac794 100644
--- a/litellm/proxy/example_config_yaml/tool_permission_example.yaml
+++ b/litellm/proxy/example_config_yaml/tool_permission_example.yaml
@@ -29,7 +29,7 @@ guardrails:
 
 # Optional: Configure general settings
 general_settings:
-  master_key: sk-1234
+  master_key: os.environ/LITELLM_MASTER_KEY
   
 # Optional: Add logging configuration
 litellm_settings:
diff --git a/litellm/proxy/guardrails/guardrail_hooks/generic_guardrail_api/__init__.py b/litellm/proxy/guardrails/guardrail_hooks/generic_guardrail_api/__init__.py
index d1576b68813..e3511d46544 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/generic_guardrail_api/__init__.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/generic_guardrail_api/__init__.py
@@ -8,7 +8,7 @@ if TYPE_CHECKING:
     from litellm.types.guardrails import Guardrail, LitellmParams
 
 
-def _get_config_value(litellm_params: Any, optional_params: Any, attribute_name: str) -> Any | None:
+def _get_config_value(litellm_params: "LitellmParams", optional_params: object, attribute_name: str) -> Any | None:
     if optional_params is not None:
         value: Final = (
             optional_params.get(attribute_name)
diff --git a/litellm/proxy/guardrails/guardrail_hooks/generic_guardrail_api/example_config.yaml b/litellm/proxy/guardrails/guardrail_hooks/generic_guardrail_api/example_config.yaml
index a4dae103626..9b5c4e557f3 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/generic_guardrail_api/example_config.yaml
+++ b/litellm/proxy/guardrails/guardrail_hooks/generic_guardrail_api/example_config.yaml
@@ -25,7 +25,7 @@ litellm_settings:
 
 # 1. Apply guardrail to a specific request:
 # curl --location 'http://localhost:4000/chat/completions' \
-#   --header 'Authorization: Bearer sk-1234' \
+#   --header 'Authorization: Bearer <your-master-key>' \
 #   --header 'Content-Type: application/json' \
 #   --data '{
 #     "model": "gpt-4",
@@ -35,7 +35,7 @@ litellm_settings:
 
 # 2. Apply guardrail with dynamic parameters:
 # curl --location 'http://localhost:4000/chat/completions' \
-#   --header 'Authorization: Bearer sk-1234' \
+#   --header 'Authorization: Bearer <your-master-key>' \
 #   --header 'Content-Type: application/json' \
 #   --data '{
 #     "model": "gpt-4",
diff --git a/litellm/proxy/guardrails/guardrail_hooks/guardrails_ai/guardrails_ai.py b/litellm/proxy/guardrails/guardrail_hooks/guardrails_ai/guardrails_ai.py
index 47324471650..18451df574f 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/guardrails_ai/guardrails_ai.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/guardrails_ai/guardrails_ai.py
@@ -7,7 +7,7 @@
 
 import json
 import os
-from typing import TYPE_CHECKING, Any, Final, Literal, TypedDict
+from typing import TYPE_CHECKING, Final, Literal, TypedDict
 
 from fastapi import HTTPException
 
@@ -181,7 +181,7 @@ class GuardrailsAI(CustomGuardrail):
     ):  # raise exception if invalid, return a str for the user to receive - if rejected, or return a modified dictionary for passing into litellm
         return await self.process_input(data=data, call_type=call_type)
 
-    async def async_logging_hook(self, kwargs: dict, result: Any, call_type: str) -> tuple[dict, Any]:
+    async def async_logging_hook(self, kwargs: dict, result: object, call_type: str) -> tuple[dict, object]:
         if call_type == "acompletion" or call_type == "completion":
             kwargs = await self.process_input(data=kwargs, call_type=call_type)
 
diff --git a/litellm/proxy/guardrails/guardrail_hooks/onyx/onyx.py b/litellm/proxy/guardrails/guardrail_hooks/onyx/onyx.py
index 7529c4ce3f3..1a6feb47215 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/onyx/onyx.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/onyx/onyx.py
@@ -6,7 +6,7 @@
 # +-------------------------------------------------------------+
 import os
 import uuid
-from typing import TYPE_CHECKING, Any, Final, Literal, Optional
+from typing import TYPE_CHECKING, Final, Literal, Optional
 
 import httpx
 from fastapi import HTTPException
@@ -63,7 +63,7 @@ class OnyxGuardrail(CustomGuardrail):
 
     async def _validate_with_guard_server(
         self,
-        payload: Any,
+        payload: object,
         input_type: Literal["request", "response"],
         conversation_id: str,
     ) -> dict:
diff --git a/litellm/proxy/guardrails/guardrail_hooks/singulr/singulr.py b/litellm/proxy/guardrails/guardrail_hooks/singulr/singulr.py
index 06d4b39f5f6..bd5b18e368d 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/singulr/singulr.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/singulr/singulr.py
@@ -24,7 +24,7 @@ from litellm.llms.custom_httpx.http_handler import (
 )
 from litellm.proxy._types import UserAPIKeyAuth
 from litellm.types.guardrails import GuardrailEventHooks
-from litellm.types.llms.openai import AllMessageValues
+from litellm.types.llms.openai import AllMessageValues, ChatCompletionToolCallChunk
 from litellm.types.proxy.guardrails.guardrail_hooks.base import (
     GuardrailConfigModel,
 )
@@ -36,7 +36,7 @@ from litellm.types.proxy.guardrails.guardrail_hooks.singulr import (
     ToolCall,
     ToolCallFunction,
 )
-from litellm.types.utils import CallTypes, GenericGuardrailAPIInputs
+from litellm.types.utils import CallTypes, ChatCompletionMessageToolCall, GenericGuardrailAPIInputs
 
 _DEFAULT_API_BASE: Final = "http://localhost:8003"
 _GUARD_ENDPOINT: Final = "/api/v1/ai-gateway/litellm-v2"
@@ -339,7 +339,7 @@ class SingulrGuardrail(CustomGuardrail):
         return inputs
 
     @staticmethod
-    def _build_tool_call(tool_call: Mapping[str, Any]) -> "ToolCall | None":
+    def _build_tool_call(tool_call: ChatCompletionToolCallChunk | ChatCompletionMessageToolCall) -> "ToolCall | None":
         tool_call_id: Final = tool_call.get("id")
         fun: Final = tool_call.get("function")
         if not tool_call_id or not fun:
diff --git a/litellm/proxy/hooks/model_max_budget_limiter.py b/litellm/proxy/hooks/model_max_budget_limiter.py
index bbfc7325f40..cfa54ae01a2 100644
--- a/litellm/proxy/hooks/model_max_budget_limiter.py
+++ b/litellm/proxy/hooks/model_max_budget_limiter.py
@@ -5,6 +5,8 @@ from dataclasses import dataclass
 from types import MappingProxyType
 from typing import Final
 
+from openai.types import Batch
+
 import litellm
 from litellm._logging import verbose_proxy_logger
 from litellm.caching.caching import DualCache
@@ -13,6 +15,7 @@ from litellm.litellm_core_utils.duration_parser import duration_in_seconds
 from litellm.llms.bedrock.common_utils import get_bedrock_base_model
 from litellm.proxy._types import Litellm_EntityType, UserAPIKeyAuth
 from litellm.router_strategy.budget_limiter import RouterBudgetLimiting
+from litellm.router_utils.batch_utils import is_batch_retrieve_call_type
 from litellm.types.llms.openai import AllMessageValues
 from litellm.types.utils import BudgetConfig, StandardLoggingPayload
 
@@ -117,6 +120,17 @@ def model_budget_start_time_cache_key(
     return f"{_BUDGET_START_TIME_KEY_PREFIXES[entity_type]}:{entity_id}:{budget_model}:{budget_duration}"
 
 
+def batch_charged_once_marker_key(spend_key: str, batch_id: str) -> str:
+    return f"{spend_key}:batch:{batch_id}"
+
+
+def batch_id_to_charge_once(call_type: object, response_obj: object, response_cost: float) -> str | None:
+    """A finished batch reports its whole cost on every poll, so its id is charged once per counter."""
+    if response_cost <= 0 or not is_batch_retrieve_call_type(call_type):
+        return None
+    return response_obj.id if isinstance(response_obj, Batch) else None
+
+
 def resolve_model_budget(model: str, model_max_budget: Mapping[str, object]) -> ResolvedModelBudget | None:
     """Find the `model_max_budget` entry that governs `model`, or None."""
     for candidate in _budget_model_candidates(model):
@@ -537,22 +551,18 @@ class _PROXY_VirtualKeyModelMaxBudgetLimiter(RouterBudgetLimiting):
             )
             return
 
+        batch_id: Final = batch_id_to_charge_once(
+            call_type=kwargs.get("call_type"),
+            response_obj=response_obj,
+            response_cost=response_cost,
+        )
         for entity_type, entity_id, resolved in resolved_budgets:
-            await self._increment_spend_for_key(
-                budget_config=resolved.budget_config,
-                spend_key=model_budget_spend_cache_key(
-                    entity_type=entity_type,
-                    entity_id=entity_id,
-                    budget_model=resolved.budget_model,
-                    budget_duration=resolved.budget_config.budget_duration,
-                ),
-                start_time_key=model_budget_start_time_cache_key(
-                    entity_type=entity_type,
-                    entity_id=entity_id,
-                    budget_model=resolved.budget_model,
-                    budget_duration=resolved.budget_config.budget_duration,
-                ),
+            await self._charge_entity(
+                entity_type=entity_type,
+                entity_id=entity_id,
+                resolved=resolved,
                 response_cost=response_cost,
+                batch_id=batch_id,
             )
 
         if self.dual_cache.redis_cache is not None:
@@ -562,3 +572,45 @@ class _PROXY_VirtualKeyModelMaxBudgetLimiter(RouterBudgetLimiting):
             "current state of in memory cache %s",
             json.dumps(self.dual_cache.in_memory_cache.cache_dict, indent=4, default=str),
         )
+
+    async def _charge_entity(
+        self,
+        entity_type: Litellm_EntityType,
+        entity_id: str | None,
+        resolved: ResolvedModelBudget,
+        response_cost: float,
+        batch_id: str | None,
+    ) -> None:
+        budget_duration: Final = resolved.budget_config.budget_duration
+        if budget_duration is None:
+            return
+        spend_key: Final = model_budget_spend_cache_key(
+            entity_type=entity_type,
+            entity_id=entity_id,
+            budget_model=resolved.budget_model,
+            budget_duration=budget_duration,
+        )
+        if batch_id is not None and not await self._claim_batch_charge(
+            spend_key=spend_key,
+            batch_id=batch_id,
+            ttl_seconds=duration_in_seconds(budget_duration),
+        ):
+            return
+        await self._increment_spend_for_key(
+            budget_config=resolved.budget_config,
+            spend_key=spend_key,
+            start_time_key=model_budget_start_time_cache_key(
+                entity_type=entity_type,
+                entity_id=entity_id,
+                budget_model=resolved.budget_model,
+                budget_duration=budget_duration,
+            ),
+            response_cost=response_cost,
+        )
+
+    async def _claim_batch_charge(self, spend_key: str, batch_id: str, ttl_seconds: int) -> bool:
+        marker_key: Final = batch_charged_once_marker_key(spend_key=spend_key, batch_id=batch_id)
+        polls: Final = await self.dual_cache.async_increment_cache(
+            key=marker_key, value=1, ttl=ttl_seconds, refresh_ttl=True
+        )
+        return polls == 1
diff --git a/litellm/proxy/hooks/responses_id_security.py b/litellm/proxy/hooks/responses_id_security.py
index d9050489095..bdf7e2ab53d 100644
--- a/litellm/proxy/hooks/responses_id_security.py
+++ b/litellm/proxy/hooks/responses_id_security.py
@@ -40,7 +40,7 @@ _UNMANAGED_RESPONSE_ID_DETAIL: Final = (
 _PROXY_ADMIN_ROLES: Final = frozenset({LitellmUserRoles.PROXY_ADMIN, LitellmUserRoles.PROXY_ADMIN.value})
 
 
-def _proxy_general_settings() -> Mapping[str, Any]:
+def _proxy_general_settings() -> Mapping[str, object]:
     from litellm.proxy.proxy_server import general_settings
 
     return general_settings
@@ -107,7 +107,7 @@ def _is_responses_api_create_route(request_route: str | None) -> bool:
 class ResponsesIDSecurity(CustomLogger):
     def __init__(
         self,
-        general_settings_reader: Callable[[], Mapping[str, Any]] = _proxy_general_settings,
+        general_settings_reader: Callable[[], Mapping[str, object]] = _proxy_general_settings,
         signing_key_reader: Callable[[], str | None] = _proxy_signing_key,
     ) -> None:
         self._general_settings_reader: Final = general_settings_reader
@@ -307,7 +307,7 @@ class ResponsesIDSecurity(CustomLogger):
         data: dict,
         user_api_key_dict: "UserAPIKeyAuth",
         response: LLMResponseTypes,
-    ) -> Any:
+    ) -> LLMResponseTypes:
         """
         Queue response IDs for batch processing instead of writing directly to DB.
 
diff --git a/litellm/proxy/logging_endpoints/callback_logs_endpoints.py b/litellm/proxy/logging_endpoints/callback_logs_endpoints.py
index cecadc03d71..4a1079871b0 100644
--- a/litellm/proxy/logging_endpoints/callback_logs_endpoints.py
+++ b/litellm/proxy/logging_endpoints/callback_logs_endpoints.py
@@ -15,6 +15,7 @@ self-describing `StandardLoggingPayload`, so completions/responses can use it to
 """
 
 import uuid
+from collections.abc import Mapping
 from datetime import datetime, timezone
 from typing import Any, Final
 
@@ -48,7 +49,7 @@ class CallbackLogsReplayer:
     """
 
     @staticmethod
-    def _epoch_to_datetime(value: Any) -> datetime:
+    def _epoch_to_datetime(value: object) -> datetime:
         """`StandardLoggingPayload` stores startTime/endTime as float epoch seconds."""
         if isinstance(value, (int, float)):
             return datetime.fromtimestamp(float(value), tz=timezone.utc)
@@ -114,7 +115,7 @@ class CallbackLogsReplayer:
         return logging_obj
 
     @staticmethod
-    def _response_obj_from_payload(payload: dict[str, Any]) -> dict[str, Any]:
+    def _response_obj_from_payload(payload: Mapping[str, object]) -> dict[str, object]:
         """Minimal response object so usage-derived spend-log fields resolve."""
         return {
             "id": payload.get("id"),
diff --git a/litellm/proxy/management_endpoints/auto_router_endpoints.py b/litellm/proxy/management_endpoints/auto_router_endpoints.py
index a6d5a17d73e..19fe5313af0 100644
--- a/litellm/proxy/management_endpoints/auto_router_endpoints.py
+++ b/litellm/proxy/management_endpoints/auto_router_endpoints.py
@@ -319,7 +319,7 @@ async def _authorize_models_this_test_can_call(
     its calls through the proxy. Team and member budgets are already enforced on every route.
     """
     models: Final = _models_this_test_can_call(config)
-    if not models:
+    if not models and config.classifier_type != "jev":
         return
 
     from litellm.proxy.proxy_server import proxy_logging_obj
@@ -345,6 +345,14 @@ async def _authorize_models_this_test_can_call(
             code=status.HTTP_400_BAD_REQUEST,
         ) from e
 
+    if config.classifier_type == "jev" and user_api_key_dict.budget_throttle_pct is not None:
+        raise ProxyException(
+            message="Budget has been exceeded! JEV Test Routing requires available budget.",
+            type=ProxyErrorTypes.budget_exceeded,
+            param=None,
+            code=status.HTTP_400_BAD_REQUEST,
+        )
+
 
 @router.post(
     "/auto_router/validate_complexity_router_config",
diff --git a/litellm/proxy/management_endpoints/internal_user_endpoints.py b/litellm/proxy/management_endpoints/internal_user_endpoints.py
index 4832c2f4c21..1c986305c21 100644
--- a/litellm/proxy/management_endpoints/internal_user_endpoints.py
+++ b/litellm/proxy/management_endpoints/internal_user_endpoints.py
@@ -107,6 +107,7 @@ if TYPE_CHECKING:
 router: Final = APIRouter()
 _USER_MODEL_BUDGET_ADAPTER: Final = TypeAdapter(dict[str, float | BudgetConfig])
 _USER_BUDGET_CACHE_INVALIDATION_BATCH_SIZE: Final = 50
+_USER_BUDGET_CACHE_FIELDS: Final = frozenset({"max_budget", "model_max_budget"})
 
 
 def _user_table(
@@ -1571,7 +1572,7 @@ async def _update_single_user_helper(
 
         await _invalidate_user_spend_counter_if_changed(non_default_values)
 
-        if "model_max_budget" in non_default_values:
+        if not _USER_BUDGET_CACHE_FIELDS.isdisjoint(non_default_values) or "metadata" in data_json:
             await evict_and_broadcast(
                 cache_keys=(non_default_values["user_id"],),
                 user_api_key_cache=user_api_key_cache,
@@ -1902,7 +1903,7 @@ async def bulk_user_update(
                 ),
             )
 
-            if "model_max_budget" in non_default_values:
+            if not _USER_BUDGET_CACHE_FIELDS.isdisjoint(non_default_values):
                 for start in range(0, len(all_users_in_db), _USER_BUDGET_CACHE_INVALIDATION_BATCH_SIZE):
                     await asyncio.gather(
                         *(
diff --git a/litellm/proxy/management_endpoints/key_management_endpoints.py b/litellm/proxy/management_endpoints/key_management_endpoints.py
index 40bd496fdce..fbc7cf18003 100644
--- a/litellm/proxy/management_endpoints/key_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/key_management_endpoints.py
@@ -1257,11 +1257,9 @@ async def _common_key_generation_helper(
 
     # Delegated-authority ceiling (GHSA-q775-qw9r-2r4g): a non-admin caller
     # cannot grant a key a higher budget than their own authority.
-    is_ui_session_team_key = user_api_key_dict.team_id == UI_SESSION_TOKEN_TEAM_ID and _requested_team_id is not None
-    # Session tokens (lite login) carry max_budget=None to avoid a per-session
-    # LLM spend cap, but that None must not be read as "unlimited delegation
-    # authority". A personal key (no team) has no team-budget enforcement at
-    # request time, so a session token cannot delegate any budget for one.
+    # UI session personal keys are capped by user_max_budget when it is available.
+    is_ui_session_token: Final = user_api_key_dict.team_id == UI_SESSION_TOKEN_TEAM_ID
+    is_ui_session_team_key = is_ui_session_token and _requested_team_id is not None
     if (
         user_api_key_dict.is_session_token
         and user_api_key_dict.user_role != LitellmUserRoles.PROXY_ADMIN.value
@@ -1279,7 +1277,9 @@ async def _common_key_generation_helper(
             },
         )
     delegation_ceiling: Final = (
-        user_api_key_dict.max_budget
+        user_api_key_dict.user_max_budget
+        if is_ui_session_token and user_api_key_dict.user_max_budget is not None
+        else user_api_key_dict.max_budget
         if user_api_key_dict.max_budget is not None
         else (team_table.max_budget if user_api_key_dict.is_session_token and team_table is not None else None)
     )
diff --git a/litellm/proxy/management_endpoints/management_v1/spend_logs.py b/litellm/proxy/management_endpoints/management_v1/spend_logs.py
index f6907a7f87a..1cbc454ca5e 100644
--- a/litellm/proxy/management_endpoints/management_v1/spend_logs.py
+++ b/litellm/proxy/management_endpoints/management_v1/spend_logs.py
@@ -1,7 +1,7 @@
 """`/management/v1/spend_logs` facets."""
 
 from datetime import datetime, timezone
-from typing import Annotated, Any, Final, Literal
+from typing import Annotated, Final, Literal
 
 from fastapi import APIRouter, Depends, Query, Request
 
@@ -39,7 +39,7 @@ async def _spend_log_scope_clause(
     user_api_key_dict: UserAPIKeyAuth,
     prisma_client: PrismaClient,
     next_param_index: int,
-) -> tuple[str | None, tuple[Any, ...]]:
+) -> tuple[str | None, tuple[str | list[str], ...]]:
     """SQL predicate restricting the facet to spend logs this caller may read.
 
     Returns ``(None, ())`` for a proxy admin. Mirrors the scoping ``/spend/logs/ui``
@@ -101,8 +101,8 @@ async def _list_spend_log_facet(
             )
 
         column_sql: Final = "end_user" if column == "end_user" else '"user"'
-        window_params: Final[tuple[Any, ...]] = (_as_utc(start_time), _as_utc(end_time))
-        search_params: Final[tuple[Any, ...]] = (f"%{escape_like(q)}%",) if q else ()
+        window_params: Final[tuple[datetime, datetime]] = (_as_utc(start_time), _as_utc(end_time))
+        search_params: Final[tuple[str, ...]] = (f"%{escape_like(q)}%",) if q else ()
         search_clause: Final = (f"{column_sql} ILIKE ${len(window_params) + 1} ESCAPE '\\'",) if q else ()
 
         scope_clause, scope_params = await _spend_log_scope_clause(
diff --git a/litellm/proxy/management_endpoints/scim/scim_v2.py b/litellm/proxy/management_endpoints/scim/scim_v2.py
index 2b74dc1e838..b676c0ddb82 100644
--- a/litellm/proxy/management_endpoints/scim/scim_v2.py
+++ b/litellm/proxy/management_endpoints/scim/scim_v2.py
@@ -46,6 +46,7 @@ from litellm.proxy._types import (
 )
 from litellm.proxy.auth.auth_checks import _delete_cache_key_object
 from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
+from litellm.proxy.common_utils.auth_cache_invalidation_pubsub import evict_and_broadcast
 from litellm.proxy.common_utils.http_parsing_utils import _safe_get_request_headers
 from litellm.proxy.management_endpoints.internal_user_endpoints import new_user
 from litellm.proxy.management_endpoints.scim.scim_transformations import (
@@ -1804,6 +1805,9 @@ async def update_user(
             where={"user_id": user_id},
             data=update_data,
         )
+        from litellm.proxy.proxy_server import user_api_key_cache
+
+        await evict_and_broadcast(cache_keys=(user_id,), user_api_key_cache=user_api_key_cache)
 
         if client_set_active:
             new_active: Final = _scim_active_value(metadata)
@@ -2375,6 +2379,9 @@ async def patch_user(
             where={"user_id": user_id},
             data=update_data,
         )
+        from litellm.proxy.proxy_server import user_api_key_cache
+
+        await evict_and_broadcast(cache_keys=(user_id,), user_api_key_cache=user_api_key_cache)
 
         if new_active is not None and new_active != (True if prev_active is None else prev_active):
             await _set_user_keys_blocked(user_id=user_id, blocked=not new_active)
diff --git a/litellm/proxy/management_endpoints/team_callback_endpoints.py b/litellm/proxy/management_endpoints/team_callback_endpoints.py
index 1932e89717b..ac13b6150b7 100644
--- a/litellm/proxy/management_endpoints/team_callback_endpoints.py
+++ b/litellm/proxy/management_endpoints/team_callback_endpoints.py
@@ -31,6 +31,7 @@ from litellm.proxy._types import (
 from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
 from litellm.proxy.common_utils.callback_config_validation import (
     callback_config_error,
+    conflicting_span_scope_error,
     cross_entry_family_error,
 )
 from litellm.proxy.common_utils.callback_utils import (
@@ -283,6 +284,7 @@ async def add_team_callbacks(
         - langfuse_secret: The secret for the Langfuse callback
         - langfuse_host: The host for the Langfuse callback
         - langfuse_environment: The tracing environment for the Langfuse callback (lowercase; falls back to LANGFUSE_TRACING_ENVIRONMENT)
+        - langfuse_span_scope: For langfuse_otel, "full" (default) sends the whole request trace, "llm_only" sends only the model-call spans
         - gcs_bucket_name: The name of the GCS bucket
         - gcs_path_service_account: The path to the GCS service account
         - langsmith_api_key: The API key for the Langsmith callback
@@ -343,6 +345,16 @@ async def add_team_callbacks(
         if team_callback_settings is None or not isinstance(team_callback_settings, list):
             team_callback_settings = []
 
+        # Decrypted, because the checks compare the incoming values against
+        # the stored ones and the credentials are encrypted at rest.
+        decrypted_logging: Final = decrypt_callback_vars(team_metadata).get("logging")
+        stored_entries: Final = decrypted_logging if isinstance(decrypted_logging, list) else ()
+        stored_entry_vars: Final = [  # mutable-ok: read-only input to the checks, never stored
+            entry.get("callback_vars") or {} for entry in stored_entries
+        ]
+        scope_error: Final = conflicting_span_scope_error(data.callback_vars, stored_entry_vars)
+        if scope_error is not None:
+            raise _callback_config_error(scope_error)
         # One entry has to own a credential family end to end. The entries are
         # flattened into one dict before a request reads them, so an entry
         # naming only a destination would pair with a key written on another
@@ -351,13 +363,6 @@ async def add_team_callbacks(
         # fine, which is how one integration covers both events. Proxy admins
         # are exempt: they already hold every credential the proxy has.
         if user_api_key_dict.user_role != LitellmUserRoles.PROXY_ADMIN:
-            # Decrypted, because the check compares the incoming values against
-            # the stored ones and the credentials are encrypted at rest.
-            decrypted_logging: Final = decrypt_callback_vars(team_metadata).get("logging")
-            stored_entries: Final = decrypted_logging if isinstance(decrypted_logging, list) else ()
-            stored_entry_vars: Final = [  # mutable-ok: read-only input to the check, never stored
-                entry.get("callback_vars") or {} for entry in stored_entries
-            ]
             family_error: Final = cross_entry_family_error(data.callback_vars, stored_entry_vars)
             if family_error is not None:
                 raise HTTPException(
diff --git a/litellm/proxy/management_endpoints/team_endpoints.py b/litellm/proxy/management_endpoints/team_endpoints.py
index 9ff00922de4..0a142166bc5 100644
--- a/litellm/proxy/management_endpoints/team_endpoints.py
+++ b/litellm/proxy/management_endpoints/team_endpoints.py
@@ -80,11 +80,14 @@ from litellm.proxy._types import (
     TeamEditNone,
     TeamEditUnrestricted,
     TeamInfoMember,
+    TeamInfoMembership,
     TeamInfoResponseObject,
     TeamInfoResponseObjectTeamTable,
     TeamListResponseObject,
     TeamMemberAddRequest,
+    TeamMemberBudgetSource,
     TeamMemberDeleteRequest,
+    TeamMemberResetBudgetResponse,
     TeamMemberUpdateRequest,
     TeamMemberUpdateResponse,
     TeamModelAddRequest,
@@ -1784,7 +1787,10 @@ async def new_team(
         )
 
         if is_audit_logging_enabled():
-            _updated_values = complete_team_data.json(exclude_none=True)
+            created_team_snapshot: Final = complete_team_data.model_copy(
+                update={"members_with_roles": list(team_row.members_with_roles)}
+            )
+            _updated_values = created_team_snapshot.json(exclude_none=True)
 
             _updated_values = json.dumps(_updated_values, default=str)
 
@@ -3050,6 +3056,38 @@ async def _add_team_members_to_team(
     return updated_team, updated_users, updated_team_memberships
 
 
+async def _update_team_member_role(
+    tx: "Prisma",
+    prisma_client: PrismaClient,
+    team_id: str,
+    user_id: str,
+    role: Literal["admin", "user"],
+    user_email: str | None,
+) -> tuple[tuple[Member, ...], tuple[Member, ...]]:
+    """Rewrite one member's role from the roster read under the team lock; returns (before, after)."""
+    await tx.query_raw(TEAM_ADVISORY_LOCK_SQL, team_id)
+
+    locked_members: Final = await TeamRepository(prisma_client).get_members_with_roles_locked(tx, team_id)
+    if locked_members is None:
+        raise HTTPException(status_code=404, detail={"error": f"Team id={team_id} does not exist in db"})
+
+    before: Final = tuple(locked_members)
+    if all(member.user_id != user_id for member in before):
+        raise HTTPException(status_code=404, detail={"error": f"User {user_id} is not a member of team {team_id}"})
+
+    after: Final = tuple(
+        Member(user_id=member.user_id, role=role, user_email=user_email or member.user_email)
+        if member.user_id == user_id
+        else member
+        for member in before
+    )
+    await _team_tx_db(tx).update(
+        where={"team_id": team_id},
+        data={"members_with_roles": json.dumps([m.model_dump() for m in after])},
+    )
+    return before, after
+
+
 def _emit_team_members_metric(team: LiteLLM_TeamTable) -> None:
     """Update the Prometheus team members gauge after a membership change.
 
@@ -3147,7 +3185,7 @@ def _validate_member_user_id_provisioning(
     )
 
 
-def _members_audit_value(members: Sequence[Member]) -> str:
+def _members_audit_value(team_alias: str | None, members: Sequence[Member]) -> str:
     """Serialize a team's member list for an audit-log value.
 
     The audit-log columns hold a JSON object, so the member list is nested
@@ -3155,13 +3193,45 @@ def _members_audit_value(members: Sequence[Member]) -> str:
     """
     return safe_dumps(
         {  # mutable-ok: the audit-log JSON column rejects a top-level array, so this value must be an object
-            "members_with_roles": tuple(member.model_dump() for member in members)
+            "team_alias": team_alias,
+            "members_with_roles": tuple(member.model_dump() for member in members),
         }
     )
 
 
-async def _create_team_member_add_audit_logs(
+def _schedule_team_membership_audit_log(
     team_id: str,
+    team_alias: str | None,
+    before_members: Sequence[Member],
+    after_members: Sequence[Member],
+    user_api_key_dict: UserAPIKeyAuth,
+    litellm_proxy_admin_name: str,
+) -> None:
+    from litellm.proxy.management_helpers.audit_logs import (
+        create_object_audit_log,
+        is_audit_logging_enabled,
+    )
+
+    if not is_audit_logging_enabled() or tuple(before_members) == tuple(after_members):
+        return
+
+    asyncio.create_task(
+        create_object_audit_log(
+            object_id=team_id,
+            action="updated",
+            litellm_changed_by=None,
+            user_api_key_dict=user_api_key_dict,
+            litellm_proxy_admin_name=litellm_proxy_admin_name,
+            table_name=LitellmTableNames.TEAM_TABLE_NAME,
+            before_value=_members_audit_value(team_alias, before_members),
+            after_value=_members_audit_value(team_alias, after_members),
+        )
+    )
+
+
+def _schedule_team_member_add_audit_logs(
+    team_id: str,
+    team_alias: str | None,
     updated_users: Sequence[LiteLLM_UserTable],
     existing_user_ids: frozenset[str],
     before_members: Sequence[Member],
@@ -3169,41 +3239,40 @@ async def _create_team_member_add_audit_logs(
     user_api_key_dict: UserAPIKeyAuth,
     litellm_proxy_admin_name: str,
 ) -> None:
-    """Record the membership change, and any user row it created, in the audit log.
-
-    The entries are written concurrently so a request adding many members does
-    not pay for them one after another.
-    """
-    from litellm.proxy.management_helpers.audit_logs import create_object_audit_log
-
-    created_user_entries: Final = tuple(
-        create_object_audit_log(
-            object_id=user.user_id,
-            action="created",
-            litellm_changed_by=None,
-            user_api_key_dict=user_api_key_dict,
-            litellm_proxy_admin_name=litellm_proxy_admin_name,
-            table_name=LitellmTableNames.USER_TABLE_NAME,
-            before_value=None,
-            after_value=safe_dumps(user.model_dump(exclude_none=True)),
-        )
-        for user in updated_users
-        if user.user_id is not None and user.user_id not in existing_user_ids
+    """Record the membership change, and any user row it created, in the audit log."""
+    from litellm.proxy.management_helpers.audit_logs import (
+        create_object_audit_log,
+        is_audit_logging_enabled,
     )
 
-    membership_entry: Final = create_object_audit_log(
-        object_id=team_id,
-        action="updated",
-        litellm_changed_by=None,
+    if not is_audit_logging_enabled():
+        return
+
+    for user in updated_users:
+        if user.user_id in existing_user_ids:
+            continue
+        asyncio.create_task(
+            create_object_audit_log(
+                object_id=user.user_id,
+                action="created",
+                litellm_changed_by=None,
+                user_api_key_dict=user_api_key_dict,
+                litellm_proxy_admin_name=litellm_proxy_admin_name,
+                table_name=LitellmTableNames.USER_TABLE_NAME,
+                before_value=None,
+                after_value=safe_dumps(user.model_dump(exclude_none=True)),
+            )
+        )
+
+    _schedule_team_membership_audit_log(
+        team_id=team_id,
+        team_alias=team_alias,
+        before_members=before_members,
+        after_members=after_members,
         user_api_key_dict=user_api_key_dict,
         litellm_proxy_admin_name=litellm_proxy_admin_name,
-        table_name=LitellmTableNames.TEAM_TABLE_NAME,
-        before_value=_members_audit_value(before_members),
-        after_value=_members_audit_value(after_members),
     )
 
-    await asyncio.gather(*created_user_entries, membership_entry)
-
 
 async def _validate_and_populate_member_user_info(
     member: Member,
@@ -3442,8 +3511,9 @@ async def team_member_add(
 
     _emit_team_members_metric(complete_team_data)
 
-    await _create_team_member_add_audit_logs(
+    _schedule_team_member_add_audit_logs(
         team_id=data.team_id,
+        team_alias=complete_team_data.team_alias,
         updated_users=updated_users,
         existing_user_ids=pre_existing_user_ids,
         before_members=members_before_add,
@@ -3513,7 +3583,33 @@ async def team_member_delete(
     }'
     ```
     """
-    from litellm.proxy.proxy_server import prisma_client, proxy_logging_obj, user_api_key_cache
+    from litellm.proxy.proxy_server import litellm_proxy_admin_name
+
+    existing_team_row, before_members, after_members = await _team_member_delete(
+        data=data, user_api_key_dict=user_api_key_dict
+    )
+
+    _schedule_team_membership_audit_log(
+        team_id=existing_team_row.team_id,
+        team_alias=existing_team_row.team_alias,
+        before_members=before_members,
+        after_members=after_members,
+        user_api_key_dict=user_api_key_dict,
+        litellm_proxy_admin_name=litellm_proxy_admin_name,
+    )
+
+    return existing_team_row
+
+
+async def _team_member_delete(
+    data: TeamMemberDeleteRequest,
+    user_api_key_dict: UserAPIKeyAuth,
+) -> tuple[LiteLLM_TeamTable, tuple[Member, ...], tuple[Member, ...]]:
+    from litellm.proxy.proxy_server import (
+        prisma_client,
+        proxy_logging_obj,
+        user_api_key_cache,
+    )
 
     if prisma_client is None:
         raise HTTPException(status_code=500, detail={"error": "No db connected"})
@@ -3677,7 +3773,7 @@ async def team_member_delete(
 
     _emit_team_members_metric(existing_team_row)
 
-    return existing_team_row
+    return existing_team_row, tuple(fresh_members), tuple(new_team_members)
 
 
 @router.post(
@@ -3697,7 +3793,12 @@ async def team_member_update(
 
     Update team member budgets and team member role
     """
-    from litellm.proxy.proxy_server import premium_user, prisma_client, user_api_key_cache
+    from litellm.proxy.proxy_server import (
+        litellm_proxy_admin_name,
+        premium_user,
+        prisma_client,
+        user_api_key_cache,
+    )
 
     if prisma_client is None:
         raise HTTPException(status_code=500, detail={"error": "No db connected"})
@@ -3787,6 +3888,18 @@ async def team_member_update(
     ### upsert new budget
     budget_patch: Final = member_budget_patch(data)
     async with prisma_client.tx() as tx:
+        role_change: Final = (
+            await _update_team_member_role(
+                tx=tx,
+                prisma_client=prisma_client,
+                team_id=data.team_id,
+                user_id=received_user_id,
+                role=data.role,
+                user_email=data.user_email,
+            )
+            if data.role is not None
+            else None
+        )
         await _upsert_budget_and_membership(
             tx=tx,
             team_id=data.team_id,
@@ -3803,27 +3916,16 @@ async def team_member_update(
             user_api_key_cache=user_api_key_cache,
         )
 
-    ### update team member role
-    if data.role is not None:
-        team_members: Final[list[Member]] = []
-        for member in team_table.members_with_roles:
-            if member.user_id == received_user_id:
-                team_members.append(
-                    Member(
-                        user_id=member.user_id,
-                        role=data.role,
-                        user_email=data.user_email or member.user_email,
-                    )
-                )
-            else:
-                team_members.append(member)
-
-        team_table.members_with_roles = team_members
-
-        _db_team_members: Final[list[dict]] = [m.model_dump() for m in team_members]
-        await _team_db(prisma_client).update(
-            where={"team_id": data.team_id},
-            data={"members_with_roles": json.dumps(_db_team_members)},
+    if role_change is not None:
+        members_before_role_update, team_members = role_change
+        team_table.members_with_roles = list(team_members)
+        _schedule_team_membership_audit_log(
+            team_id=data.team_id,
+            team_alias=team_table.team_alias,
+            before_members=members_before_role_update,
+            after_members=team_members,
+            user_api_key_dict=user_api_key_dict,
+            litellm_proxy_admin_name=litellm_proxy_admin_name,
         )
 
     return TeamMemberUpdateResponse(
@@ -3959,6 +4061,99 @@ async def reset_team_member_spend_fn(
     }
 
 
+class _TeamMetadataView(BaseModel):
+    metadata: Mapping[str, object] | None = None
+
+
+def _team_default_budget_id(team: LiteLLM_TeamTable) -> str | None:
+    view: Final = _TeamMetadataView.model_validate(team, from_attributes=True)
+    raw: Final = view.metadata.get("team_member_budget_id") if view.metadata is not None else None
+    return raw if isinstance(raw, str) else None
+
+
+async def _existing_team_default_budget_id(team: LiteLLM_TeamTable, prisma_client: PrismaClient) -> str | None:
+    budget_id: Final = _team_default_budget_id(team)
+    if budget_id is None:
+        return None
+    row: Final = await _budget_db(prisma_client).find_unique(
+        where={"budget_id": budget_id},  # mutable-ok: prisma client requires a plain dict where= argument
+    )
+    return budget_id if row is not None else None
+
+
+def _member_budget_source(budget_id: str | None, team_default_budget_id: str | None) -> TeamMemberBudgetSource:
+    if budget_id is not None and budget_id != team_default_budget_id:
+        return "custom"
+    return "team_default" if team_default_budget_id is not None else "none"
+
+
+@router.post(
+    "/team/{team_id}/member/{user_id}/reset_budget",
+    tags=["team management"],  # mutable-ok: FastAPI's `tags` param is typed as list[str], not Sequence
+    dependencies=(Depends(user_api_key_auth),),
+    response_model=TeamMemberResetBudgetResponse,
+)
+@management_endpoint_wrapper
+async def reset_team_member_budget_fn(
+    team_id: str,
+    user_id: str,
+    user_api_key_dict: Annotated[UserAPIKeyAuth, Depends(user_api_key_auth)],
+) -> TeamMemberResetBudgetResponse:
+    """
+    Put a team member back on the team's shared default member budget (`team_member_budget`).
+
+    Drops the member's own budget row link so team-wide changes made through /team/update
+    reach them again. Leaves the member with no budget when the team has no default. Spend is untouched.
+    """
+    from litellm.proxy.proxy_server import prisma_client, proxy_logging_obj, user_api_key_cache
+
+    if prisma_client is None:
+        _raise_reset_spend_error(status.HTTP_500_INTERNAL_SERVER_ERROR, "DB not connected. prisma_client is None")
+
+    team_obj: Final = await get_team_object(
+        team_id=team_id,
+        prisma_client=prisma_client,
+        user_api_key_cache=user_api_key_cache,
+        parent_otel_span=None,
+        proxy_logging_obj=proxy_logging_obj,
+        check_db_only=True,
+    )
+    await _verify_team_access(team_obj=team_obj, user_api_key_dict=user_api_key_dict)
+
+    membership_where: Final = {  # mutable-ok: prisma client requires a plain dict where= argument
+        "user_id_team_id": {"user_id": user_id, "team_id": team_id}  # mutable-ok: same prisma where= argument
+    }
+    membership_row: Final = await _team_membership_db(prisma_client).find_unique(where=membership_where)
+    if membership_row is None:
+        _raise_reset_spend_error(status.HTTP_404_NOT_FOUND, f"User {user_id} is not a member of team {team_id}.")
+
+    team_default_budget_id: Final = await _existing_team_default_budget_id(team_obj, prisma_client)
+    budget_link: Final = (
+        {
+            "connect": {"budget_id": team_default_budget_id}
+        }  # mutable-ok: prisma client requires a plain dict data= argument
+        if team_default_budget_id is not None
+        else {"disconnect": True}  # mutable-ok: same prisma data= argument
+    )
+    await _team_membership_db(prisma_client).update(
+        where=membership_where,
+        data={"litellm_budget_table": budget_link},  # mutable-ok: prisma client requires a plain dict data= argument
+    )
+    await invalidate_team_member_spend_state(
+        user_id=user_id,
+        team_id=team_id,
+        user_api_key_cache=user_api_key_cache,
+    )
+
+    return TeamMemberResetBudgetResponse(
+        team_id=team_id,
+        user_id=user_id,
+        budget_id=team_default_budget_id,
+        previous_budget_id=membership_row.budget_id,
+        budget_source=_member_budget_source(team_default_budget_id, team_default_budget_id),
+    )
+
+
 def _create_results_from_response(
     members: list[Member],
     response: TeamAddMemberResponse,
@@ -4303,7 +4498,7 @@ async def delete_team(
         tasks = []
         for team_member in team_members:
             tasks.append(
-                team_member_delete(
+                _team_member_delete(
                     data=TeamMemberDeleteRequest(
                         team_id=team_row.team_id,
                         user_id=team_member.user_id,
@@ -4727,15 +4922,16 @@ async def team_info(
             _team_info = TeamInfoResponseObjectTeamTable()
 
         ## GET TEAM BUDGET (if exists) ##
-        team_member_budget_id: Final = (
-            _team_info.metadata.get("team_member_budget_id") if _team_info.metadata is not None else None
-        )
+        team_member_budget_id: Final = _team_default_budget_id(_team_info)
         if team_member_budget_id is not None:
             _team_info = await _add_team_member_budget_table(
                 team_member_budget_id=team_member_budget_id,
                 prisma_client=prisma_client,
                 team_info_response_object=_team_info,
             )
+        active_default_budget_id: Final = (
+            team_member_budget_id if _team_info.team_member_budget_table is not None else None
+        )
 
         # Resolve resources inherited from access groups
         resolved_team_info: Final = await _resolve_team_access_group_resources(_team_info)
@@ -4762,7 +4958,17 @@ async def team_info(
             team_id=team_id,
             team_info=hydrated_team_info,
             keys=keys,
-            team_memberships=returned_tm,
+            team_memberships=tuple(
+                TeamInfoMembership.model_validate(
+                    MappingProxyType(
+                        {
+                            **tm.model_dump(),
+                            "budget_source": _member_budget_source(tm.budget_id, active_default_budget_id),
+                        }
+                    )
+                )
+                for tm in returned_tm
+            ),
         )
         return response_object
 
diff --git a/litellm/proxy/management_helpers/object_permission_utils.py b/litellm/proxy/management_helpers/object_permission_utils.py
index daab38d3662..437e6763502 100644
--- a/litellm/proxy/management_helpers/object_permission_utils.py
+++ b/litellm/proxy/management_helpers/object_permission_utils.py
@@ -8,7 +8,7 @@ from collections.abc import Mapping, Sequence
 from collections.abc import Set as AbstractSet
 from dataclasses import dataclass
 from types import MappingProxyType
-from typing import TYPE_CHECKING, Any, Final, Optional
+from typing import TYPE_CHECKING, Final, Optional
 
 from fastapi import HTTPException, status
 from pydantic import TypeAdapter
@@ -230,7 +230,7 @@ def _dedupe_preserving_order(values: list[str]) -> list[str]:
     return result
 
 
-def _mcp_server_identifier_matches(server: Any, identifier: str) -> bool:
+def _mcp_server_identifier_matches(server: object, identifier: str) -> bool:
     return identifier in {
         getattr(server, "server_id", None),
         getattr(server, "alias", None),
diff --git a/litellm/proxy/pass_through_endpoints/llm_provider_handlers/gemini_passthrough_logging_handler.py b/litellm/proxy/pass_through_endpoints/llm_provider_handlers/gemini_passthrough_logging_handler.py
index a95ee87fd31..d97ddb9a909 100644
--- a/litellm/proxy/pass_through_endpoints/llm_provider_handlers/gemini_passthrough_logging_handler.py
+++ b/litellm/proxy/pass_through_endpoints/llm_provider_handlers/gemini_passthrough_logging_handler.py
@@ -147,7 +147,7 @@ class GeminiPassthroughLoggingHandler:
         - Creates standard logging object
         - Logs in litellm callbacks
         """
-        kwargs: dict[str, Any] = {}
+        kwargs: dict[str, object] = {}
         model = model or GeminiPassthroughLoggingHandler.extract_model_from_url(url_route)
         complete_streaming_response: Final = GeminiPassthroughLoggingHandler._build_complete_streaming_response(
             all_chunks=all_chunks,
diff --git a/litellm/proxy/policy_engine/pipeline_executor.py b/litellm/proxy/policy_engine/pipeline_executor.py
index ed193c7f434..e9d23436b59 100644
--- a/litellm/proxy/policy_engine/pipeline_executor.py
+++ b/litellm/proxy/policy_engine/pipeline_executor.py
@@ -8,7 +8,7 @@ pass/fail actions (allow, block, next, modify_response) and data forwarding.
 import copy
 import time
 from collections.abc import Callable, Mapping, Sequence
-from typing import TYPE_CHECKING, Any, Final, Literal, TypeVar
+from typing import TYPE_CHECKING, Final, Literal, TypeVar
 
 from pydantic import BaseModel
 
@@ -50,12 +50,16 @@ except ImportError:
 
 
 class UndeliverableStreamRewrite(Exception):
-    def __init__(self, guardrail_name: str) -> None:
-        super().__init__(
-            f"Guardrail '{guardrail_name}' rewrote the streamed response in a way this endpoint's "
-            "streaming pipeline cannot deliver"
-        )
+    def __init__(self, guardrail_name: str, reason: str) -> None:
+        super().__init__(guardrail_name, reason)
         self.guardrail_name: Final = guardrail_name
+        self.reason: Final = reason
+
+    def __str__(self) -> str:
+        return (
+            f"Guardrail '{self.guardrail_name}' rewrote the streamed response but the rewrite cannot be written "
+            f"back to the stream: {self.reason}"
+        )
 
 
 def _tool_call_shape(tool_call: object) -> tuple[object, object]:
@@ -82,8 +86,22 @@ def _rewrote(sent: tuple[object, ...] | None, returned: tuple[object, ...] | Non
     return sent is not None and returned is not None and returned != sent
 
 
-def _changed_count(sent: tuple[object, ...] | None, returned: tuple[object, ...] | None) -> bool:
-    return sent is not None and returned is not None and len(returned) != len(sent)
+def _count_change(sent: tuple[object, ...] | None, returned: tuple[object, ...] | None) -> tuple[int, int] | None:
+    if sent is None or returned is None or len(returned) == len(sent):
+        return None
+    return (len(sent), len(returned))
+
+
+def _tool_call_mismatch_reason(
+    sent: tuple[tuple[object, object], ...] | None, returned: tuple[tuple[object, object], ...] | None
+) -> str | None:
+    if sent == returned:
+        return None
+    sent_count: Final = len(sent or ())
+    returned_count: Final = len(returned or ())
+    if sent_count == returned_count:
+        return "the legacy hook changed a tool call's name or arguments, which this path cannot write back"
+    return f"the legacy hook returned {returned_count} tool calls for a stream that carried {sent_count}"
 
 
 _GuardrailMethodT = TypeVar("_GuardrailMethodT", bound=Callable[..., object])
@@ -110,7 +128,7 @@ class _StreamRewriteObserver(CustomGuardrail):
         self.inner: Final = inner
         self.rewrote_texts = False
         self.rewrote_tool_calls = False
-        self.changed_tool_call_count = False
+        self.tool_call_count_change: tuple[int, int] | None = None
 
     def structured_messages_cover_full_request(self) -> bool:
         return self.inner.structured_messages_cover_full_request()
@@ -131,11 +149,22 @@ class _StreamRewriteObserver(CustomGuardrail):
         returned_tool_shapes: Final = _tool_call_shapes(outputs.get("tool_calls"))
         self.rewrote_texts = self.rewrote_texts or _rewrote(sent_texts, _text_snapshot(outputs.get("texts")))
         self.rewrote_tool_calls = self.rewrote_tool_calls or _rewrote(sent_tool_shapes, returned_tool_shapes)
-        self.changed_tool_call_count = self.changed_tool_call_count or _changed_count(
+        self.tool_call_count_change = self.tool_call_count_change or _count_change(
             sent_tool_shapes, returned_tool_shapes
         )
         return outputs
 
+    def discard_reason(self, deliver_rewrites: bool) -> str | None:
+        if self.tool_call_count_change is not None:
+            sent, returned = self.tool_call_count_change
+            return (
+                f"the guardrail returned {returned} tool calls for a stream that carried {sent}, and a rewrite "
+                "that drops or adds a tool call cannot be written back"
+            )
+        if not deliver_rewrites and (self.rewrote_texts or self.rewrote_tool_calls):
+            return "this endpoint's streaming pipeline does not write ended-stream rewrites back yet"
+        return None
+
 
 class _ScannedTextRecorder(CustomGuardrail):
     def __init__(self, guardrail_name: str) -> None:
@@ -200,13 +229,24 @@ class _LegacyHookStreamAdapter(CustomGuardrail):
         if rewrite is None:
             return inputs
         rescanned: Final = await self._rescan(rewrite, logging_obj)
+        guardrail_name: Final = self.guardrail_name or "unknown"
         if rescanned is None:
-            raise UndeliverableStreamRewrite(self.guardrail_name or "unknown")
+            raise UndeliverableStreamRewrite(
+                guardrail_name, "the legacy hook's response could not be rescanned by this endpoint's translation"
+            )
         rewritten: Final = rescanned.get("texts")
-        if len(_scanned_texts(rewritten)) != len(_scanned_texts(inputs.get("texts"))):
-            raise UndeliverableStreamRewrite(self.guardrail_name or "unknown")
-        if _tool_call_shapes(rescanned.get("tool_calls")) != _tool_call_shapes(inputs.get("tool_calls")):
-            raise UndeliverableStreamRewrite(self.guardrail_name or "unknown")
+        returned_text_count: Final = len(_scanned_texts(rewritten))
+        sent_text_count: Final = len(_scanned_texts(inputs.get("texts")))
+        if returned_text_count != sent_text_count:
+            raise UndeliverableStreamRewrite(
+                guardrail_name,
+                f"the legacy hook returned {returned_text_count} texts for a stream that carried {sent_text_count}",
+            )
+        tool_call_mismatch: Final = _tool_call_mismatch_reason(
+            _tool_call_shapes(inputs.get("tool_calls")), _tool_call_shapes(rescanned.get("tool_calls"))
+        )
+        if tool_call_mismatch is not None:
+            raise UndeliverableStreamRewrite(guardrail_name, tool_call_mismatch)
         if not rewritten:
             return inputs
         rewritten_inputs: Final[GenericGuardrailAPIInputs] = {**inputs, "texts": rewritten}
@@ -253,14 +293,16 @@ def _prepare_hook_input(
 
 def _release_original_chunks(
     guardrail_name: str,
+    reason: str,
     streaming_chunks: list[object],  # mutable-ok: shared buffered-stream chunks, restored in place
     originals: Sequence[object],
 ) -> None:
     streaming_chunks[:] = originals  # rebind-ok: the caller's buffer is the stream the client receives
     verbose_proxy_logger.warning(
-        "Pipeline: guardrail '%s' rewrote the streamed response in a way this endpoint's streaming "
-        "pipeline cannot deliver yet; the rewrite was discarded and the original stream released",
+        "Pipeline: guardrail '%s' rewrote the streamed response but the rewrite could not be written back to "
+        "the stream: %s. The whole rewrite, text rewrites included, was discarded and the original stream released",
         guardrail_name,
+        reason,
     )
 
 
@@ -272,11 +314,11 @@ class PipelineExecutor:
         steps: list[PipelineStep],
         mode: str,
         data: dict,
-        user_api_key_dict: Any,
+        user_api_key_dict: "UserAPIKeyAuth",
         call_type: str,
         policy_name: str,
         raw_request_snapshot: dict | None = None,  # mutable-ok: same request-payload shape as data
-        streaming_chunks: list[Any] | None = None,  # mutable-ok: shared buffered-stream chunks, read per step
+        streaming_chunks: list[object] | None = None,  # mutable-ok: shared buffered-stream chunks, read per step
         endpoint_translation: "BaseTranslation | None" = None,
     ) -> PipelineExecutionResult:
         """
@@ -433,13 +475,12 @@ class PipelineExecutor:
                     user_api_key_dict=user_api_key_dict,
                     request_data=hook_input,
                 )
-        except UndeliverableStreamRewrite:
-            _release_original_chunks(step.guardrail, streaming_chunks, originals)
+        except UndeliverableStreamRewrite as undeliverable:
+            _release_original_chunks(step.guardrail, undeliverable.reason, streaming_chunks, originals)
             return
-        if observer.changed_tool_call_count or (
-            not deliver_rewrites and (observer.rewrote_texts or observer.rewrote_tool_calls)
-        ):
-            _release_original_chunks(step.guardrail, streaming_chunks, originals)
+        discard_reason: Final = observer.discard_reason(deliver_rewrites)
+        if discard_reason is not None:
+            _release_original_chunks(step.guardrail, discard_reason, streaming_chunks, originals)
             return
         if not callback.records_own_guardrail_information:
             add_guardrail_to_applied_guardrails_header(request_data=hook_input, guardrail_name=step.guardrail)
@@ -449,10 +490,10 @@ class PipelineExecutor:
         step: PipelineStep,
         mode: str,
         data: dict,
-        user_api_key_dict: Any,
+        user_api_key_dict: "UserAPIKeyAuth",
         call_type: str,
         raw_request_snapshot: dict | None = None,  # mutable-ok: same request-payload shape as data
-        streaming_chunks: list[Any] | None = None,  # mutable-ok: shared buffered-stream chunks, read per step
+        streaming_chunks: list[object] | None = None,  # mutable-ok: shared buffered-stream chunks, read per step
         endpoint_translation: "BaseTranslation | None" = None,
     ) -> tuple[
         Literal["pass", "fail", "error"],
@@ -681,7 +722,7 @@ def _extract_error_message(e: Exception) -> str:
     if isinstance(e, ModifyResponseException):
         return str(e)
     if HTTPException is not None and isinstance(e, HTTPException):
-        detail: Final = getattr(e, "detail", None)
+        detail: Final[object] = getattr(e, "detail", None)
         if detail:
             return str(detail)
     return str(e)
diff --git a/litellm/proxy/proxy_cli.py b/litellm/proxy/proxy_cli.py
index 0477b6c62e9..78885461724 100644
--- a/litellm/proxy/proxy_cli.py
+++ b/litellm/proxy/proxy_cli.py
@@ -13,6 +13,7 @@ from typing import TYPE_CHECKING, Any, Final
 
 import click
 import httpx
+from click.core import ParameterSource
 from dotenv import load_dotenv
 from pydantic import BaseModel, ConfigDict
 
@@ -56,8 +57,6 @@ if litellm_mode == "DEV":
     load_dotenv()
 from enum import Enum
 
-telemetry: Final = None
-
 
 class LiteLLMDatabaseConnectionPool(Enum):
     database_connection_pool_limit = 10
@@ -183,6 +182,23 @@ def append_query_params(url: str | None, params: dict) -> str:
     return modified_url
 
 
+def resolve_v2_migration_resolver(*, use_legacy_flag: bool, env_value: str | None) -> bool:
+    from litellm_proxy_extras.utils import str_to_bool
+
+    if use_legacy_flag:
+        return False
+    if env_value is None:
+        return True
+    return bool(str_to_bool(env_value))
+
+
+def deprecated_v2_flag_passed_on_cli() -> bool:
+    ctx: Final = click.get_current_context(silent=True)
+    if ctx is None:
+        return False
+    return ctx.get_parameter_source("use_v2_migration_resolver") is ParameterSource.COMMANDLINE
+
+
 class ProxyInitializationHelpers:
     @staticmethod
     def _echo_litellm_version():
@@ -758,9 +774,11 @@ class ProxyInitializationHelpers:
 )
 @click.option(
     "--telemetry",
-    default=True,
+    default=None,
     type=bool,
-    help="Helps us know if people are using this feature. Turn this off by doing `--telemetry False`",
+    hidden=True,
+    expose_value=False,
+    help="Deprecated no-op kept so existing start commands still parse",
 )
 @click.option(
     "--log_config",
@@ -932,12 +950,24 @@ class ProxyInitializationHelpers:
     is_flag=True,
     default=False,
     help=(
-        "Opt into the v2 migration resolver. Avoids the diff-and-force recovery "
-        "path that can cause schema thrashing during rolling deploys where two "
-        "LiteLLM versions contend for the same DB. Default is the v1 resolver."
+        "Deprecated and ignored: the v2 migration resolver is now the default, "
+        "so this flag has no effect. It is still accepted so existing commands "
+        "keep working. Pass --use_legacy_migration_resolver, or set "
+        "USE_V2_MIGRATION_RESOLVER=false, to opt back into v1."
     ),
     envvar="USE_V2_MIGRATION_RESOLVER",
 )
+@click.option(
+    "--use_legacy_migration_resolver",
+    is_flag=True,
+    default=False,
+    help=(
+        "Fall back to the legacy v1 migration resolver. By default the proxy "
+        "uses the v2 resolver, which avoids the diff-and-force recovery path "
+        "that can cause schema thrashing during rolling deploys where two "
+        "LiteLLM versions contend for the same DB."
+    ),
+)
 @click.option(
     "--reload",
     is_flag=True,
@@ -977,7 +1007,6 @@ def run_server(
     add_function_to_prompt,
     config,
     max_budget,
-    telemetry,
     test,
     local,
     num_workers,
@@ -1006,6 +1035,7 @@ def run_server(
     limit_concurrency: int | None,
     enforce_prisma_migration_check: bool,
     use_v2_migration_resolver: bool,
+    use_legacy_migration_resolver: bool,
     reload: bool,
     prometheus_metrics_port: int | None,
 ):
@@ -1082,7 +1112,6 @@ def run_server(
             max_tokens=max_tokens,
             request_timeout=request_timeout,
             max_budget=max_budget,
-            telemetry=telemetry,
             drop_params=drop_params,
             add_function_to_prompt=add_function_to_prompt,
             headers=headers,
@@ -1348,17 +1377,29 @@ def run_server(
                 if should_update_prisma_schema(general_settings.get("disable_prisma_schema_update")) is False:
                     check_prisma_schema_diff(db_url=None)
                 else:
-                    if not use_v2_migration_resolver:
+                    use_v2_resolver: Final = resolve_v2_migration_resolver(
+                        use_legacy_flag=use_legacy_migration_resolver,
+                        env_value=os.getenv("USE_V2_MIGRATION_RESOLVER"),
+                    )
+                    if deprecated_v2_flag_passed_on_cli() and use_v2_resolver:
                         print(
-                            "\033[1;33mLiteLLM Proxy: Using default (v1) migration resolver. "
-                            "If your deployment has seen schema thrashing during rolling "
-                            "deploys, try --use_v2_migration_resolver (safer: avoids the "
-                            "diff-and-force recovery that caused the thrash).\033[0m"
+                            "\033[1;33mLiteLLM Proxy: --use_v2_migration_resolver is "
+                            "deprecated and has no effect, because the v2 migration "
+                            "resolver is now the default. You can safely remove it. To "
+                            "opt back into the legacy v1 resolver, pass "
+                            "--use_legacy_migration_resolver.\033[0m"
+                        )
+                    if not use_v2_resolver:
+                        print(
+                            "\033[1;33mLiteLLM Proxy: Using the legacy (v1) migration "
+                            "resolver. It performs the diff-and-force recovery that can "
+                            "cause schema thrashing during rolling deploys where two "
+                            "LiteLLM versions contend for the same DB.\033[0m"
                         )
                     try:
                         setup_ok: Final = PrismaManager.setup_database(
                             use_migrate=not use_prisma_db_push,
-                            use_v2_resolver=use_v2_migration_resolver,
+                            use_v2_resolver=use_v2_resolver,
                         )
                     except RuntimeError as e:
                         # Raised on unrecoverable migration errors: the v2
diff --git a/litellm/proxy/proxy_config.yaml b/litellm/proxy/proxy_config.yaml
index a094eb84bf3..50e5ae15b99 100644
--- a/litellm/proxy/proxy_config.yaml
+++ b/litellm/proxy/proxy_config.yaml
@@ -49,7 +49,7 @@ mcp_servers:
 
 # General Settings
 general_settings:
-  master_key: sk-1234
+  master_key: os.environ/LITELLM_MASTER_KEY
   store_model_in_db: false
 
 # LiteLLM Settings
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index af25d418a63..3a06753834a 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -342,6 +342,15 @@ from litellm.proxy.auth.login_throttle import (
     warn_login_counters_are_per_worker,
     warn_source_login_limit_is_off,
 )
+from litellm.proxy.auth.master_key_boot_check import (
+    MASTER_KEY_ENV_VAR,
+    SALT_KEY_ENV_VAR,
+    WEAK_OR_UNSET_MASTER_KEY_OVERRIDE_ENV_VAR,
+    announce_on_stderr_at_exit,
+    enforce_master_key_boot_verdict,
+    master_key_boot_verdict,
+    with_stored_secrets_counted,
+)
 from litellm.proxy.auth.model_checks import (
     expand_wildcard_deployments_for_model_info,
     get_all_fallbacks,
@@ -464,6 +473,7 @@ from litellm.proxy.config_resolvers.settings_rules import (
 )
 from litellm.proxy.container_endpoints.endpoints import router as container_router
 from litellm.proxy.credential_endpoints.endpoints import router as credential_router
+from litellm.proxy.db.create_views import SupportsRawQueries
 from litellm.proxy.db.db_transaction_queue.pod_lock_manager import PodLockManager
 from litellm.proxy.db.db_transaction_queue.spend_log_cleanup import SpendLogCleanup
 from litellm.proxy.db.db_transaction_queue.window_spend_update_queue import (
@@ -478,6 +488,10 @@ from litellm.proxy.db.gateway_request_tracking import (
     GatewayRequestRedisBuffer,
     flush_gateway_requests,
 )
+from litellm.proxy.db.master_key_migration import (
+    count_values_encrypted_with_or_none,
+    migrate_if_requested,
+)
 from litellm.proxy.db.proxy_worker_heartbeat import (
     PROXY_WORKER_HEARTBEAT_INTERVAL_SECONDS,
     ProxyWorkerHeartbeat,
@@ -1123,6 +1137,14 @@ async def _initialize_shared_aiohttp_session():
         return None
 
 
+async def _connect_to_count_stored_values() -> SupportsRawQueries:
+    client: Final = prisma_client or PrismaClient(
+        database_url=str(get_secret("DATABASE_URL")), proxy_logging_obj=proxy_logging_obj
+    )
+    await client.connect()
+    return client.writer_db
+
+
 @asynccontextmanager
 async def proxy_startup_event(app: FastAPI) -> AsyncGenerator[None, None]:
     global \
@@ -1208,12 +1230,28 @@ async def proxy_startup_event(app: FastAPI) -> AsyncGenerator[None, None]:
                 general_settings,
             ) = await proxy_config.load_config(router=llm_router, config_file_path=worker_config)
         elif isinstance(worker_config, dict):
-            await initialize(**worker_config)
+            await initialize_from_worker_config(worker_config)
         else:
             # if not, assume it's a json string
             worker_config = json.loads(worker_config)
             if isinstance(worker_config, dict):
-                await initialize(**worker_config)
+                await initialize_from_worker_config(worker_config)
+
+    enforce_master_key_boot_verdict(
+        await with_stored_secrets_counted(
+            master_key_boot_verdict(
+                master_key=master_key,
+                environment_master_key=os.getenv(MASTER_KEY_ENV_VAR),
+                general_settings=general_settings,
+                config_file_path=user_config_file_path,
+                override_env_is_on=get_secret_bool(WEAK_OR_UNSET_MASTER_KEY_OVERRIDE_ENV_VAR) is True,
+                salt_key_is_set=os.getenv(SALT_KEY_ENV_VAR) is not None,
+                database_is_configured=prisma_client is not None or get_secret("DATABASE_URL", None) is not None,
+            ),
+            count_values_encrypted_with=partial(count_values_encrypted_with_or_none, _connect_to_count_stored_values),
+        ),
+        announce=announce_on_stderr_at_exit,
+    )
 
     # check if DATABASE_URL in environment - load from there
     if prisma_client is None:
@@ -1224,6 +1262,14 @@ async def proxy_startup_event(app: FastAPI) -> AsyncGenerator[None, None]:
             user_api_key_cache=user_api_key_cache,
         )
 
+    await migrate_if_requested(
+        environ=os.environ,
+        master_key=master_key,
+        connected_database=lambda: None if prisma_client is None else prisma_client.writer_db,
+        log=verbose_proxy_logger.warning,
+        raise_unless_tolerated=PrismaDBExceptionHandler.handle_db_exception,
+    )
+
     if prisma_client is not None:
 
         async def _run_pw_migration():
@@ -1464,6 +1510,12 @@ async def proxy_startup_event(app: FastAPI) -> AsyncGenerator[None, None]:
         except Exception as e:
             verbose_proxy_logger.error("Error stopping DB health watchdog task: %s", e)
 
+    if prisma_client is not None and hasattr(prisma_client, "stop_view_setup_task"):
+        try:
+            await prisma_client.stop_view_setup_task()
+        except Exception as e:
+            verbose_proxy_logger.error("Error stopping the spend view setup task: %s", e)
+
     await _drain_spend_event_producer_on_shutdown()
 
     await flush_spend_counters_on_shutdown()
@@ -2374,7 +2426,6 @@ user_debug = False
 user_max_tokens = None
 user_request_timeout = None
 user_temperature = None
-user_telemetry = True
 user_config: Final = None
 user_headers = None
 user_config_file_path: str | None = None
@@ -8569,6 +8620,14 @@ def save_worker_config(**data):
     os.environ["WORKER_CONFIG"] = json.dumps(data)
 
 
+LEGACY_WORKER_CONFIG_KEYS: Final = frozenset({"telemetry"})
+
+
+async def initialize_from_worker_config(worker_config: Mapping[str, object]) -> None:
+    supported: Final = MappingProxyType({k: v for k, v in worker_config.items() if k not in LEGACY_WORKER_CONFIG_KEYS})
+    await initialize(**supported)
+
+
 async def initialize(
     model=None,
     alias=None,
@@ -8580,7 +8639,6 @@ async def initialize(
     max_tokens=None,
     request_timeout=600,
     max_budget=None,
-    telemetry=False,
     drop_params=True,
     add_function_to_prompt=True,
     headers=None,
@@ -8596,7 +8654,6 @@ async def initialize(
         user_user_max_tokens, \
         user_request_timeout, \
         user_temperature, \
-        user_telemetry, \
         user_headers, \
         experimental, \
         llm_model_list, \
@@ -8703,7 +8760,6 @@ async def initialize(
         dynamic_config["general"]["max_budget"] = litellm.max_budget
     if experimental:
         pass
-    user_telemetry = telemetry
 
 
 # for streaming
@@ -10762,14 +10818,7 @@ class ProxyStartupEvent:
             if hasattr(prisma_client, "db") and hasattr(prisma_client.db, "start_token_refresh_task"):
                 await prisma_client.db.start_token_refresh_task()
 
-            ## Add necessary views to proxy ##
-            asyncio.create_task(
-                prisma_client.check_view_exists()
-            )  # check if all necessary views exist. Don't block execution
-
-            asyncio.create_task(
-                prisma_client._set_spend_logs_row_count_in_proxy_state()
-            )  # set the spend logs row count in proxy state. Don't block execution
+            prisma_client.start_view_setup_task()
 
             if hasattr(prisma_client, "start_db_health_watchdog_task"):
                 await prisma_client.start_db_health_watchdog_task()
@@ -13427,6 +13476,48 @@ async def supported_openai_params(model: str):
         raise HTTPException(status_code=400, detail={"error": f"Could not map model={model}"})
 
 
+class _ModelInfoLookupResponse(TypedDict):
+    model: ReadOnly[str]
+    custom_llm_provider: ReadOnly[str]
+    model_info: ReadOnly[Mapping[str, object]]
+
+
+@router.get(
+    "/utils/model_info",
+    tags=["llm utils"],  # mutable-ok: FastAPI tags kwarg is list-typed
+    dependencies=[Depends(user_api_key_auth)],  # mutable-ok: FastAPI dependencies kwarg is list-typed
+)
+async def model_info_lookup(model: str, custom_llm_provider: str | None = None):
+    """
+    Returns the model cost map entry (token limits, pricing, supports_* capabilities) for any model
+    in the cost map, whether or not it is registered on this proxy. `model_info` carries every
+    field of the raw cost map entry plus the typed fields `litellm.get_model_info` derives from it
+    (`key`, `supported_openai_params`).
+
+    Example curl:
+    ```
+    curl -X GET --location 'http://localhost:4000/utils/model_info?model=gpt-4o&custom_llm_provider=openai' \
+        --header 'Authorization: Bearer sk-1234'
+    ```
+    """
+    detail: Final = {  # mutable-ok: FastAPI serializes detail as a plain dict
+        "error": f"model={model}, custom_llm_provider={custom_llm_provider} is not in the model cost map"
+    }
+    try:
+        typed_model_info: Final = litellm.get_model_info(model=model, custom_llm_provider=custom_llm_provider)
+    except Exception:
+        raise HTTPException(status_code=404, detail=detail)
+    cost_map_entry: Final = litellm.model_cost.get(typed_model_info["key"])
+    if cost_map_entry is None:
+        raise HTTPException(status_code=404, detail=detail)
+    response: Final[_ModelInfoLookupResponse] = {
+        "model": model,
+        "custom_llm_provider": typed_model_info["litellm_provider"],
+        "model_info": {**typed_model_info, **cost_map_entry},
+    }
+    return response
+
+
 @router.post(
     "/utils/transform_request",
     tags=["llm utils"],
diff --git a/litellm/proxy/public_endpoints/public_endpoints.py b/litellm/proxy/public_endpoints/public_endpoints.py
index e395f56194f..26a5c44fce1 100644
--- a/litellm/proxy/public_endpoints/public_endpoints.py
+++ b/litellm/proxy/public_endpoints/public_endpoints.py
@@ -199,9 +199,13 @@ def _build_endpoints(raw: _ProvidersFile) -> list[_EndpointEntry]:
     return result
 
 
+_PROVIDERS_FILE_ADAPTER: Final = TypeAdapter(_ProvidersFile)
+_PROVIDER_CREATE_FIELDS_ADAPTER: Final = TypeAdapter(list[ProviderCreateInfo])
+
+
 def _load_endpoints() -> list[_EndpointEntry]:
-    raw: Final[_ProvidersFile] = json.loads(
-        files("litellm").joinpath("provider_endpoints_support_backup.json").read_text(encoding="utf-8")
+    raw: Final = _PROVIDERS_FILE_ADAPTER.validate_python(
+        json.loads(files("litellm").joinpath("provider_endpoints_support_backup.json").read_text(encoding="utf-8"))
     )
     return _build_endpoints(raw)
 
@@ -398,7 +402,7 @@ async def get_provider_fields() -> list[ProviderCreateInfo]:
     )
 
     with open(provider_create_fields_path, "r") as f:
-        provider_create_fields: Final = json.load(f)
+        provider_create_fields: Final = _PROVIDER_CREATE_FIELDS_ADAPTER.validate_python(json.load(f))
 
     return provider_create_fields
 
diff --git a/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py b/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py
index a972f08b8bf..7bdadeadf86 100644
--- a/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py
+++ b/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py
@@ -506,6 +506,16 @@ class WebSearchInterceptionSettings(BaseModel):
 class WebSearchInterceptionSettingsResponse(SettingsResponse):
     """Response model for web search interception settings"""
 
+    active_on_this_pod: bool = Field(
+        default=False,
+        description=(
+            "Whether the process answering this request has the interception callback "
+            "registered. Read-only: it reports what is running here, while values.enabled "
+            "is the cluster-wide setting, and the two disagree while a pod is still "
+            "applying a change or failed to apply it."
+        ),
+    )
+
 
 def _with_websearch_enabled_resolved(config: Mapping[str, object]) -> dict[str, object]:
     """
@@ -1496,11 +1506,22 @@ async def get_websearch_interception_settings(
 
     config: Final = await proxy_config.get_config()
 
-    return await _get_settings_with_schema(
+    from litellm.integrations.websearch_interception.handler import (
+        WebSearchInterceptionLogger,
+    )
+
+    settings: Final = await _get_settings_with_schema(
         settings_key="websearch_interception_params",
         settings_class=WebSearchInterceptionSettings,
         config=_with_websearch_enabled_resolved(config),
     )
+    return WebSearchInterceptionSettingsResponse(
+        values=settings["values"],
+        field_schema=settings["field_schema"],
+        active_on_this_pod=bool(
+            litellm.logging_callback_manager.get_custom_loggers_for_type(WebSearchInterceptionLogger)
+        ),
+    )
 
 
 @router.patch(
diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py
index f6f437bea75..9de2b5fd282 100644
--- a/litellm/proxy/utils.py
+++ b/litellm/proxy/utils.py
@@ -38,6 +38,7 @@ from typing import (
     Literal,
     Optional,
     Protocol,
+    TypeAlias,
     TypeVar,
     Union,
     cast,
@@ -269,6 +270,15 @@ class _RelTuplesRow(TypedDict):
     reltuples: ReadOnly[int]
 
 
+_VIEW_SETUP_POLL_INTERVAL_SECONDS: Final = 5.0
+_VIEW_SETUP_DEADLINE_SECONDS: Final = 15 * 60.0
+_VIEW_SETUP_GATE_TABLE: Final = '"LiteLLM_SpendLogs"'
+_VIEW_SETUP_GATE_PROBE_ROWS: Final = TypeAdapter(tuple[Mapping[str, bool], ...])
+
+_ViewSetupOutcome: TypeAlias = Literal["ready", "timed_out"]
+_ViewSetupAttempt: TypeAlias = Literal["ready", "table_missing"] | Exception
+
+
 class _EndUserBatchTable(Protocol):
     def upsert(self, *, where: Mapping[str, object], data: Mapping[str, object]) -> None: ...
 
@@ -4297,6 +4307,7 @@ class PrismaClient:
             self.db = writer_wrapper  # Client to connect to Prisma db
         self._db_reconnect_lock = asyncio.Lock()
         self._db_health_watchdog_task: asyncio.Task | None = None
+        self._view_setup_task: asyncio.Task[_ViewSetupOutcome] | None = None
         self._db_last_reconnect_attempt_ts: float = 0.0
         self._db_reconnect_cooldown_seconds: int = max(1, int(os.getenv("PRISMA_RECONNECT_COOLDOWN_SECONDS", "15")))
         self._db_read_only_recreate_ts: float = 0.0
@@ -6343,6 +6354,71 @@ class PrismaClient:
         self._db_health_watchdog_task = None
         verbose_proxy_logger.info("Stopped Prisma DB health watchdog")
 
+    def start_view_setup_task(self) -> None:
+        if self._view_setup_task is not None:
+            return
+        self._view_setup_task = asyncio.create_task(self._run_view_setup())
+
+    async def stop_view_setup_task(self) -> None:
+        if self._view_setup_task is None:
+            return
+        self._view_setup_task.cancel()
+        with contextlib.suppress(asyncio.CancelledError):
+            await self._view_setup_task
+        self._view_setup_task = None
+
+    async def _run_view_setup(
+        self,
+        poll_interval_seconds: float = _VIEW_SETUP_POLL_INTERVAL_SECONDS,
+        deadline_seconds: float = _VIEW_SETUP_DEADLINE_SECONDS,
+    ) -> _ViewSetupOutcome:
+        deadline: Final = time.monotonic() + deadline_seconds
+        while True:
+            if (attempt := await self._attempt_view_setup()) == "ready":
+                return "ready"
+            if time.monotonic() >= deadline:
+                self._log_view_setup_timeout(attempt, deadline_seconds)
+                return "timed_out"
+            await asyncio.sleep(poll_interval_seconds)
+
+    async def _attempt_view_setup(self) -> _ViewSetupAttempt:
+        try:
+            if not await self._view_setup_gate_table_present():
+                verbose_proxy_logger.debug(
+                    "Waiting for table %s before creating the spend views", _VIEW_SETUP_GATE_TABLE
+                )
+                return "table_missing"
+            await self._set_spend_logs_row_count_in_proxy_state()
+            await self.check_view_exists()
+            return "ready"
+        except Exception as e:
+            verbose_proxy_logger.warning("Spend view setup attempt failed, retrying until the schema settles: %s", e)
+            return e
+
+    def _log_view_setup_timeout(
+        self, last_attempt: Literal["table_missing"] | Exception, deadline_seconds: float
+    ) -> None:
+        if isinstance(last_attempt, Exception):
+            verbose_proxy_logger.error(
+                "Gave up creating the spend views after %ss; the last attempt failed with: %s. "
+                "Fix that error and restart the proxy.",
+                deadline_seconds,
+                last_attempt,
+            )
+            return
+        verbose_proxy_logger.error(
+            "Gave up creating the spend views: table %s did not appear within %ss. "
+            "Run the database migrations against this database and restart the proxy.",
+            _VIEW_SETUP_GATE_TABLE,
+            deadline_seconds,
+        )
+
+    async def _view_setup_gate_table_present(self) -> bool:
+        rows: Final = _VIEW_SETUP_GATE_PROBE_ROWS.validate_python(
+            await self.db.query_raw("SELECT to_regclass($1) IS NOT NULL AS present", _VIEW_SETUP_GATE_TABLE)
+        )
+        return rows[0]["present"]
+
     async def _db_health_watchdog_loop(self) -> None:
         while True:
             try:
diff --git a/litellm/proxy/wildcard_config.yaml b/litellm/proxy/wildcard_config.yaml
index 7c178690836..dc0206388c3 100644
--- a/litellm/proxy/wildcard_config.yaml
+++ b/litellm/proxy/wildcard_config.yaml
@@ -45,8 +45,7 @@ model_list:
       api_key: os.environ/OPENAI_API_KEY
 
 general_settings:
-  master_key: sk-1234
+  master_key: os.environ/LITELLM_MASTER_KEY
 
 litellm_settings:
   drop_params: True
-  telemetry: False
diff --git a/litellm/proxy/workflows/README.md b/litellm/proxy/workflows/README.md
index f452066afb0..4453fd2bae8 100644
--- a/litellm/proxy/workflows/README.md
+++ b/litellm/proxy/workflows/README.md
@@ -48,7 +48,7 @@ GET    /v1/workflows/runs/{run_id}/messages  Conversation history (ordered by se
 ```bash
 # Create a run
 curl -X POST http://localhost:4000/v1/workflows/runs \
-  -H "Authorization: Bearer sk-1234" \
+  -H "Authorization: Bearer <your-master-key>" \
   -H "Content-Type: application/json" \
   -d '{"workflow_type": "shin-builder", "metadata": {"title": "Fix login bug"}}'
 
@@ -56,19 +56,19 @@ curl -X POST http://localhost:4000/v1/workflows/runs \
 
 # Mark step started (sets status → running)
 curl -X POST http://localhost:4000/v1/workflows/runs/abc-123/events \
-  -H "Authorization: Bearer sk-1234" \
+  -H "Authorization: Bearer <your-master-key>" \
   -H "Content-Type: application/json" \
   -d '{"event_type": "step.started", "step_name": "grill", "data": {"claude_session_id": "sess-789"}}'
 
 # Store a conversation message
 curl -X POST http://localhost:4000/v1/workflows/runs/abc-123/messages \
-  -H "Authorization: Bearer sk-1234" \
+  -H "Authorization: Bearer <your-master-key>" \
   -H "Content-Type: application/json" \
   -d '{"role": "user", "content": "What is the expected behavior?", "session_id": "sess-789"}'
 
 # Restart recovery: fetch active runs and resume from last event's data.claude_session_id
 curl "http://localhost:4000/v1/workflows/runs?status=running,paused&workflow_type=shin-builder" \
-  -H "Authorization: Bearer sk-1234"
+  -H "Authorization: Bearer <your-master-key>"
 ```
 
 ## Status Auto-Update Rules
diff --git a/litellm/responses/litellm_completion_transformation/transformation.py b/litellm/responses/litellm_completion_transformation/transformation.py
index cf3075ee28d..3ca2cc28c9a 100644
--- a/litellm/responses/litellm_completion_transformation/transformation.py
+++ b/litellm/responses/litellm_completion_transformation/transformation.py
@@ -454,6 +454,7 @@ class LiteLLMCompletionResponsesConfig:
             "stream": stream,
             "metadata": kwargs.get("metadata"),
             "service_tier": kwargs.get("service_tier"),
+            "safety_identifier": responses_api_request.get("safety_identifier"),
             "web_search_options": web_search_options,
             "response_format": response_format,
             "reasoning_effort": reasoning.effort,
diff --git a/litellm/router.py b/litellm/router.py
index 300b069a464..98c7c319eaa 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -152,6 +152,7 @@ from litellm.router_utils.auto_router_model_naming import (
 )
 from litellm.router_utils.batch_utils import (
     _get_router_metadata_variable_name,
+    is_batch_retrieve_call_type,
     replace_model_in_jsonl,
     should_replace_model_in_jsonl,
 )
@@ -179,6 +180,7 @@ from litellm.router_utils.cooldown_handlers import (
     _get_cooldown_deployments,
     _set_cooldown_deployments,
     is_advisor_orchestration_failure,
+    is_background_response_cost_poll_not_found,
     is_caller_timeout_408,
 )
 from litellm.router_utils.fallback_event_handlers import (
@@ -6199,6 +6201,8 @@ class Router:
         """
         try:
             parent_otel_span: Final = _get_parent_otel_span_from_kwargs(kwargs)
+            requested_model_group: Final = model
+            metadata_variable_name: Final = _get_router_metadata_variable_name(function_name="aretrieve_batch")
             if model is not None:
                 filtered_model_list: (
                     list[DeploymentTypedDict] | list[dict] | dict | None
@@ -6235,6 +6239,9 @@ class Router:
                         kwargs=new_kwargs,
                         function_name="aretrieve_batch",
                     )
+                    model_group: Final = requested_model_group or model_name["model_name"]
+                    if not new_kwargs[metadata_variable_name].get("model_group"):
+                        new_kwargs[metadata_variable_name]["model_group"] = model_group
                     new_kwargs.pop("custom_llm_provider", None)
                     data.pop("custom_llm_provider", None)
                     return await litellm.aretrieve_batch(
@@ -7943,6 +7950,8 @@ class Router:
             # WS session wrappers fire with result=None; per-turn costs tracked by inner calls.
             if kwargs.get("call_type") in ("_aresponses_websocket", "_arealtime"):
                 return
+            if is_batch_retrieve_call_type(kwargs.get("call_type")):
+                return
             standard_logging_object: Final[StandardLoggingPayload | None] = kwargs.get("standard_logging_object", None)
             if standard_logging_object is None:
                 raise ValueError("standard_logging_object is None")
@@ -8089,6 +8098,8 @@ class Router:
         - key: str - The key used to increment the cache
         - None: if no key is found
         """
+        if is_batch_retrieve_call_type(kwargs.get("call_type")):
+            return None
         id = None
         if kwargs["litellm_params"].get("metadata") is None:
             pass
@@ -8137,12 +8148,19 @@ class Router:
                 )
                 return False
 
-            exception_status: Final = getattr(exception, "status_code", "")
-
             # Cache litellm_params to avoid repeated dict lookups
             litellm_params: Final = kwargs.get("litellm_params", {})
             _model_info: Final = litellm_params.get("model_info", {})
 
+            if is_background_response_cost_poll_not_found(exception, litellm_params):
+                verbose_router_logger.debug(
+                    "Router: Exiting 'deployment_callback_on_failure' without cooldown. "
+                    "Provider 404 came from the background response cost poll, not the deployment's health."
+                )
+                return False
+
+            exception_status: Final = getattr(exception, "status_code", "")
+
             if is_caller_timeout_408(kwargs, exception_status):
                 verbose_router_logger.debug(
                     "Router: Exiting 'deployment_callback_on_failure' without cooldown. "
@@ -8210,6 +8228,8 @@ class Router:
         """
         Update RPM usage for a deployment
         """
+        if is_batch_retrieve_call_type(kwargs.get("call_type")):
+            return
         deployment_name: Final = kwargs["litellm_params"]["metadata"].get(
             "deployment", None
         )  # handles wildcard routes - by giving the original name sent to `litellm.completion`
diff --git a/litellm/router_strategy/adaptive_router/hooks.py b/litellm/router_strategy/adaptive_router/hooks.py
index 709910753f2..c4a2eae1ef9 100644
--- a/litellm/router_strategy/adaptive_router/hooks.py
+++ b/litellm/router_strategy/adaptive_router/hooks.py
@@ -86,7 +86,7 @@ def _resolve_session_key(kwargs: dict[str, Any]) -> str | None:
     return hashlib.sha256(payload.encode("utf-8")).hexdigest()
 
 
-def _last_user_content(messages: list[dict[str, Any]] | None) -> str | None:
+def _last_user_content(messages: Sequence[Mapping[str, object]] | None) -> str | None:
     if not messages:
         return None
     for msg in reversed(messages):
diff --git a/litellm/router_strategy/auto_router/auto_router.py b/litellm/router_strategy/auto_router/auto_router.py
index d08afa8c1f6..250201a46d1 100644
--- a/litellm/router_strategy/auto_router/auto_router.py
+++ b/litellm/router_strategy/auto_router/auto_router.py
@@ -3,7 +3,7 @@ Auto-Routing Strategy that works with a Semantic Router Config
 """
 
 import asyncio
-from collections.abc import Mapping
+from collections.abc import Mapping, Sequence
 from typing import TYPE_CHECKING, Any, Final, Optional
 
 from pydantic import BaseModel, ConfigDict
@@ -158,7 +158,7 @@ class AutoRouter(CustomLogger):
         return await asyncio.shield(build_task)
 
     @staticmethod
-    def _extract_text_from_messages(messages: list[dict[str, Any]]) -> str:
+    def _extract_text_from_messages(messages: Sequence[Mapping[str, object]]) -> str:
         """
         Extract text content from the last user message for routing.
 
diff --git a/litellm/router_strategy/complexity_router/README.md b/litellm/router_strategy/complexity_router/README.md
index 6505746bca1..f023d5001d9 100644
--- a/litellm/router_strategy/complexity_router/README.md
+++ b/litellm/router_strategy/complexity_router/README.md
@@ -191,6 +191,7 @@ model_list:
       model: auto_router/complexity_router
       complexity_router_config:
         classifier_type: heuristic_v2
+        heuristic_v2_success_threshold: 0.9
         tiers:
           SIMPLE: luna
           MEDIUM: terra
@@ -201,9 +202,18 @@ model_list:
 No classifier model call or per-model training data is required. The classifier
 uses global tier quality, request-type quality, and similar-request cohorts from
 the bundled UltraFeedback artifact. It estimates success at every tier, enforces
-monotonic probabilities, and returns the first tier meeting the trained 0.75
-threshold. The existing complexity-router tier pool then selects and dispatches
-a model from that tier
+monotonic probabilities, and returns the first tier meeting the success threshold,
+or REASONING if no tier meets it. The existing complexity-router tier pool then
+selects and dispatches a model from that tier
+
+Set `heuristic_v2_success_threshold` to a value from 0 to 1 to override the
+artifact's threshold. For example, `0.9` requires a predicted success probability
+of at least 90%. Higher thresholds favor more capable tiers. Omit the setting or
+set it to `null` to use the artifact's `routing_threshold`, which is `0.75` for
+the bundled artifact. The override leaves the predicted probabilities unchanged
+
+In the dashboard, select Heuristic v2 under Advanced: Classification Method and
+set Success threshold. Clear the field to restore the artifact's default
 
 Spend logs record `routing_decision.cause: heuristic_v2`, the detected request
 type, and all four predicted probabilities. Existing `classifier_type: heuristic`
diff --git a/litellm/router_strategy/complexity_router/complexity_router.py b/litellm/router_strategy/complexity_router/complexity_router.py
index a3d6ccbd437..83fcfdfc329 100644
--- a/litellm/router_strategy/complexity_router/complexity_router.py
+++ b/litellm/router_strategy/complexity_router/complexity_router.py
@@ -1429,7 +1429,10 @@ class ComplexityRouter(CustomLogger):
             _ClassifierCircuitBreaker(circuit_breaker_cooldown) if circuit_breaker_cooldown is not None else None
         )
         self._tier_success_predictor: TierSuccessPredictor | None = (
-            TierSuccessPredictor(resolve_tier_artifact(self.config.heuristic_v2_artifact))
+            TierSuccessPredictor(
+                resolve_tier_artifact(self.config.heuristic_v2_artifact),
+                routing_threshold=self.config.heuristic_v2_success_threshold,
+            )
             if self.config.classifier_type == "heuristic_v2"
             else None
         )
diff --git a/litellm/router_strategy/complexity_router/config.py b/litellm/router_strategy/complexity_router/config.py
index aa39dff8c53..0b2caa93665 100644
--- a/litellm/router_strategy/complexity_router/config.py
+++ b/litellm/router_strategy/complexity_router/config.py
@@ -1036,6 +1036,18 @@ class ComplexityRouterConfig(BaseModel):
             "UltraFeedback artifact is selected by default; an inline trained artifact may replace it"
         ),
     )
+    heuristic_v2_success_threshold: float | None = Field(
+        default=None,
+        strict=True,
+        ge=0.0,
+        le=1.0,
+        description=(
+            "Minimum predicted success probability for classifier_type 'heuristic_v2' to select a tier. "
+            "The first tier meeting this threshold is selected, or REASONING if none meets it. "
+            "When omitted or null, uses the artifact's routing_threshold (0.75 for the bundled artifact). "
+            "Other classifier types ignore this setting"
+        ),
+    )
     classifier_llm_config: ClassifierLLMConfig | None = Field(
         default=None,
         description=(
diff --git a/litellm/router_strategy/complexity_router/tier_predictor.py b/litellm/router_strategy/complexity_router/tier_predictor.py
index 764f6e6ad56..7775c36e795 100644
--- a/litellm/router_strategy/complexity_router/tier_predictor.py
+++ b/litellm/router_strategy/complexity_router/tier_predictor.py
@@ -108,8 +108,9 @@ class TierPrediction:
 
 
 class TierSuccessPredictor:
-    def __init__(self, artifact: TrainedTierArtifact) -> None:
+    def __init__(self, artifact: TrainedTierArtifact, *, routing_threshold: float | None = None) -> None:
         self._artifact = artifact
+        self._routing_threshold: Final = artifact.routing_threshold if routing_threshold is None else routing_threshold
         self._global: Mapping[int, TierGlobalStatistic] = MappingProxyType(
             {stat.tier: stat for stat in artifact.global_statistics}
         )
@@ -122,7 +123,7 @@ class TierSuccessPredictor:
 
     @property
     def routing_threshold(self) -> float:
-        return self._artifact.routing_threshold
+        return self._routing_threshold
 
     def predict(self, prompt: str, request_type: RequestType) -> TierPrediction:
         cohort: Final = similarity_cohort(prompt, request_type)
@@ -132,7 +133,7 @@ class TierSuccessPredictor:
             {int(tier): probability for tier, probability in zip(_TIERS, monotonic)}
         )
         required_tier: Final = next(
-            (tier for tier in _TIERS if probabilities[tier] >= self._artifact.routing_threshold),
+            (tier for tier in _TIERS if probabilities[tier] >= self.routing_threshold),
             4,
         )
         return TierPrediction(probabilities=probabilities, required_tier=required_tier)
diff --git a/litellm/router_strategy/least_busy.py b/litellm/router_strategy/least_busy.py
index 0b73f4e31a7..9ab670e4b95 100644
--- a/litellm/router_strategy/least_busy.py
+++ b/litellm/router_strategy/least_busy.py
@@ -9,6 +9,7 @@ from litellm._logging import verbose_router_logger
 from litellm.caching.caching import DualCache
 from litellm.caching.redis_cache import log_redis_failure
 from litellm.integrations.custom_logger import CustomLogger
+from litellm.router_utils.batch_utils import is_batch_retrieve_call_type
 
 IN_FLIGHT_COUNT_TTL_SECONDS: Final = 60 * 60
 
@@ -48,6 +49,8 @@ def _request_count_key(model_group: str, deployment_id: str) -> str:
 
 
 def _deployment_ref(kwargs: Mapping[str, object]) -> tuple[str, str] | None:
+    if is_batch_retrieve_call_type(kwargs.get("call_type")):
+        return None
     try:
         call: Final = _CALL_KWARGS.validate_python(kwargs)
     except ValidationError:
diff --git a/litellm/router_strategy/lowest_cost.py b/litellm/router_strategy/lowest_cost.py
index d271349914e..22c321c65fb 100644
--- a/litellm/router_strategy/lowest_cost.py
+++ b/litellm/router_strategy/lowest_cost.py
@@ -8,6 +8,7 @@ from litellm import ModelResponse, token_counter, verbose_logger
 from litellm._logging import verbose_router_logger
 from litellm.caching.caching import DualCache
 from litellm.integrations.custom_logger import CustomLogger
+from litellm.router_utils.batch_utils import is_batch_retrieve_call_type
 
 
 class LowestCostLoggingHandler(CustomLogger):
@@ -19,6 +20,8 @@ class LowestCostLoggingHandler(CustomLogger):
         self.router_cache = router_cache
 
     def log_success_event(self, kwargs, response_obj, start_time, end_time):
+        if is_batch_retrieve_call_type(kwargs.get("call_type")):
+            return
         try:
             """
             Update usage on success
@@ -92,6 +95,8 @@ class LowestCostLoggingHandler(CustomLogger):
             )
 
     async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
+        if is_batch_retrieve_call_type(kwargs.get("call_type")):
+            return
         try:
             """
             Update cost usage on success
diff --git a/litellm/router_strategy/lowest_latency.py b/litellm/router_strategy/lowest_latency.py
index e902192811c..66c8227195d 100644
--- a/litellm/router_strategy/lowest_latency.py
+++ b/litellm/router_strategy/lowest_latency.py
@@ -13,6 +13,7 @@ from litellm import ModelResponse, token_counter, verbose_logger
 from litellm.caching.caching import DualCache
 from litellm.integrations.custom_logger import CustomLogger
 from litellm.litellm_core_utils.core_helpers import _get_parent_otel_span_from_kwargs, safe_divide_seconds
+from litellm.router_utils.batch_utils import is_batch_retrieve_call_type
 from litellm.types.utils import LiteLLMPydanticObjectBase
 
 if TYPE_CHECKING:
@@ -58,6 +59,8 @@ class LowestLatencyLoggingHandler(CustomLogger):
         self.routing_args = RoutingArgs(**routing_args)
 
     def log_success_event(self, kwargs, response_obj, start_time, end_time):
+        if is_batch_retrieve_call_type(kwargs.get("call_type")):
+            return
         try:
             """
             Update latency usage on success
@@ -182,6 +185,8 @@ class LowestLatencyLoggingHandler(CustomLogger):
         """
         Check if Timeout Error, if timeout set deployment latency -> 100
         """
+        if is_batch_retrieve_call_type(kwargs.get("call_type")):
+            return
         try:
             metadata_field: Final = self._select_metadata_field(kwargs)
             _exception: Final = kwargs.get("exception", None)
@@ -236,6 +241,8 @@ class LowestLatencyLoggingHandler(CustomLogger):
             )
 
     async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
+        if is_batch_retrieve_call_type(kwargs.get("call_type")):
+            return
         try:
             """
             Update latency usage on success
diff --git a/litellm/router_strategy/lowest_tpm_rpm.py b/litellm/router_strategy/lowest_tpm_rpm.py
index 31c4b1d7e3f..d4abf1f8f70 100644
--- a/litellm/router_strategy/lowest_tpm_rpm.py
+++ b/litellm/router_strategy/lowest_tpm_rpm.py
@@ -8,6 +8,7 @@ from litellm import token_counter
 from litellm._logging import verbose_router_logger
 from litellm.caching.caching import DualCache
 from litellm.integrations.custom_logger import CustomLogger
+from litellm.router_utils.batch_utils import is_batch_retrieve_call_type
 from litellm.types.utils import LiteLLMPydanticObjectBase
 from litellm.utils import print_verbose
 
@@ -27,6 +28,8 @@ class LowestTPMLoggingHandler(CustomLogger):
         self.routing_args = RoutingArgs(**routing_args)
 
     def log_success_event(self, kwargs, response_obj, start_time, end_time):
+        if is_batch_retrieve_call_type(kwargs.get("call_type")):
+            return
         try:
             """
             Update TPM/RPM usage on success
@@ -79,6 +82,8 @@ class LowestTPMLoggingHandler(CustomLogger):
             verbose_router_logger.debug(traceback.format_exc())
 
     async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
+        if is_batch_retrieve_call_type(kwargs.get("call_type")):
+            return
         try:
             """
             Update TPM/RPM usage on success
diff --git a/litellm/router_strategy/lowest_tpm_rpm_v2.py b/litellm/router_strategy/lowest_tpm_rpm_v2.py
index 665ff69ab47..a2acce5fcb5 100644
--- a/litellm/router_strategy/lowest_tpm_rpm_v2.py
+++ b/litellm/router_strategy/lowest_tpm_rpm_v2.py
@@ -12,6 +12,7 @@ from litellm._logging import verbose_logger, verbose_router_logger
 from litellm.caching.caching import DualCache
 from litellm.integrations.custom_logger import CustomLogger
 from litellm.litellm_core_utils.core_helpers import _get_parent_otel_span_from_kwargs
+from litellm.router_utils.batch_utils import is_batch_retrieve_call_type
 from litellm.types.router import RouterErrors
 from litellm.types.utils import LiteLLMPydanticObjectBase, StandardLoggingPayload
 from litellm.utils import get_utc_datetime, print_verbose
@@ -210,6 +211,8 @@ class LowestTPMLoggingHandler_v2(BaseRoutingStrategy, CustomLogger):
             return deployment  # don't fail calls if eg. redis fails to connect
 
     def log_success_event(self, kwargs, response_obj, start_time, end_time):
+        if is_batch_retrieve_call_type(kwargs.get("call_type")):
+            return
         try:
             """
             Update TPM/RPM usage on success
@@ -250,6 +253,8 @@ class LowestTPMLoggingHandler_v2(BaseRoutingStrategy, CustomLogger):
             )
 
     async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
+        if is_batch_retrieve_call_type(kwargs.get("call_type")):
+            return
         try:
             """
             Update TPM usage on success
diff --git a/litellm/router_utils/batch_utils.py b/litellm/router_utils/batch_utils.py
index ccb6ad95519..be20c358202 100644
--- a/litellm/router_utils/batch_utils.py
+++ b/litellm/router_utils/batch_utils.py
@@ -5,6 +5,7 @@ from typing import Final
 
 from litellm._logging import verbose_logger
 from litellm.types.llms.openai import FileTypes, OpenAIFilesPurpose
+from litellm.types.utils import CallTypes
 
 
 class InMemoryFile(io.BytesIO):
@@ -170,3 +171,21 @@ def _get_router_metadata_variable_name(function_name: str | None) -> str:
         return "litellm_metadata"
     else:
         return "metadata"
+
+
+BATCH_RETRIEVE_CALL_TYPES: Final = frozenset(
+    {
+        CallTypes.aretrieve_batch.value,
+        CallTypes.retrieve_batch.value,
+    }
+)
+
+
+def is_batch_retrieve_call_type(call_type: object) -> bool:
+    """
+    A batch retrieve reports the whole job's token usage, which the provider spent
+    asynchronously over the life of the batch, and reports it again on every poll of the
+    finished batch. The counters that measure live traffic, per-minute rate limits and the
+    routing strategies' own state, must not be fed from it.
+    """
+    return isinstance(call_type, str) and call_type in BATCH_RETRIEVE_CALL_TYPES
diff --git a/litellm/router_utils/cooldown_handlers.py b/litellm/router_utils/cooldown_handlers.py
index 6e6d4c253e9..408ddbab34b 100644
--- a/litellm/router_utils/cooldown_handlers.py
+++ b/litellm/router_utils/cooldown_handlers.py
@@ -20,9 +20,11 @@ from litellm.constants import (
     DEFAULT_COOLDOWN_TIME_SECONDS,
     DEFAULT_FAILURE_THRESHOLD_MINIMUM_REQUESTS,
     DEFAULT_FAILURE_THRESHOLD_PERCENT,
+    INTERNAL_CALL_ORIGIN_METADATA_KEY,
     SINGLE_DEPLOYMENT_TRAFFIC_FAILURE_THRESHOLD,
 )
 from litellm.router_utils.cooldown_callbacks import router_cooldown_event_callback
+from litellm.types.utils import BACKGROUND_RESPONSE_COST_POLL_CALL_ORIGIN
 
 from .router_callbacks.track_deployment_metrics import (
     get_deployment_failures_for_current_minute,
@@ -62,6 +64,15 @@ def is_advisor_orchestration_failure(exception: BaseException | None) -> bool:
     return bool(getattr(exception, _ADVISOR_ORCHESTRATION_FAILURE_ATTR, False))
 
 
+def is_background_response_cost_poll_not_found(exception: Exception, litellm_params: Mapping[str, object]) -> bool:
+    """Whether a background response cost poll failed with a provider 404."""
+    return getattr(exception, "status_code", None) == 404 and any(
+        isinstance(candidate, Mapping)
+        and candidate.get(INTERNAL_CALL_ORIGIN_METADATA_KEY) == BACKGROUND_RESPONSE_COST_POLL_CALL_ORIGIN
+        for candidate in (litellm_params.get("metadata"), litellm_params.get("litellm_metadata"))
+    )
+
+
 _EXCEPTION_POLICY_FIELDS: Final[tuple[tuple[type, str], ...]] = (
     # ContentPolicyViolationError subclasses BadRequestError, so it must be checked first.
     (litellm.ContentPolicyViolationError, "ContentPolicyViolationErrorAllowedFails"),
diff --git a/litellm/router_utils/get_retry_from_policy.py b/litellm/router_utils/get_retry_from_policy.py
index ad4a6b0be99..8771d072434 100644
--- a/litellm/router_utils/get_retry_from_policy.py
+++ b/litellm/router_utils/get_retry_from_policy.py
@@ -1,6 +1,7 @@
 """Resolve how many retries a RetryPolicy grants for a given exception."""
 
 from collections.abc import Callable, Mapping
+from itertools import chain
 from types import MappingProxyType
 from typing import Final
 
@@ -28,6 +29,11 @@ _RETRIES_BY_EXCEPTION_TYPE: Final[Mapping[type, Callable[[RetryPolicy], int | No
 )
 
 
+def _retries_for_a_404_answer(exception: Exception, policy: RetryPolicy) -> int | None:
+    status_code: Final = getattr(exception, "status_code", None)
+    return policy.NotFoundErrorRetries if status_code == 404 else None
+
+
 def _resolve_policy(
     retry_policy: RetryPolicy | Mapping[str, int | None] | None,
     model_group: str | None,
@@ -49,13 +55,14 @@ def get_num_retries_from_retry_policy(
     model_group: str | None = None,
     model_group_retry_policy: Mapping[str, RetryPolicy | Mapping[str, int | None]] | None = None,
 ) -> int | None:
-    """Walk the exception's MRO, most specific class first, and return the first configured retry count."""
+    """Prefer NotFoundErrorRetries for any 404 answer, then walk the exception's MRO most specific class first."""
     policy: Final = _resolve_policy(retry_policy, model_group, model_group_retry_policy)
     if policy is None:
         return None
-    configured: Final = (
+    by_class: Final = (
         _RETRIES_BY_EXCEPTION_TYPE[cls](policy) for cls in type(exception).__mro__ if cls in _RETRIES_BY_EXCEPTION_TYPE
     )
+    configured: Final = chain((_retries_for_a_404_answer(exception, policy),), by_class)
     return next((retries for retries in configured if retries is not None), policy.DefaultRetries)
 
 
diff --git a/litellm/rust_bridge/_native.pyi b/litellm/rust_bridge/_native.pyi
index c0a06364261..05a6df6d5af 100644
--- a/litellm/rust_bridge/_native.pyi
+++ b/litellm/rust_bridge/_native.pyi
@@ -100,6 +100,8 @@ class TokenCounter:
     def from_cl100k_ranks(rank_file: str) -> TokenCounter: ...
     @staticmethod
     def from_o200k_ranks(rank_file: str) -> TokenCounter: ...
+    @staticmethod
+    def from_tiktoken(encoding: str) -> TokenCounter: ...
     def acount_request(self, body: bytes) -> Future[dict[str, object]]: ...
 
 def gil_stats() -> dict[str, int]: ...
diff --git a/litellm/rust_bridge/legacy_callbacks.py b/litellm/rust_bridge/callbacks_legacy_python.py
similarity index 100%
rename from litellm/rust_bridge/legacy_callbacks.py
rename to litellm/rust_bridge/callbacks_legacy_python.py
diff --git a/litellm/types/llms/anthropic.py b/litellm/types/llms/anthropic.py
index bcd24695f25..c59c88698f7 100644
--- a/litellm/types/llms/anthropic.py
+++ b/litellm/types/llms/anthropic.py
@@ -411,6 +411,7 @@ class AnthropicMessagesRequestOptionalParams(TypedDict, total=False):
     output_config: AnthropicOutputConfig | None  # Configuration for Claude's output behavior
     cache_control: dict[str, Any] | None  # Automatic prompt caching
     reasoning_effort: str | None
+    safeguards: ReadOnly[list[dict[str, object]] | None]
 
 
 class AnthropicMessagesRequest(AnthropicMessagesRequestOptionalParams, total=False):
@@ -530,6 +531,7 @@ class AnthropicStopDetails(TypedDict, total=False):
 class MessageDelta(TypedDict, total=False):
     stop_reason: str | None
     stop_details: ReadOnly[AnthropicStopDetails]
+    safeguard_results: ReadOnly[list[dict[str, object]]]
 
 
 class ServerToolUsage(TypedDict, total=False):
@@ -600,6 +602,7 @@ class MessageChunk(TypedDict, total=False):
     stop_reason: str | None
     stop_sequence: str | None
     usage: UsageDelta
+    safeguard_results: ReadOnly[list[dict[str, object]]]
 
 
 class MessageStartBlock(TypedDict):
diff --git a/litellm/types/llms/anthropic_messages/anthropic_response.py b/litellm/types/llms/anthropic_messages/anthropic_response.py
index 038a23a3ca2..1d4c3cdc864 100644
--- a/litellm/types/llms/anthropic_messages/anthropic_response.py
+++ b/litellm/types/llms/anthropic_messages/anthropic_response.py
@@ -97,3 +97,4 @@ class AnthropicMessagesResponse(TypedDict, total=False):
     type: Literal["message"] | None
     usage: AnthropicUsage | None
     context_management: NotRequired[ContextManagementResponse]
+    safeguard_results: NotRequired[ReadOnly[list[dict[str, object]]]]
diff --git a/litellm/types/router.py b/litellm/types/router.py
index aef64c09417..a75b4654cab 100644
--- a/litellm/types/router.py
+++ b/litellm/types/router.py
@@ -109,6 +109,7 @@ class RetryPolicy(BaseModel):
     ContentPolicyViolationErrorRetries: int | None = None
     InternalServerErrorRetries: int | None = None
     ServiceUnavailableErrorRetries: int | None = None
+    NotFoundErrorRetries: int | None = None
     DefaultRetries: int | None = None
 
 
diff --git a/litellm/types/utils.py b/litellm/types/utils.py
index b725acf6906..5a80644347e 100644
--- a/litellm/types/utils.py
+++ b/litellm/types/utils.py
@@ -255,6 +255,7 @@ class ModelInfoBase(ProviderSpecificModelInfo, total=False):
     cache_creation_input_token_cost_ultrafast: ReadOnly[float | None]  # OpenAI ultrafast service tier pricing
     cache_read_input_token_cost: float | None
     cache_read_input_audio_token_cost: ReadOnly[float | None]
+    cache_read_input_image_token_cost: ReadOnly[float | None]
     cache_read_input_token_cost_flex: float | None  # OpenAI flex service tier pricing
     cache_read_input_token_cost_priority: float | None  # OpenAI priority service tier pricing
     cache_read_input_token_cost_ultrafast: ReadOnly[float | None]  # OpenAI ultrafast service tier pricing
@@ -3527,6 +3528,10 @@ OPENAI_RESPONSE_HEADERS: Final = [
 ]
 
 
+OtelSpanScope = Literal["full", "llm_only"]
+OTEL_SPAN_SCOPES: Final[frozenset[str]] = frozenset(get_args(OtelSpanScope))
+
+
 class StandardCallbackDynamicParams(TypedDict, total=False):
     # Langfuse dynamic params
     langfuse_public_key: str | None
@@ -3534,6 +3539,7 @@ class StandardCallbackDynamicParams(TypedDict, total=False):
     langfuse_secret_key: str | None
     langfuse_host: str | None
     langfuse_environment: ReadOnly[str | None]
+    langfuse_span_scope: ReadOnly[OtelSpanScope | None]
 
     # Langfuse prompt version
     langfuse_prompt_version: int | None
@@ -3630,6 +3636,7 @@ class CustomPricingLiteLLMParams(MirroredPricingParams):
     cache_read_input_token_cost_above_272k_tokens_priority: float | None = None
     cache_read_input_token_cost_above_272k_tokens_flex: float | None = None
     cache_read_input_audio_token_cost: float | None = None
+    cache_read_input_image_token_cost: float | None = None
     input_cost_per_character_above_128k_tokens: float | None = None
     input_cost_per_audio_token: float | None = None
     input_cost_per_token_cache_hit: float | None = None
diff --git a/litellm/utils.py b/litellm/utils.py
index f3b9fcfd1ed..20b8461066c 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -9432,6 +9432,10 @@ class ProviderConfigManager:
             from litellm.llms.runwayml.videos.transformation import RunwayMLVideoConfig
 
             return RunwayMLVideoConfig()
+        elif LlmProviders.FAL_AI == provider:
+            from litellm.llms.fal_ai.videos.transformation import FalAIVideoConfig
+
+            return FalAIVideoConfig()
         elif LlmProviders.HOSTED_VLLM == provider:
             from litellm.llms.hosted_vllm.videos import get_hosted_vllm_video_config
 
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index 4b0f5e8b49a..5755c1e7f9b 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -1327,7 +1327,7 @@
         "bedrock_output_config_effort_ceiling": "xhigh",
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 2048,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "anthropic.claude-mythos-preview": {
         "input_cost_per_token": 0,
@@ -1381,7 +1381,7 @@
         "bedrock_output_config_effort_ceiling": "xhigh",
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 2048,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "us.anthropic.claude-opus-4-7": {
         "bedrock_converse_supports_strict_tools": false,
@@ -1419,7 +1419,7 @@
         "bedrock_output_config_effort_ceiling": "xhigh",
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 2048,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "eu.anthropic.claude-opus-4-7": {
         "bedrock_converse_supports_strict_tools": false,
@@ -1531,7 +1531,7 @@
         "bedrock_output_config_effort_ceiling": "xhigh",
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 512,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "anthropic.claude-fable-5-1": {
         "cache_creation_input_token_cost": 1.25e-05,
@@ -1570,7 +1570,7 @@
         "bedrock_output_config_effort_ceiling": "xhigh",
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 512,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "global.anthropic.claude-fable-5": {
         "cache_creation_input_token_cost": 1.25e-05,
@@ -1608,7 +1608,7 @@
         "bedrock_output_config_effort_ceiling": "xhigh",
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 512,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "global.anthropic.claude-fable-5-1": {
         "cache_creation_input_token_cost": 1.25e-05,
@@ -1647,7 +1647,7 @@
         "bedrock_output_config_effort_ceiling": "xhigh",
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 512,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "us.anthropic.claude-fable-5": {
         "cache_creation_input_token_cost": 1.375e-05,
@@ -1685,7 +1685,7 @@
         "bedrock_output_config_effort_ceiling": "xhigh",
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 512,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "us.anthropic.claude-fable-5-1": {
         "cache_creation_input_token_cost": 1.375e-05,
@@ -1724,7 +1724,7 @@
         "bedrock_output_config_effort_ceiling": "xhigh",
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 512,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "eu.anthropic.claude-fable-5": {
         "cache_creation_input_token_cost": 1.375e-05,
@@ -1837,7 +1837,7 @@
         "supports_output_config": true,
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 512,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "global.anthropic.claude-opus-5": {
         "bedrock_converse_supports_strict_tools": false,
@@ -1875,7 +1875,7 @@
         "supports_output_config": true,
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 512,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "us.anthropic.claude-opus-5": {
         "bedrock_converse_supports_strict_tools": false,
@@ -1913,7 +1913,7 @@
         "supports_output_config": true,
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 512,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "eu.anthropic.claude-opus-5": {
         "bedrock_converse_supports_strict_tools": false,
@@ -2063,7 +2063,7 @@
         "bedrock_output_config_effort_ceiling": "xhigh",
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 1024,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "global.anthropic.claude-opus-4-8": {
         "bedrock_converse_supports_strict_tools": false,
@@ -2102,7 +2102,7 @@
         "bedrock_output_config_effort_ceiling": "xhigh",
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 1024,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "us.anthropic.claude-opus-4-8": {
         "bedrock_converse_supports_strict_tools": false,
@@ -2141,7 +2141,7 @@
         "bedrock_output_config_effort_ceiling": "xhigh",
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 1024,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "eu.anthropic.claude-opus-4-8": {
         "bedrock_converse_supports_strict_tools": false,
@@ -2329,7 +2329,7 @@
         "bedrock_output_config_effort_ceiling": "xhigh",
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 1024,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "global.anthropic.claude-sonnet-5": {
         "bedrock_converse_supports_strict_tools": false,
@@ -2368,7 +2368,7 @@
         "bedrock_output_config_effort_ceiling": "xhigh",
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 1024,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "us.anthropic.claude-sonnet-5": {
         "bedrock_converse_supports_strict_tools": false,
@@ -2407,7 +2407,7 @@
         "bedrock_output_config_effort_ceiling": "xhigh",
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 1024,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "eu.anthropic.claude-sonnet-5": {
         "bedrock_converse_supports_strict_tools": false,
@@ -2556,7 +2556,7 @@
         "supports_output_config": true,
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 1024,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "global.anthropic.claude-sonnet-4-6": {
         "supports_adaptive_thinking": true,
@@ -2591,7 +2591,7 @@
         "supports_output_config": true,
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 1024,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "us.anthropic.claude-sonnet-4-6": {
         "supports_adaptive_thinking": true,
@@ -2626,7 +2626,7 @@
         "supports_output_config": true,
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 1024,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json"
+        "source": "https://aws.amazon.com/bedrock/pricing/"
     },
     "eu.anthropic.claude-sonnet-4-6": {
         "supports_adaptive_thinking": true,
@@ -3740,6 +3740,21 @@
         "supports_vision": true,
         "supports_web_search": true
     },
+    "azure_ai/gpt-image-2": {
+        "cache_read_input_image_token_cost": 2e-06,
+        "cache_read_input_token_cost": 1.25e-06,
+        "input_cost_per_image_token": 8e-06,
+        "input_cost_per_token": 5e-06,
+        "litellm_provider": "azure_ai",
+        "mode": "image_generation",
+        "output_cost_per_image_token": 3e-05,
+        "source": "https://azure.microsoft.com/en-us/pricing/details/cognitive-services/openai-service/",
+        "supported_endpoints": [
+            "/v1/images/generations",
+            "/v1/images/edits"
+        ],
+        "supports_vision": true
+    },
     "azure_ai/codex-mini": {
         "cache_read_input_token_cost": 3.75e-07,
         "deprecation_date": "2026-11-15",
@@ -11159,6 +11174,20 @@
         ],
         "deprecation_date": "2026-10-01"
     },
+    "azure_ai/MAI-Image-2.5-Pro": {
+        "deprecation_date": "2026-10-01",
+        "input_cost_per_image_token": 8e-06,
+        "input_cost_per_token": 5e-06,
+        "litellm_provider": "azure_ai",
+        "mode": "image_generation",
+        "output_cost_per_image": 0.1085,
+        "output_cost_per_image_token": 0.000106,
+        "source": "https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/introducing-mai-image-2-5-pro-and-mai-voice-2-flash-in-microsoft-foundry/4539446",
+        "supported_endpoints": [
+            "/v1/images/generations",
+            "/v1/images/edits"
+        ]
+    },
     "azure_ai/MAI-Image-2e": {
         "deprecation_date": "2026-08-15",
         "input_cost_per_token": 5e-06,
@@ -21888,6 +21917,7 @@
         "supports_tool_choice": true
     },
     "deepseek/deepseek-coder": {
+        "cache_read_input_token_cost": 1.4e-08,
         "input_cost_per_token": 1.4e-07,
         "input_cost_per_token_cache_hit": 1.4e-08,
         "litellm_provider": "deepseek",
@@ -21902,6 +21932,7 @@
         "supports_tool_choice": true
     },
     "deepseek/deepseek-r1": {
+        "cache_read_input_token_cost": 1.4e-07,
         "input_cost_per_token": 5.5e-07,
         "input_cost_per_token_cache_hit": 1.4e-07,
         "litellm_provider": "deepseek",
@@ -21957,6 +21988,7 @@
         "supports_tool_choice": true
     },
     "deepseek/deepseek-v3.2": {
+        "cache_read_input_token_cost": 2.8e-08,
         "input_cost_per_token": 2.8e-07,
         "input_cost_per_token_cache_hit": 2.8e-08,
         "litellm_provider": "deepseek",
@@ -21987,16 +22019,19 @@
     "deepseek.v3.2": {
         "input_cost_per_token": 6.2e-07,
         "litellm_provider": "bedrock_converse",
-        "max_input_tokens": 163840,
-        "max_output_tokens": 163840,
-        "max_tokens": 163840,
+        "max_input_tokens": 164000,
+        "max_output_tokens": 8000,
+        "max_tokens": 8000,
         "mode": "chat",
         "output_cost_per_token": 1.85e-06,
         "supports_function_calling": true,
         "supports_reasoning": true,
         "supports_native_structured_output": true,
         "supports_tool_choice": true,
-        "source": "https://aws.amazon.com/bedrock/pricing/"
+        "source": "https://aws.amazon.com/bedrock/pricing/",
+        "supports_audio_input": false,
+        "supports_response_schema": true,
+        "supports_vision": false
     },
     "dolphin": {
         "input_cost_per_token": 5e-07,
@@ -22801,6 +22836,127 @@
             "/v1/images/generations"
         ]
     },
+    "fal_ai/bytedance/seedance-2.5/text-to-video": {
+        "litellm_provider": "fal_ai",
+        "mode": "video_generation",
+        "output_cost_per_second": 0.473,
+        "output_cost_per_second_480p": 0.2205,
+        "output_cost_per_second_720p": 0.473,
+        "source": "https://fal.ai/models/bytedance/seedance-2.5/text-to-video",
+        "supported_endpoints": [
+            "/v1/videos"
+        ],
+        "supported_modalities": [
+            "text"
+        ],
+        "supported_output_modalities": [
+            "video"
+        ]
+    },
+    "fal_ai/bytedance/seedance-2.5/image-to-video": {
+        "litellm_provider": "fal_ai",
+        "mode": "video_generation",
+        "output_cost_per_second": 0.473,
+        "output_cost_per_second_480p": 0.2205,
+        "output_cost_per_second_720p": 0.473,
+        "source": "https://fal.ai/models/bytedance/seedance-2.5/image-to-video",
+        "supported_endpoints": [
+            "/v1/videos"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "video"
+        ]
+    },
+    "fal_ai/bytedance/seedance-2.5/reference-to-video": {
+        "litellm_provider": "fal_ai",
+        "mode": "video_generation",
+        "output_cost_per_second": 0.473,
+        "output_cost_per_second_480p": 0.2205,
+        "output_cost_per_second_720p": 0.473,
+        "source": "https://fal.ai/models/bytedance/seedance-2.5/reference-to-video",
+        "supported_endpoints": [
+            "/v1/videos"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "video"
+        ]
+    },
+    "fal_ai/bytedance/seedance-2.0/text-to-video": {
+        "litellm_provider": "fal_ai",
+        "mode": "video_generation",
+        "output_cost_per_second": 0.3034,
+        "output_cost_per_second_480p": 0.1346,
+        "output_cost_per_second_720p": 0.3034,
+        "output_cost_per_second_1080p": 0.682,
+        "output_cost_per_second_4k": 1.5552,
+        "source": "https://fal.ai/models/bytedance/seedance-2.0/text-to-video",
+        "metadata": {
+            "comment": "fal bills $0.014 per 1k tokens (480p/720p/1080p) and $0.008 per 1k tokens (4k) with tokens = h*w*seconds*24/1024; 480p and 4k rates derived from that formula at 854x480 and 3840x2160"
+        },
+        "supported_endpoints": [
+            "/v1/videos"
+        ],
+        "supported_modalities": [
+            "text"
+        ],
+        "supported_output_modalities": [
+            "video"
+        ]
+    },
+    "fal_ai/bytedance/seedance-2.0/image-to-video": {
+        "litellm_provider": "fal_ai",
+        "mode": "video_generation",
+        "output_cost_per_second": 0.3034,
+        "output_cost_per_second_480p": 0.1346,
+        "output_cost_per_second_720p": 0.3034,
+        "output_cost_per_second_1080p": 0.682,
+        "output_cost_per_second_4k": 1.5552,
+        "source": "https://fal.ai/models/bytedance/seedance-2.0/image-to-video",
+        "metadata": {
+            "comment": "fal bills $0.014 per 1k tokens (480p/720p/1080p) and $0.008 per 1k tokens (4k) with tokens = h*w*seconds*24/1024; 480p and 4k rates derived from that formula at 854x480 and 3840x2160"
+        },
+        "supported_endpoints": [
+            "/v1/videos"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "video"
+        ]
+    },
+    "fal_ai/bytedance/seedance-2.0/reference-to-video": {
+        "litellm_provider": "fal_ai",
+        "mode": "video_generation",
+        "output_cost_per_second": 0.3034,
+        "output_cost_per_second_480p": 0.1346,
+        "output_cost_per_second_720p": 0.3034,
+        "output_cost_per_second_1080p": 0.682,
+        "output_cost_per_second_4k": 1.5552,
+        "source": "https://fal.ai/models/bytedance/seedance-2.0/reference-to-video",
+        "metadata": {
+            "comment": "fal bills $0.014 per 1k tokens (480p/720p/1080p) and $0.008 per 1k tokens (4k) with tokens = h*w*seconds*24/1024; 480p and 4k rates derived from that formula at 854x480 and 3840x2160"
+        },
+        "supported_endpoints": [
+            "/v1/videos"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "video"
+        ]
+    },
     "fal_ai/fal-ai/ideogram/v3": {
         "litellm_provider": "fal_ai",
         "mode": "image_generation",
@@ -23675,6 +23831,25 @@
         "supports_tool_choice": true,
         "supports_vision": false
     },
+    "fireworks_ai/deepseek-v4-pro-0813": {
+        "cache_read_input_token_cost": 4.4e-08,
+        "cache_read_input_token_cost_priority": 5.5e-08,
+        "input_cost_per_token": 1.32e-06,
+        "input_cost_per_token_priority": 1.65e-06,
+        "litellm_provider": "fireworks_ai",
+        "max_input_tokens": 1048576,
+        "max_output_tokens": 131072,
+        "max_tokens": 131072,
+        "mode": "chat",
+        "output_cost_per_token": 3.96e-06,
+        "output_cost_per_token_priority": 4.95e-06,
+        "source": "https://api.fireworks.ai/v1/serverless/models",
+        "supports_function_calling": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_tool_choice": true,
+        "supports_vision": false
+    },
     "fireworks_ai/accounts/fireworks/models/firefunction-v2": {
         "input_cost_per_token": 9e-07,
         "litellm_provider": "fireworks_ai",
@@ -24061,7 +24236,7 @@
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_tool_choice": true,
-        "supports_vision": true
+        "supports_vision": false
     },
     "fireworks_ai/accounts/fireworks/models/mixtral-8x22b-instruct-hf": {
         "input_cost_per_token": 1.2e-06,
@@ -24387,7 +24562,7 @@
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_tool_choice": true,
-        "supports_vision": true
+        "supports_vision": false
     },
     "fireworks_ai/qwen3p7-plus": {
         "cache_read_input_token_cost": 8e-08,
@@ -30181,10 +30356,14 @@
         "input_cost_per_token": 9e-08,
         "litellm_provider": "bedrock_converse",
         "max_input_tokens": 128000,
-        "max_output_tokens": 8192,
-        "max_tokens": 8192,
+        "max_output_tokens": 8000,
+        "max_tokens": 8000,
         "mode": "chat",
         "output_cost_per_token": 2.9e-07,
+        "source": "https://aws.amazon.com/bedrock/pricing/",
+        "supports_audio_input": false,
+        "supports_function_calling": true,
+        "supports_response_schema": true,
         "supports_system_messages": true,
         "supports_vision": true
     },
@@ -30203,10 +30382,13 @@
         "input_cost_per_token": 4e-08,
         "litellm_provider": "bedrock_converse",
         "max_input_tokens": 128000,
-        "max_output_tokens": 8192,
-        "max_tokens": 8192,
+        "max_output_tokens": 8000,
+        "max_tokens": 8000,
         "mode": "chat",
         "output_cost_per_token": 8e-08,
+        "source": "https://aws.amazon.com/bedrock/pricing/",
+        "supports_audio_input": false,
+        "supports_function_calling": true,
         "supports_system_messages": true,
         "supports_vision": true
     },
@@ -35123,6 +35305,7 @@
         "mode": "chat",
         "output_cost_per_token": 3e-06,
         "source": "https://console.groq.com/docs/model/qwen/qwen3.6-27b",
+        "deprecation_date": "2026-09-14",
         "supports_function_calling": true,
         "supports_reasoning": true,
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@@ -36824,38 +37007,49 @@
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+    "fireworks_ai/glm-5p3": {
+        "cache_read_input_token_cost": 2.6e-07,
+        "cache_read_input_token_cost_priority": 3.25e-07,
+        "input_cost_per_token": 1.4e-06,
+        "input_cost_per_token_priority": 1.75e-06,
+        "litellm_provider": "fireworks_ai",
+        "max_input_tokens": 1048576,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "output_cost_per_token": 4.4e-06,
+        "output_cost_per_token_priority": 5.5e-06,
+        "source": "https://api.fireworks.ai/v1/serverless/models",
+        "supports_function_calling": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_tool_choice": true,
+        "supports_vision": false
+    },
     "fireworks_ai/accounts/fireworks/routers/glm-5p3-fast": {
         "cache_read_input_token_cost": 3.9e-07,
         "input_cost_per_token": 2.1e-06,
@@ -64137,6 +64476,23 @@
         "supports_tool_choice": true,
         "supports_vision": true
     },
+    "fireworks_ai/glm-5p3-flash": {
+        "cache_read_input_token_cost": 3e-08,
+        "cache_read_input_token_cost_priority": 3.75e-08,
+        "input_cost_per_token": 1.5e-07,
+        "input_cost_per_token_priority": 1.875e-07,
+        "litellm_provider": "fireworks_ai",
+        "max_input_tokens": 1048576,
+        "max_tokens": 1048576,
+        "mode": "chat",
+        "output_cost_per_token": 5e-07,
+        "output_cost_per_token_priority": 6.25e-07,
+        "source": "https://api.fireworks.ai/v1/serverless/models",
+        "supports_function_calling": true,
+        "supports_response_schema": true,
+        "supports_tool_choice": true,
+        "supports_vision": true
+    },
     "fireworks_ai/accounts/fireworks/models/inkling": {
         "cache_read_input_token_cost": 1.7e-07,
         "input_cost_per_token": 1e-06,
@@ -64177,12 +64533,12 @@
         "supports_tool_choice": true
     },
     "together_ai/Qwen/Qwen3.8-Flash": {
-        "input_cost_per_token": 1.5e-07,
+        "input_cost_per_token": 9e-08,
         "litellm_provider": "together_ai",
         "max_input_tokens": 1000000,
         "max_tokens": 1000000,
         "mode": "chat",
-        "output_cost_per_token": 4.7e-07,
+        "output_cost_per_token": 2.82e-07,
         "source": "https://api.together.ai/v1/models"
     },
     "together_ai/moonshotai/Kimi-K2.6": {
@@ -65639,7 +65995,7 @@
         "thinking_always_on": true,
         "source": "https://openrouter.ai/api/v1/models",
         "supports_function_calling": true,
-        "supports_tool_choice": false,
+        "supports_tool_choice": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
         "supports_vision": true,
@@ -66405,13 +66761,13 @@
         "supports_web_search": false
     },
     "openrouter/z-ai/glm-5.3-flash": {
-        "input_cost_per_token": 9e-08,
-        "output_cost_per_token": 3e-07,
-        "cache_read_input_token_cost": 1.8e-08,
+        "input_cost_per_token": 7.5e-08,
+        "output_cost_per_token": 2.5e-07,
+        "cache_read_input_token_cost": 2e-08,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1310720,
-        "max_output_tokens": 131072,
-        "max_tokens": 131072,
+        "max_output_tokens": 102400,
+        "max_tokens": 102400,
         "mode": "chat",
         "source": "https://openrouter.ai/api/v1/models",
         "supports_audio_input": false,
@@ -66425,13 +66781,13 @@
         "supports_web_search": false
     },
     "openrouter/deepseek/deepseek-v4-flash-vision-exp": {
-        "input_cost_per_token": 2.156e-07,
-        "output_cost_per_token": 6.468e-07,
-        "cache_read_input_token_cost": 6.86e-09,
+        "input_cost_per_token": 2.2e-07,
+        "output_cost_per_token": 6.6e-07,
+        "cache_read_input_token_cost": 7e-09,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
-        "max_output_tokens": 262144,
-        "max_tokens": 262144,
+        "max_output_tokens": 943718,
+        "max_tokens": 943718,
         "mode": "chat",
         "source": "https://openrouter.ai/api/v1/models",
         "supports_audio_input": false,
@@ -66466,9 +66822,9 @@
         "supports_web_search": false
     },
     "openrouter/qwen/qwen3.8-27b": {
-        "input_cost_per_token": 2.14e-07,
-        "output_cost_per_token": 2.55e-06,
-        "cache_read_input_token_cost": 1.5e-07,
+        "input_cost_per_token": 4.2e-07,
+        "output_cost_per_token": 3e-06,
+        "cache_read_input_token_cost": 8.5e-08,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1000000,
         "max_output_tokens": 131072,
@@ -66565,7 +66921,7 @@
     },
     "openrouter/deepseek/deepseek-v4-flash-0731": {
         "input_cost_per_token": 4e-08,
-        "output_cost_per_token": 8e-08,
+        "output_cost_per_token": 1.6e-07,
         "cache_read_input_token_cost": 1.6e-08,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1310720,
@@ -66649,9 +67005,9 @@
         "supports_web_search": false
     },
     "openrouter/moonshotai/kimi-k3": {
-        "input_cost_per_token": 1.7e-06,
-        "output_cost_per_token": 8.5e-06,
-        "cache_read_input_token_cost": 1.7e-07,
+        "input_cost_per_token": 3e-06,
+        "output_cost_per_token": 1.5e-05,
+        "cache_read_input_token_cost": 3e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
         "max_output_tokens": 943718,
@@ -66772,9 +67128,9 @@
         "supports_web_search": true
     },
     "openrouter/z-ai/glm-5.2": {
-        "input_cost_per_token": 5.544e-07,
-        "output_cost_per_token": 1.7424e-06,
-        "cache_read_input_token_cost": 1.0296e-07,
+        "input_cost_per_token": 6.496e-07,
+        "output_cost_per_token": 2.0416e-06,
+        "cache_read_input_token_cost": 1.2064e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
         "max_output_tokens": 131072,
@@ -67030,8 +67386,8 @@
         "supports_web_search": false
     },
     "openrouter/qwen/qwen3.6-35b-a3b": {
-        "input_cost_per_token": 1e-07,
-        "output_cost_per_token": 9e-07,
+        "input_cost_per_token": 1.5e-07,
+        "output_cost_per_token": 1e-06,
         "cache_read_input_token_cost": 5e-08,
         "litellm_provider": "openrouter",
         "max_input_tokens": 262144,
@@ -67134,9 +67490,9 @@
         "supports_web_search": true
     },
     "openrouter/deepseek/deepseek-v4-flash": {
-        "input_cost_per_token": 4.032e-08,
-        "output_cost_per_token": 8.064e-08,
-        "cache_read_input_token_cost": 8.064e-09,
+        "input_cost_per_token": 5.544e-08,
+        "output_cost_per_token": 1.1088e-07,
+        "cache_read_input_token_cost": 1.1088e-08,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
         "max_output_tokens": 384000,
@@ -67392,8 +67748,8 @@
         "output_cost_per_token": 1.5e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 262144,
-        "max_output_tokens": 235929,
-        "max_tokens": 235929,
+        "max_output_tokens": 32768,
+        "max_tokens": 32768,
         "mode": "chat",
         "source": "https://openrouter.ai/api/v1/models",
         "supports_audio_input": false,
@@ -67949,6 +68305,7 @@
         "input_cost_per_token": 2.7e-07,
         "output_cost_per_token": 1e-06,
         "cache_read_input_token_cost": 1.35e-07,
+        "deprecation_date": "2026-09-28",
         "litellm_provider": "openrouter",
         "max_input_tokens": 163840,
         "max_output_tokens": 32768,
@@ -68491,8 +68848,8 @@
         "supports_web_search": true
     },
     "openrouter/meta-llama/llama-4-maverick": {
-        "input_cost_per_token": 1.875e-07,
-        "output_cost_per_token": 6.525e-07,
+        "input_cost_per_token": 2e-07,
+        "output_cost_per_token": 8e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
         "max_output_tokens": 16384,
@@ -68690,6 +69047,7 @@
         "supports_web_search": false
     },
     "openrouter/deepseek/deepseek-r1-distill-llama-70b": {
+        "deprecation_date": "2026-09-28",
         "input_cost_per_token": 8e-07,
         "output_cost_per_token": 8e-07,
         "litellm_provider": "openrouter",
@@ -71098,7 +71456,7 @@
         "supports_prompt_caching": true,
         "supports_reasoning": true,
         "supports_response_schema": true,
-        "supports_tool_choice": false,
+        "supports_tool_choice": true,
         "supports_vision": true,
         "supports_web_search": true
     },
@@ -71169,14 +71527,15 @@
         "supports_web_search": true
     },
     "openrouter/~deepseek/deepseek-flash-latest": {
-        "cache_read_input_token_cost": 2.6e-09,
-        "input_cost_per_token": 1.3e-07,
+        "cache_read_input_token_cost": 6e-09,
+        "input_cost_per_token": 3e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
-        "max_output_tokens": 943718,
-        "max_tokens": 943718,
+        "max_output_tokens": 384000,
+        "max_tokens": 384000,
         "mode": "chat",
-        "output_cost_per_token": 5.2e-07,
+        "off_peak_pricing": {"windows":[{"weekdays":["saturday","sunday"],"hours_utc":"00:00-00:00"},{"weekdays":["monday","tuesday","wednesday","thursday","friday"],"hours_utc":"00:00-01:00"},{"weekdays":["monday","tuesday","wednesday","thursday","friday"],"hours_utc":"04:00-06:00"},{"weekdays":["monday","tuesday","wednesday","thursday","friday"],"hours_utc":"10:00-00:00"}],"input_cost_per_token":1.5e-7,"output_cost_per_token":6e-7,"cache_read_input_token_cost":3e-9},
+        "output_cost_per_token": 1.2e-06,
         "source": "https://openrouter.ai/api/v1/models",
         "supports_audio_input": false,
         "supports_function_calling": true,
@@ -71189,14 +71548,15 @@
         "supports_web_search": false
     },
     "openrouter/~deepseek/deepseek-pro-latest": {
-        "cache_read_input_token_cost": 1.8396e-08,
-        "input_cost_per_token": 5.7816e-07,
+        "cache_read_input_token_cost": 1.8102e-08,
+        "input_cost_per_token": 5.6892e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
         "max_output_tokens": 393216,
         "max_tokens": 393216,
         "mode": "chat",
-        "output_cost_per_token": 1.73448e-06,
+        "off_peak_pricing": {"windows":[{"weekdays":["saturday","sunday"],"hours_utc":"00:00-00:00"},{"weekdays":["monday","tuesday","wednesday","thursday","friday"],"hours_utc":"00:00-01:00"},{"weekdays":["monday","tuesday","wednesday","thursday","friday"],"hours_utc":"04:00-06:00"},{"weekdays":["monday","tuesday","wednesday","thursday","friday"],"hours_utc":"10:00-00:00"}],"input_cost_per_token":5.6892e-7,"output_cost_per_token":0.00000170676,"cache_read_input_token_cost":1.8102e-8},
+        "output_cost_per_token": 1.70676e-06,
         "source": "https://openrouter.ai/api/v1/models",
         "supports_audio_input": false,
         "supports_function_calling": true,
@@ -71216,7 +71576,7 @@
         "max_output_tokens": 943718,
         "max_tokens": 943718,
         "mode": "chat",
-        "output_cost_per_token": 8e-08,
+        "output_cost_per_token": 1.6e-07,
         "source": "https://openrouter.ai/api/v1/models",
         "supports_audio_input": false,
         "supports_function_calling": true,
@@ -71278,14 +71638,14 @@
         "supports_web_search": true
     },
     "openrouter/~moonshotai/kimi-latest": {
-        "cache_read_input_token_cost": 1.7e-07,
-        "input_cost_per_token": 1.7e-06,
+        "cache_read_input_token_cost": 3e-07,
+        "input_cost_per_token": 3e-06,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1048576,
         "max_output_tokens": 943718,
         "max_tokens": 943718,
         "mode": "chat",
-        "output_cost_per_token": 8.5e-06,
+        "output_cost_per_token": 1.5e-05,
         "source": "https://openrouter.ai/api/v1/models",
         "supports_audio_input": false,
         "supports_function_calling": true,
@@ -71418,17 +71778,17 @@
         "supports_web_search": true
     },
     "openrouter/~x-ai/grok-latest": {
-        "cache_read_input_token_cost": 5e-07,
-        "cache_read_input_token_cost_above_200k_tokens": 1e-06,
-        "input_cost_per_token": 2e-06,
-        "input_cost_per_token_above_200k_tokens": 4e-06,
+        "cache_read_input_token_cost": 4e-07,
+        "cache_read_input_token_cost_above_200k_tokens": 8e-07,
+        "input_cost_per_token": 1.6e-06,
+        "input_cost_per_token_above_200k_tokens": 3.2e-06,
         "litellm_provider": "openrouter",
         "max_input_tokens": 500000,
         "max_output_tokens": 450000,
         "max_tokens": 450000,
         "mode": "chat",
-        "output_cost_per_token": 6e-06,
-        "output_cost_per_token_above_200k_tokens": 1.2e-05,
+        "output_cost_per_token": 4.8e-06,
+        "output_cost_per_token_above_200k_tokens": 9.6e-06,
         "source": "https://openrouter.ai/api/v1/models",
         "supports_audio_input": false,
         "supports_function_calling": true,
@@ -71441,12 +71801,12 @@
         "supports_web_search": true
     },
     "openrouter/~z-ai/glm-flash-latest": {
-        "cache_read_input_token_cost": 1.5e-08,
+        "cache_read_input_token_cost": 2e-08,
         "input_cost_per_token": 7.5e-08,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1310720,
-        "max_output_tokens": 131072,
-        "max_tokens": 131072,
+        "max_output_tokens": 102400,
+        "max_tokens": 102400,
         "mode": "chat",
         "output_cost_per_token": 2.5e-07,
         "source": "https://openrouter.ai/api/v1/models",
@@ -71461,14 +71821,14 @@
         "supports_web_search": false
     },
     "openrouter/~z-ai/glm-latest": {
-        "cache_read_input_token_cost": 1.5678e-07,
-        "input_cost_per_token": 8.442e-07,
+        "cache_read_input_token_cost": 1.69e-07,
+        "input_cost_per_token": 9.1e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 1310720,
         "max_output_tokens": 131072,
         "max_tokens": 131072,
         "mode": "chat",
-        "output_cost_per_token": 2.6532e-06,
+        "output_cost_per_token": 2.86e-06,
         "source": "https://openrouter.ai/api/v1/models",
         "supports_audio_input": false,
         "supports_function_calling": true,
@@ -71963,6 +72323,7 @@
         "supports_web_search": false
     },
     "openrouter/baidu/ernie-4.5-vl-424b-a47b": {
+        "deprecation_date": "2026-10-08",
         "input_cost_per_token": 4.2e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 123000,
@@ -72894,13 +73255,13 @@
     },
     "openrouter/meta/muse-glimmer-30b": {
         "cache_read_input_token_cost": 4e-08,
-        "input_cost_per_token": 3.5e-07,
+        "input_cost_per_token": 3e-07,
         "litellm_provider": "openrouter",
         "max_input_tokens": 131072,
-        "max_output_tokens": 117964,
-        "max_tokens": 117964,
+        "max_output_tokens": 16384,
+        "max_tokens": 16384,
         "mode": "chat",
-        "output_cost_per_token": 1.5e-06,
+        "output_cost_per_token": 1.2e-06,
         "source": "https://openrouter.ai/api/v1/models",
         "supports_audio_input": false,
         "supports_function_calling": true,
@@ -75040,5 +75401,44 @@
         "supports_tool_choice": true,
         "supports_vision": true,
         "supports_web_search": false
+    },
+    "openrouter/x-ai/grok-4.7": {
+        "cache_read_input_token_cost": 4e-07,
+        "cache_read_input_token_cost_above_200k_tokens": 8e-07,
+        "input_cost_per_token": 1.6e-06,
+        "input_cost_per_token_above_200k_tokens": 3.2e-06,
+        "litellm_provider": "openrouter",
+        "max_input_tokens": 500000,
+        "max_output_tokens": 450000,
+        "max_tokens": 450000,
+        "mode": "chat",
+        "output_cost_per_token": 4.8e-06,
+        "output_cost_per_token_above_200k_tokens": 9.6e-06,
+        "source": "https://openrouter.ai/api/v1/models",
+        "supports_audio_input": false,
+        "supports_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true
+    },
+    "global.moonshotai.kimi-k3": {
+        "cache_creation_input_token_cost": 3.75e-06,
+        "cache_read_input_token_cost": 3e-07,
+        "input_cost_per_token": 3e-06,
+        "litellm_provider": "bedrock_converse",
+        "max_input_tokens": 1000000,
+        "mode": "chat",
+        "output_cost_per_token": 1.5e-05,
+        "source": "https://aws.amazon.com/bedrock/pricing/",
+        "supports_audio_input": false,
+        "supports_function_calling": true,
+        "supports_prompt_caching": true,
+        "supports_response_schema": true,
+        "supports_tool_choice": true,
+        "supports_vision": true
     }
 }
diff --git a/model_prices_and_context_window.schema.json b/model_prices_and_context_window.schema.json
index 509f957b8d1..5b0a23adfea 100644
--- a/model_prices_and_context_window.schema.json
+++ b/model_prices_and_context_window.schema.json
@@ -137,6 +137,10 @@
           "type": "number",
           "minimum": 0
         },
+        "cache_read_input_image_token_cost": {
+          "type": "number",
+          "minimum": 0
+        },
         "cache_read_input_token_cost": {
           "type": "number",
           "minimum": 0,
diff --git a/proxy_server_config.yaml b/proxy_server_config.yaml
index 703d56bc0cd..24e26ea8e22 100644
--- a/proxy_server_config.yaml
+++ b/proxy_server_config.yaml
@@ -173,7 +173,6 @@ litellm_settings:
   # budget_duration: 30d
   num_retries: 5
   request_timeout: 600
-  telemetry: False
   context_window_fallbacks: [{"gpt-3.5-turbo": ["gpt-3.5-turbo-large"]}]
   default_team_settings: 
     - team_id: team-1
@@ -220,7 +219,7 @@ router_settings:
   model_group_alias: {"my-special-fake-model-alias-name": "fake-openai-endpoint-3"} 
 
 general_settings: 
-  master_key: sk-1234 # [OPTIONAL] Use to enforce auth on proxy. See - https://docs.litellm.ai/docs/proxy/virtual_keys
+  master_key: os.environ/LITELLM_MASTER_KEY # [OPTIONAL] Use to enforce auth on proxy. See - https://docs.litellm.ai/docs/proxy/virtual_keys
   store_model_in_db: True
   proxy_budget_rescheduler_min_time: 60
   proxy_budget_rescheduler_max_time: 64
diff --git a/pyproject.toml b/pyproject.toml
index 821f885dbfc..3b17a397f3c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -196,6 +196,7 @@ dev = [
     "mypy==1.20.1",
     "keyring==25.7.0",
     "pytest==9.0.3",
+    "pytest-socket==0.8.1",
     "tomli==2.4.1; python_version < '3.11'",
     "pytest-mock==3.15.1",
     "pytest-asyncio==1.3.0",
diff --git a/render.yaml b/render.yaml
index 18ad8ff2078..b61385c4d90 100644
--- a/render.yaml
+++ b/render.yaml
@@ -7,6 +7,8 @@ services:
     envVars:
       - key: PORT
         value: 4000
+      - key: LITELLM_MASTER_KEY
+        generateValue: true
     numInstances: 1
     healthCheckPath: /health/liveliness
     autoDeploy: true
diff --git a/scripts/adaptive_router_demo/README.md b/scripts/adaptive_router_demo/README.md
index 1965dbbf168..fc855fc24fe 100644
--- a/scripts/adaptive_router_demo/README.md
+++ b/scripts/adaptive_router_demo/README.md
@@ -41,6 +41,8 @@ The repo ships with a working example config:
 
 ```bash
 export OPENAI_API_KEY=sk-...     # underlying models hit OpenAI
+export LITELLM_MASTER_KEY="sk-$(openssl rand -hex 32)"   # the example config reads its master key from here
+echo "$LITELLM_MASTER_KEY"       # copy it, the chat page and dashboard ask for it
 uv run litellm \
     --config litellm/proxy/example_config_yaml/adaptive_router_example.yaml \
     --port 4000
@@ -83,19 +85,19 @@ The dashboard is a single static HTML file. Either:
 In the connect bar, fill in:
 
 - **Proxy URL:** `http://localhost:4000`
-- **Master Key:** the `master_key` from your config (`sk-1234` in the example).
+- **Master Key:** the `LITELLM_MASTER_KEY` printed in step 1.
 
 Click **Connect**. The dashboard polls `GET /adaptive_router/state` every
 500ms (admin-only endpoint, returns one snapshot per configured router).
 
 ## 5. Drive synthetic traffic
 
-In a second terminal:
+In a second terminal, replacing `<your-master-key>` with the key printed in step 1:
 
 ```bash
 uv run python scripts/adaptive_router_demo/traffic.py \
     --proxy-url http://localhost:4000 \
-    --api-key   sk-1234 \
+    --api-key   <your-master-key> \
     --router    smart-cheap-router \
     --rounds    100 \
     --rate      0.5
diff --git a/scripts/benchmark_anthropic_messages_perf.py b/scripts/benchmark_anthropic_messages_perf.py
index 3c8a22f0cc2..3e4b4b25b6a 100644
--- a/scripts/benchmark_anthropic_messages_perf.py
+++ b/scripts/benchmark_anthropic_messages_perf.py
@@ -256,7 +256,6 @@ general_settings:
   master_key: {api_key}
 
 litellm_settings:
-  telemetry: false
 """,
         encoding="utf-8",
     )
diff --git a/scripts/benchmark_chat_completions_perf.py b/scripts/benchmark_chat_completions_perf.py
index 2c211f674fe..c9f025a145f 100644
--- a/scripts/benchmark_chat_completions_perf.py
+++ b/scripts/benchmark_chat_completions_perf.py
@@ -228,7 +228,6 @@ general_settings:
 
 litellm_settings:
   drop_params: true
-  telemetry: false
 """,
         encoding="utf-8",
     )
diff --git a/scripts/budget_ratchet_check.py b/scripts/budget_ratchet_check.py
index 485e118efd2..3ca5e9f3e9d 100644
--- a/scripts/budget_ratchet_check.py
+++ b/scripts/budget_ratchet_check.py
@@ -7,13 +7,17 @@ driven DOWN over time. This check compares every budget file against its own
 content at the merge-base with the target branch and fails (exits 1, red) if:
 
   * a rule's `limit` went up,
-  * a rule was dropped from a budget (its ceiling effectively became infinite), or
+  * a rule was dropped from a budget (its ceiling effectively became infinite) while
+    its checker still emits it, or
   * an entire budget file was deleted.
 
 New rules and lowered/equal limits are fine. So is a rule that graduated: once a
 paired config (ruff.toml for the ruff-strict budget) selects the rule outright it
 hard-fails at the first violation, which is stricter than any ceiling the budget
 could hold, so dropping its entry tightens the guard rather than removing it.
+Likewise a retired rule: once the paired checker (check_test_quality.py for the
+test-quality budget) no longer emits a code, its entry has no ceiling left to
+loosen.
 
 This is deliberately NOT a gating check. It should turn the run red so that a
 loosening is impossible to miss in review, but it must stay OUT of the
@@ -29,11 +33,12 @@ Usage:
 from __future__ import annotations
 
 import argparse
+import importlib.util
 import json
 import subprocess
 import sys
 from pathlib import Path
-from types import MappingProxyType
+from types import MappingProxyType, ModuleType
 from typing import Final, NamedTuple
 
 if sys.version_info >= (3, 11):
@@ -49,6 +54,7 @@ DEFAULT_BUDGETS: tuple[str, ...] = (
     "test-quality-budget.json",
 )
 GRADUATION_CONFIGS = MappingProxyType({"ruff-strict-budget.json": "ruff.toml"})
+RETIREMENT_SOURCES = MappingProxyType({"test-quality-budget.json": "check_test_quality"})
 
 
 class Regression(NamedTuple):
@@ -139,20 +145,40 @@ def graduated_selectors(rel: str) -> tuple[str, ...]:
     )
 
 
+def _load_script(name: str) -> ModuleType:
+    if name in sys.modules:
+        return sys.modules[name]
+    spec: Final = importlib.util.spec_from_file_location(name, REPO_ROOT / "scripts" / f"{name}.py")
+    assert spec is not None and spec.loader is not None
+    module: Final = importlib.util.module_from_spec(spec)
+    sys.modules[name] = module
+    spec.loader.exec_module(module)
+    return module
+
+
+def retired_rules(rel: str, base: dict[str, object]) -> frozenset[str]:
+    """Rules in the base budget that the paired checker can no longer emit, so there is no ceiling to loosen."""
+    source: Final = RETIREMENT_SOURCES.get(rel)
+    if source is None:
+        return frozenset()
+    return frozenset(_limits(base)) - _load_script(source).RULE_CODES
+
+
 def _regression_detail(
     rule: str,
     base_limits: dict[str, int],
     head_limits: dict[str, int],
     graduated: tuple[str, ...],
+    retired: frozenset[str] = frozenset(),
 ) -> str | None:
-    """Why `rule` regressed vs base, or None when it held flat, fell, or graduated.
+    """Why `rule` regressed vs base, or None when it held flat, fell, or left the budget legitimately.
 
-    A dropped rule is terminal unless it graduated; otherwise the only loosening
-    left is a raised limit.
+    A dropped rule is terminal unless it graduated or retired; otherwise the only
+    loosening left is a raised limit.
     """
     base_limit = base_limits[rule]
     if rule not in head_limits:
-        if graduated and rule.startswith(graduated):
+        if rule in retired or (graduated and rule.startswith(graduated)):
             return None
         return f"rule dropped (limit {base_limit} -> removed)"
     if head_limits[rule] > base_limit:
@@ -165,6 +191,7 @@ def regressions_for(
     base: dict | None,
     head: dict | None,
     graduated: tuple[str, ...] = (),
+    retired: frozenset[str] = frozenset(),
 ) -> list[Regression]:
     if base is None:
         return []  # new budget file: nothing to ratchet against yet
@@ -175,7 +202,7 @@ def regressions_for(
     return [
         Regression(rel, rule, detail)
         for rule in sorted(base_limits)
-        if (detail := _regression_detail(rule, base_limits, head_limits, graduated)) is not None
+        if (detail := _regression_detail(rule, base_limits, head_limits, graduated, retired)) is not None
     ]
 
 
@@ -209,7 +236,7 @@ def main() -> int:
             print(f"skip {rel}: new file (no base at {base_ref} to ratchet against)")
             continue
         checked.append(rel)
-        regressions.extend(regressions_for(rel, base, head, graduated_selectors(rel)))
+        regressions.extend(regressions_for(rel, base, head, graduated_selectors(rel), retired_rules(rel, base)))
 
     if regressions:
         print(
diff --git a/scripts/check_test_quality.py b/scripts/check_test_quality.py
index 1ef4aed8675..9f93023cd53 100644
--- a/scripts/check_test_quality.py
+++ b/scripts/check_test_quality.py
@@ -48,10 +48,6 @@ TQ006   A `pytest.skip` reached only when a credential-shaped environment variab
         deliberate branch. The gate follows one local or module-level binding, which is
         the `key = os.getenv(...)` then `if not key: pytest.skip(...)` shape most of
         these use.
-TQ008   A `patch(...)` whose target is a `litellm.` internal. Patching the SDK's own
-        functions pins the test to the current wiring instead of the behaviour, and it
-        is the idiom the suite reaches for instead of faking the HTTP boundary. Mocking
-        a third-party client, a transport, or anything outside `litellm.` is untouched.
 TQ007   A module global that a conftest saves before every test and restores after it.
         The save/restore list is a hand-maintained inventory of the leaks the suite
         already knows about, so it is allowed to shrink and never to grow: a new entry
@@ -150,6 +146,10 @@ SDK_MODULE: Final = "litellm"
 SUBPROCESS_SPAWNS: Final = frozenset(("run", "Popen", "check_output", "check_call", "call"))
 INTERPRETER_ISOLATION_FLAGS: Final = frozenset(("-I", "-P"))
 
+RULE_CODES: Final = frozenset((
+    "TQ000", "TQ001", "TQ002", "TQ003", "TQ004", "TQ005", "TQ006", "TQ007", "TQ009",
+))
+
 CREDENTIAL_NAME_RE: Final = re.compile(
     r"(?:API_KEY|_KEY|TOKEN|SECRET|PASSWORD|CREDENTIAL|DATABASE_URL|ACCESS_KEY_ID)$"
 )
@@ -483,67 +483,6 @@ def iter_global_mutation_violations(path: Path, tree: ast.Module) -> Iterator[Vi
                 )
 
 
-def _is_sdk_internal(dotted: str) -> bool:
-    return dotted == SDK_MODULE or dotted.startswith(f"{SDK_MODULE}.")
-
-
-def _sdk_import_bindings(tree: ast.Module) -> Iterator[tuple[str, str]]:
-    """(local name, dotted path) for every import that binds something under `litellm`."""
-    for node in ast.walk(tree):
-        if isinstance(node, ast.Import):
-            yield from (
-                (alias.asname, alias.name) if alias.asname else (root, root)
-                for alias in node.names
-                if _is_sdk_internal(alias.name)
-                for root in (alias.name.partition(".")[0],)
-            )
-        elif isinstance(node, ast.ImportFrom) and node.module and _is_sdk_internal(node.module):
-            yield from ((alias.asname or alias.name, f"{node.module}.{alias.name}") for alias in node.names)
-
-
-def _sdk_aliases(tree: ast.Module) -> Mapping[str, str]:
-    """Local names bound to something under `litellm`, mapped to the path they stand for.
-
-    `from litellm.llms.openai.chat import handler` then `patch.object(handler.X, ...)`
-    reaches the same internal as the dotted string form and has to read the same way.
-    """
-    return MappingProxyType({name: dotted for name, dotted in _sdk_import_bindings(tree)})
-
-
-def _resolved(dotted: str, aliases: Mapping[str, str]) -> str:
-    root, _, rest = dotted.partition(".")
-    base: Final = aliases.get(root, root)
-    return f"{base}.{rest}" if rest else base
-
-
-def _patch_targets(call: ast.Call, aliases: Mapping[str, str]) -> Iterator[str]:
-    """What a patch installer is replacing: the dotted string it names, or the
-    attribute chain handed to `patch.object` / `patch.dict`, resolved through the
-    module's imports so a locally bound SDK object reads as its full path."""
-    for first in call.args[:1]:
-        if isinstance(first, ast.Constant) and isinstance(first.value, str):
-            yield first.value
-        elif dotted := _dotted_name(first):
-            yield _resolved(dotted, aliases)
-
-
-def iter_internal_patch_violations(path: Path, tree: ast.Module) -> Iterator[Violation]:
-    aliases: Final = _sdk_aliases(tree)
-    for node in ast.walk(tree):
-        if not (isinstance(node, ast.Call) and _is_patch_installer(_dotted_name(node.func))):
-            continue
-        for target in _patch_targets(node, aliases):
-            if _is_sdk_internal(target):
-                yield Violation(
-                    path,
-                    node.lineno,
-                    "TQ008",
-                    f"patches `{target}`, an SDK internal, so the test is pinned to how the code is "
-                    "wired rather than what it does; fake the HTTP boundary (respx / MockTransport) "
-                    f"or inject the collaborator (suppress: `# {SUPPRESSION_TOKEN}: <reason>`)",
-                )
-
-
 def _environ_keys(node: ast.AST) -> Iterator[str]:
     for inner in ast.walk(node):
         if isinstance(inner, ast.Call) and _dotted_name(inner.func) in ENVIRON_READERS:
@@ -784,7 +723,6 @@ def check_file(path: Path) -> tuple[Violation, ...]:
             *iter_global_mutation_violations(path, tree),
             *iter_credential_skip_violations(path, tree),
             *iter_conftest_inventory_violations(path, tree),
-            *iter_internal_patch_violations(path, tree),
             *iter_child_interpreter_violations(path, tree),
         )
         if violation.line not in skip
diff --git a/terraform/provider/tools/endpointaudit/coverage_allowlist.txt b/terraform/provider/tools/endpointaudit/coverage_allowlist.txt
index 6bc8947e89f..4ea64b152f1 100644
--- a/terraform/provider/tools/endpointaudit/coverage_allowlist.txt
+++ b/terraform/provider/tools/endpointaudit/coverage_allowlist.txt
@@ -81,6 +81,7 @@ POST /prompts/test
 POST /search_tools/test_connection
 POST /team/bulk_member_add
 POST /team/{team_id}/member/{user_id}/reset_spend
+POST /team/{team_id}/member/{user_id}/reset_budget
 POST /team/key/bulk_update
 POST /team/permissions_bulk_update
 POST /team/{team_id}/disable_logging
diff --git a/test-quality-budget.json b/test-quality-budget.json
index ae4ea4d31be..6f3dde8461b 100644
--- a/test-quality-budget.json
+++ b/test-quality-budget.json
@@ -20,9 +20,6 @@
   "TQ007": {
     "limit": 117
   },
-  "TQ008": {
-    "limit": 10993
-  },
   "TQ009": {
     "limit": 59
   }
diff --git a/tests/AGENTS.md b/tests/AGENTS.md
new file mode 100644
index 00000000000..13b4789003f
--- /dev/null
+++ b/tests/AGENTS.md
@@ -0,0 +1,38 @@
+# Tests
+
+Nothing on the other side of the call: `tests/unit`. A proxy we start with an upstream we script:
+`tests/integration`. Someone else's service with real credentials: `tests/e2e`. Two fit, split it
+
+## What good looks like
+
+Red when the claim in the name is broken. Prove it: mutate the behaviour, red; restore, green. Put the
+mutation in the PR body
+
+```python
+def test_custom_price_is_reported_and_charged(gateway: Gateway) -> None:
+    with gateway.scenario() as scenario:
+        model = scenario.model(input_cost_per_token=0.001, output_cost_per_token=0.002)
+        response = gateway.request("POST", "/v1/chat/completions", {"model": model, "messages": [{"role": "user", "content": "price control"}]})
+        assert response.status_code == 200, response.text
+        assert float(response.headers["x-litellm-response-cost"]) == pytest.approx(20 * 0.001 + 20 * 0.002)
+```
+
+Rates in the test, expected computed by hand, one call, `response.text` in the assert
+
+Assert the whole value. Iterating `expected_body.items()` (`test_responses_api_request_body.py`) cannot
+see an extra key; that is the shape of `stream_options.include_usage` (#19777, #28553)
+
+The linter catches no-assert, mock-echo and credential skips. It cannot see an assert
+behind an `if` (a poll that ends in `pytest.fail` is fine), `except Exception` around the call
+(`test_router.py`: `except Exception as e: print(f"FAILED TEST")`), or blanket `--reruns`
+
+## Where it goes
+
+What the assertion depends on goes in the test; everything else in conftest. A rate in a fixture three
+directories up makes a failed assertion unreadable. Extend the file that already covers the behaviour
+
+## Writing it so a human can read it
+
+Name says what broke: `test_send_batched_with_valid_data` says nothing. Build, one call, assert, on one
+screen. Helpers named for what they return, `_pii_prompt(marker, email)`, not `_setup()`. Context in the
+assert message, not a comment
diff --git a/tests/base_sdk_tests/check_base_sdk_install.py b/tests/base_sdk_tests/check_base_sdk_install.py
index 190a900faf9..f680ba92645 100644
--- a/tests/base_sdk_tests/check_base_sdk_install.py
+++ b/tests/base_sdk_tests/check_base_sdk_install.py
@@ -50,6 +50,17 @@ def check_completion() -> str:
     return "mock completion round-trips"
 
 
+def check_mcp_install_guidance() -> str:
+    try:
+        import litellm.experimental_mcp_client
+    except ImportError as error:
+        _require("pip install 'litellm[mcp]'" in str(error), f"missing MCP installation guidance: {error}")
+        _require(isinstance(error.__cause__, ModuleNotFoundError), "original missing-dependency cause was lost")
+        _require(error.__cause__.name == "mcp", f"unexpected missing dependency: {error.__cause__}")
+        return "optional MCP client explains how to install litellm[mcp]"
+    raise AssertionError("MCP client imported without the MCP extra")
+
+
 def check_embedding() -> str:
     import litellm
 
@@ -109,6 +120,7 @@ def check_bedrock_credential_resolution() -> str:
 CHECKS: tuple[tuple[str, Callable[[], str]], ...] = (
     ("environment is base-only", check_environment_is_base_only),
     ("import litellm", check_import),
+    ("optional MCP installation guidance", check_mcp_install_guidance),
     ("chat completion", check_completion),
     ("embedding", check_embedding),
     ("bundled model metadata", check_bundled_model_metadata),
diff --git a/tests/code_coverage_tests/recursive_detector.py b/tests/code_coverage_tests/recursive_detector.py
index 3c6a6a58820..071191183df 100644
--- a/tests/code_coverage_tests/recursive_detector.py
+++ b/tests/code_coverage_tests/recursive_detector.py
@@ -55,6 +55,7 @@ IGNORE_FUNCTIONS = [
     "apply_json_merge_patch",  # max depth set (_MAX_MERGE_DEPTH=64); fails closed by raising ValueError at the cap.
     "_filter_argument_value",  # max depth set (DEFAULT_MAX_RECURSE_DEPTH); fails closed by blocking the tool call at the cap.
     "_redact_scanned_content",  # max depth set (DEFAULT_MAX_RECURSE_DEPTH); fails closed by returning "[REDACTED]" at the cap.
+    "replace_ciphertexts",  # max depth set (DEFAULT_MAX_RECURSE_DEPTH); walks stored JSON, which has no cycles, and leaves values below the cap untouched.
     "_iter_fallback_targets",  # max depth set (2 * ROUTER_MAX_FALLBACKS); fails closed by raising ValueError at the cap.
     "_mergeable_branch",  # max depth set (_MAX_SCHEMA_FLATTEN_DEPTH=32) plus a seen_refs cycle guard; passes the schema through untouched at the cap.
     "json_string_leaves",  # max depth set (MAX_STRUCTURED_CONTENT_SCAN_DEPTH); fails closed by raising at the cap so nothing goes unscanned.
diff --git a/tests/code_coverage_tests/test_e2e_changed_gate.py b/tests/code_coverage_tests/test_e2e_changed_gate.py
index 707566c0333..9519145570c 100644
--- a/tests/code_coverage_tests/test_e2e_changed_gate.py
+++ b/tests/code_coverage_tests/test_e2e_changed_gate.py
@@ -1,3 +1,4 @@
+import os
 import subprocess
 import sys
 import xml.etree.ElementTree as ET
@@ -131,6 +132,7 @@ def select_tests(changed: tuple[str, ...]) -> tuple[str, ...]:
     (
         (("tests/e2e/logging/test_datadog_e2e.py", "litellm/router.py"), ("tests/e2e/logging/test_datadog_e2e.py",)),
         (("tests/e2e/ui/test_keys.py", "tests/e2e/claude_code/test_cli.py", "tests/e2e/load/test_burst.py"), ()),
+        (("tests/e2e/migrations/test_startup.py", "tests/e2e/migrations/test_recovery.py"), ()),
         (("tests/e2e/batches/test_managed_files_enforcement_e2e.py",), ()),
         (("tests/e2e/guardrails/test_presidio_masking_e2e.py",), ()),
         (("tests/e2e/llm_translation/realtime/test_realtime_pipecat_audio_e2e.py",), ()),
@@ -180,6 +182,10 @@ def test_a_changed_canary_file_is_selected_once_alongside_a_harness_change() ->
     assert select_tests((CANARY[1], "tests/e2e/proxy_client.py")) == CANARY
 
 
+def test_dedicated_migration_tests_do_not_suppress_shared_harness_canaries() -> None:
+    assert select_tests(("tests/e2e/migrations/test_startup.py", "tests/e2e/conftest.py")) == CANARY
+
+
 def test_the_canary_joins_directly_selected_files_in_sorted_order() -> None:
     assert select_tests(("tests/e2e/logging/test_datadog_e2e.py", ".github/e2e-stack/up.sh")) == (
         *CANARY,
@@ -229,7 +235,10 @@ def test_an_unusable_secret_is_named_without_printing_its_value(
 
 
 @pytest.mark.parametrize("phase", ("setup", "call", "teardown"))
-def test_oauth_failure_diagnostics_do_not_publish_private_payloads(tmp_path: Path, phase: str) -> None:
+@pytest.mark.parametrize("required_count", ("1", "4"))
+def test_oauth_failure_diagnostics_do_not_publish_private_payloads(
+    tmp_path: Path, phase: str, required_count: str
+) -> None:
     suite: Final = ET.Element("testsuite")
     case: Final = ET.SubElement(suite, "testcase", file=SELECTED[0])
     private: Final = "private-token-in-exception-message"
@@ -247,10 +256,37 @@ def test_oauth_failure_diagnostics_do_not_publish_private_payloads(tmp_path: Pat
     report: Final = tmp_path / "report.xml"
     ET.ElementTree(suite).write(report)
     result: Final = subprocess.run(
-        [sys.executable, "-I", str(GATE), str(report), SELECTED[0]], capture_output=True, text=True
+        [sys.executable, "-I", str(GATE), str(report), SELECTED[0]],
+        capture_output=True,
+        text=True,
+        env={**os.environ, "E2E_REQUIRED_TEST_COUNT": required_count},
     )
     assert result.returncode == 1
     assert f"oauth_failure_phase: {phase}" in result.stdout
     assert "oauth_exception_type: AssertionError" in result.stdout
     assert "oauth_frame: oauth_gateway.py:120:start" in result.stdout
     assert private not in result.stdout + result.stderr
+
+
+@pytest.mark.parametrize(
+    ("count", "skip", "expected"), ((0, False, 1), (3, False, 1), (4, False, 0), (5, False, 1), (4, True, 1))
+)
+def test_required_count_reports_cases_before_rejecting(tmp_path: Path, count: int, skip: bool, expected: int) -> None:
+    suite = ET.Element("testsuite")
+    for index in range(count):
+        case = ET.SubElement(suite, "testcase", file=SELECTED[0], classname="OAuth", name=f"variant{index}")
+        if skip and index == 0:
+            ET.SubElement(case, "skipped", message="private-skip-reason")
+    report = tmp_path / "report.xml"
+    ET.ElementTree(suite).write(report)
+    result = subprocess.run(
+        [sys.executable, "-I", str(GATE), str(report), SELECTED[0]],
+        env={**os.environ, "E2E_REQUIRED_TEST_COUNT": "4"},
+        capture_output=True,
+        text=True,
+    )
+    assert result.returncode == expected
+    assert f"{count} collected, {int(skip)} skipped" in result.stdout
+    if skip:
+        assert "skipped: OAuth::variant0" in result.stdout
+    assert "private-skip-reason" not in result.stdout + result.stderr
diff --git a/tests/e2e/AGENTS.md b/tests/e2e/AGENTS.md
index 9b662e511b8..c25e958242f 100644
--- a/tests/e2e/AGENTS.md
+++ b/tests/e2e/AGENTS.md
@@ -2,10 +2,36 @@
 
 Code-style rules for writing tests under `tests/e2e/`. The harness already encodes the plumbing; your job is the feature-specific behavior, not reinventing it. For what a complete test must do (the lifecycle contract, asserting both recorded state and enforced behavior) and how to run a suite, see `CONTRIBUTING.md` in this directory. Repo-wide conventions live in the root `AGENTS.md`
 
+## What good looks like
+
+Only what a real provider proves. If it holds against our scripted upstream: `tests/integration`
+
+```python
+def test_pre_call_masks_pii_on_chat_completions(self, client: GuardrailsClient, resources: ResourceManager, scoped_key: str) -> None:
+    name = f"e2e-presidio-pre-chat-{unique_marker()}"
+    _register_presidio(client, resources, name=name)
+    email = _fake_email()
+    _assert_eventually_masked(
+        lambda: client.chat(scoped_key, MODEL, _pii_prompt(unique_marker(), email), guardrails=[name], max_tokens=128),
+        _first_content,
+        email=email,
+    )
+```
+
+Marker per run, so a leftover guardrail cannot pass it. `resources.defer(...)` at creation, so a failed
+assert still tears down. Assert what the caller receives
+
+## Where it goes
+
+By the surface a customer would name: `guardrails`, `llm_translation`, `management`. Mutation check
+deferred; it needs credentials
+
 ## Suite folders
 
 Each subdirectory under `tests/e2e/` is one suite, scoped to an endpoint family or behavior area. If you add a new folder, you must add a line here describing what kind of tests belong in it, so the layout stays self-describing. `gateway/` is the exception: it holds proxy configuration only and never tests
 
+- `migrations/` - isolated Docker startup, concurrent migration, crash recovery, and legacy database compatibility. The CircleCI migration workflow enables `LITELLM_MIGRATION_TESTS=1`; these tests own their proxy containers and databases, so they do not use the shared proxy preflight or shared database cleanup
+
 - `llm_translation/` - LLM endpoint and provider-translation behavior: passthrough, custom pricing, OCR, and the non-chat inference endpoints (`/v1/responses`, `/v1/messages`, `/embeddings`, `/v1/rerank`, `/v1/audio/speech`, `/v1/images/generations`), each against a deployment the test creates via `/model/new` and deletes on teardown
 - `access_control/` - the gateway's authorization and error-shape contract: per-key model allow-lists, route-group permissions (`allowed_routes`), and unknown-model validation
 - `embeddings/` - the `/embeddings` endpoint across providers
@@ -96,7 +122,7 @@ E2E_FIXTURE_MODE=replay E2E_FIXTURE_DIR=/tmp/e2e-fixtures E2E_RESET_SPEND_LOGS=1
 
 Point the proxy at bogus provider credentials for the replay run and it still has to pass: that is the whole proof that nothing left the process. Bundles are never committed. `tests/e2e/.fixtures` is gitignored because a bundle holds verbatim provider response bodies and hard-fails after seven days. CI records and replays this lane on a schedule in `.github/workflows/e2e_record_replay.yml`, publishing the bundle as a private `e2e-fixtures-bundle` artifact instead of committing it, selecting the tests with the `@pytest.mark.replayable` marker, and proving the bogus-credentials replay hermetic by counting provider egress with `.github/scripts/e2e_egress_sentinel.py`
 
-Current limits: Bedrock cannot be mounted (SigV4 signs the Host header, so a rewritten api_base fails signature verification), deployments baked into the proxy's config file cannot be edge-wired (only `/model/new` registrations can carry the edge api_base), and a file upload routed by `custom_llm_provider` through the proxy's `files_settings` block never passes a deployment at all, so the batches `model_param` and `provider_fallback` scenarios keep uploading live in every mode
+Current limits: Bedrock cannot be mounted in record or replay (SigV4 signs the Host header, so a rewritten api_base fails signature verification); a test that needs to observe the Converse body registers its own `LiveEdge` with `provider_edge_bedrock.bedrock_signer` re-signing the forwarded request, and carries the `provider_edge_host` opt-in marker because the gateway must reach the pytest host, which the Buildkite ephemeral stack cannot (the GitHub changed-e2e lane, whose gateways run on the runner, sets `E2E_PROVIDER_EDGE_HOST_REACHABLE`). Deployments baked into the proxy's config file cannot be edge-wired (only `/model/new` registrations can carry the edge api_base), and a file upload routed by `custom_llm_provider` through the proxy's `files_settings` block never passes a deployment at all, so the batches `model_param` and `provider_fallback` scenarios keep uploading live in every mode
 
 ## Typing
 
diff --git a/tests/e2e/conftest.py b/tests/e2e/conftest.py
index b0904e39a1f..8776d00d502 100644
--- a/tests/e2e/conftest.py
+++ b/tests/e2e/conftest.py
@@ -31,6 +31,7 @@ from e2e_config import (
     MANAGED_FILES_OPT_IN_ENV,
     MCP_OAUTH_LIVE_OPT_IN_ENV,
     PROMPT_CACHING_OPT_IN_ENV,
+    PROVIDER_EDGE_HOST_OPT_IN_ENV,
     PROXY_BASE_URL,
     REDIS_CHAOS_OPT_IN_ENV,
     WEEKLY_ANOMALY_OPT_IN_ENV,
@@ -59,6 +60,7 @@ OPT_IN_MARKERS: Final = MappingProxyType(
         "redis_chaos": REDIS_CHAOS_OPT_IN_ENV,
         "cli_determinism": CLI_DETERMINISM_OPT_IN_ENV,
         "mcp_oauth_live": MCP_OAUTH_LIVE_OPT_IN_ENV,
+        "provider_edge_host": PROVIDER_EDGE_HOST_OPT_IN_ENV,
     }
 )
 
@@ -91,6 +93,9 @@ def jwt_identity(idp: Keycloak, resources: ResourceManager, proxy: ProxyClient)
 
 
 def pytest_configure(config: pytest.Config) -> None:
+    config.addinivalue_line(
+        "markers", "migration_startup: isolated container startup tests run by the migration CI workflow"
+    )
     config.addinivalue_line(
         "markers",
         "provider_live: requires actual provider timing, limits, state, or a response that echoes this"
@@ -140,6 +145,11 @@ def pytest_configure(config: pytest.Config) -> None:
         "mcp_oauth_live: real Linear OAuth consent via a captured browser session; deselected unless "
         "E2E_MCP_OAUTH_LIVE is set",
     )
+    config.addinivalue_line(
+        "markers",
+        "provider_edge_host: routes provider traffic through the pytest host's edge in every fixture mode, so the "
+        "gateway must reach the pytest host; deselected unless E2E_PROVIDER_EDGE_HOST_REACHABLE is set",
+    )
 
 
 def pytest_sessionstart(session: pytest.Session) -> None:
@@ -185,6 +195,11 @@ def pytest_collection_modifyitems(config: pytest.Config, items: list[pytest.Item
         items[:] = [item for item in items if not _needs_unset_opt_in(item)]
     for item in items:
         attach_result_properties(item)
+    if os.environ.get("LITELLM_MIGRATION_TESTS") != "1":
+        deselected = [item for item in items if item.get_closest_marker("migration_startup") is not None]
+        items[:] = [item for item in items if item.get_closest_marker("migration_startup") is None]
+        if deselected:
+            deselected[0].config.hook.pytest_deselected(items=deselected)
     items.sort(key=lambda item: item.get_closest_marker("load") is not None)
 
 
@@ -219,7 +234,7 @@ def pytest_runtest_setup(item: pytest.Item) -> None:
     run even when none is up. Never skip for a missing proxy. Replay mode needs
     the proxy too: only provider-bound traffic replays from the bundle."""
     LIVE_PROVIDER_REQUIRED.set(item.get_closest_marker("provider_live") is not None)
-    if item.get_closest_marker("e2e") is None:
+    if item.get_closest_marker("e2e") is None or item.get_closest_marker("migration_startup") is not None:
         return
     if isinstance(item, pytest.Function) and "oauth_gateway" in item.fixturenames:
         return
@@ -234,7 +249,7 @@ def pytest_runtest_call(item: pytest.Item) -> None:
     guard before truncating the spend-log DB. Tests under `tests/e2e/` without the
     `e2e` marker (pure unit coverage for the harness itself) never hit the proxy,
     so they must not arm the destructive DB truncate."""
-    if item.get_closest_marker("e2e") is None:
+    if item.get_closest_marker("e2e") is None or item.get_closest_marker("migration_startup") is not None:
         return
     item.session.stash[_E2E_TEST_RAN] = True
 
diff --git a/tests/e2e/e2e_config.py b/tests/e2e/e2e_config.py
index a79c158f9c4..14de4619664 100644
--- a/tests/e2e/e2e_config.py
+++ b/tests/e2e/e2e_config.py
@@ -146,6 +146,7 @@ PROMPT_CACHING_OPT_IN_ENV = "E2E_PROMPT_CACHING_STACK"
 REDIS_CHAOS_OPT_IN_ENV = "E2E_REDIS_CHAOS"
 CLI_DETERMINISM_OPT_IN_ENV = "E2E_CLI_DETERMINISM"
 MCP_OAUTH_LIVE_OPT_IN_ENV: Final = "E2E_MCP_OAUTH_LIVE"
+PROVIDER_EDGE_HOST_OPT_IN_ENV: Final = "E2E_PROVIDER_EDGE_HOST_REACHABLE"
 ANOMALY_SESSIONS = int(os.environ.get("E2E_ANOMALY_SESSIONS", "6"))
 ANOMALY_TURNS_PER_SESSION = int(os.environ.get("E2E_ANOMALY_TURNS_PER_SESSION", "6"))
 ANOMALY_TURN_ATTEMPTS = int(os.environ.get("E2E_ANOMALY_TURN_ATTEMPTS", "3"))
diff --git a/tests/e2e/e2e_http.py b/tests/e2e/e2e_http.py
index 4184b6cbefc..d4978601b20 100644
--- a/tests/e2e/e2e_http.py
+++ b/tests/e2e/e2e_http.py
@@ -95,7 +95,7 @@ class UnauthorizedError(BaseModel):
 class RateLimitedError(BaseModel):
     kind: Literal["rate_limited"] = "rate_limited"
     retry_after_seconds: int | None = None
-    # litellm overloads 429 for budget_exceeded too, so keep the body to tell them apart.
+    # keep the body so callers can tell limiter kinds apart.
     body: str = ""
 
 
diff --git a/tests/e2e/llm_translation/endpoints_client.py b/tests/e2e/llm_translation/endpoints_client.py
index 4d2c73e7078..eb7bae2220c 100644
--- a/tests/e2e/llm_translation/endpoints_client.py
+++ b/tests/e2e/llm_translation/endpoints_client.py
@@ -75,6 +75,7 @@ class ResponsesRequest(BaseModel):
     stream: bool = False
     tools: list[ResponsesFunctionTool] | None = None
     guardrails: list[str] | None = None
+    safety_identifier: str | None = None
     cache: dict[str, bool] | None = {"no-cache": True}
 
 
@@ -316,6 +317,7 @@ class EndpointsClient:
         *,
         stream: bool = False,
         guardrails: list[str] | None = None,
+        safety_identifier: str | None = None,
     ) -> StreamingResponse:
         return self._send(
             "/v1/responses",
@@ -326,6 +328,7 @@ class EndpointsClient:
                 instructions="You are a helpful assistant",
                 stream=stream,
                 guardrails=guardrails,
+                safety_identifier=safety_identifier,
             ),
             stream=stream,
         )
diff --git a/tests/e2e/llm_translation/realtime/test_realtime_bedrock_e2e.py b/tests/e2e/llm_translation/realtime/test_realtime_bedrock_e2e.py
index fff744b2134..656882a4d92 100644
--- a/tests/e2e/llm_translation/realtime/test_realtime_bedrock_e2e.py
+++ b/tests/e2e/llm_translation/realtime/test_realtime_bedrock_e2e.py
@@ -3,6 +3,15 @@
 Customer path: open /v1/realtime, session.update, conversation.item.create,
 response.create, and receive a completed response. A hang with no response.done
 is the regression.
+
+NOVA_SONIC pins a vendor-owned model id, which AWS retires on its own schedule.
+Source: `aws bedrock list-foundation-models --region us-east-1`, checked
+2026-09-19, where amazon.nova-2-sonic-v1:0 is ACTIVE and its predecessor
+amazon.nova-sonic-v1:0 answers GetFoundationModel with "This model version has
+reached the end of its life". A retired id does not fail loudly here: Bedrock
+ends the bidirectional stream instead of erroring, so the proxy closes the
+client socket with 1000 OK and this test reads it as a hang. Re-check the id
+against that command before concluding litellm broke.
 """
 
 from __future__ import annotations
@@ -25,7 +34,7 @@ from realtime_client import (
 
 pytestmark = pytest.mark.e2e
 
-NOVA_SONIC = "bedrock/amazon.nova-sonic-v1:0"
+NOVA_SONIC = "bedrock/amazon.nova-2-sonic-v1:0"
 
 
 class TestNovaSonicRealtime:
diff --git a/tests/e2e/llm_translation/test_responses_e2e.py b/tests/e2e/llm_translation/test_responses_e2e.py
index 3fcf2d1ac05..525231de917 100644
--- a/tests/e2e/llm_translation/test_responses_e2e.py
+++ b/tests/e2e/llm_translation/test_responses_e2e.py
@@ -8,10 +8,14 @@ litellm-regression-tests/tests/test_inference_endpoints.py.
 from __future__ import annotations
 
 import json
-from typing import cast
+import threading
+from collections.abc import Mapping
+from dataclasses import dataclass, field
+from types import MappingProxyType
+from typing import Final, cast
 
 import pytest
-from e2e_config import unique_marker
+from e2e_config import PROVIDER_EDGE_ADVERTISE_HOST, PROVIDER_EDGE_BIND_HOST, unique_marker
 from e2e_http import (
     assert_client_error,
     require_successful_call,
@@ -26,7 +30,9 @@ from endpoints_client import (
     ResponsesStreamEventType,
 )
 from lifecycle import ResourceManager
-from models import LiteLLMParamsBody
+from models import ChatBody, ChatMessage, LiteLLMParamsBody
+from provider_edge import LiveEdge, start_provider_edge
+from provider_edge_bedrock import bedrock_signer
 from pydantic import BaseModel, ValidationError
 
 pytestmark = pytest.mark.e2e
@@ -39,6 +45,33 @@ class _OptionalResponsesBody(BaseModel):
 
 
 BEDROCK_CONVERSE_BACKEND = "bedrock/us.anthropic.claude-haiku-4-5-20251001-v1:0"
+BEDROCK_EDGE_REGION: Final = "us-east-1"
+BEDROCK_EDGE_MOUNT: Final = f"bedrock/{BEDROCK_EDGE_REGION}"
+
+
+class ConverseRequestBody(BaseModel):
+    additionalModelRequestFields: dict[str, str] | None = None
+
+
+@dataclass(slots=True)
+class ConverseRequestCapture:
+    """The Converse bodies the proxy actually sent upstream, as seen by a live
+    edge sitting between the proxy and Bedrock."""
+
+    _bodies: list[ConverseRequestBody] = field(default_factory=list)
+    _lock: threading.Lock = field(default_factory=threading.Lock)
+
+    def observe(self, url: str, headers: Mapping[str, str], body: bytes | None) -> None:
+        if body is None or "/converse" not in url:
+            return
+        with self._lock:
+            self._bodies.append(ConverseRequestBody.model_validate_json(body))
+
+    @property
+    def bodies(self) -> tuple[ConverseRequestBody, ...]:
+        with self._lock:
+            return tuple(self._bodies)
+
 
 WEATHER_TOOL = ResponsesFunctionTool(
     name="get_weather",
@@ -295,6 +328,53 @@ class TestResponses:
         arguments = WeatherArguments.model_validate(raw_arguments)
         assert arguments.location, f"function call arguments missing location: {function_call.arguments}"
 
+    @pytest.mark.provider_edge_host
+    @pytest.mark.parametrize("endpoint", ["/v1/responses", "/v1/chat/completions"])
+    def test_bedrock_forwards_allowed_safety_identifier_as_additional_model_request_field(
+        self, endpoints_client: EndpointsClient, resources: ResourceManager, endpoint: str
+    ) -> None:
+        capture: Final = ConverseRequestCapture()
+        edge: Final = start_provider_edge(
+            LiveEdge(observe_request=capture.observe, sign=bedrock_signer(BEDROCK_EDGE_REGION)),
+            mounts=MappingProxyType({BEDROCK_EDGE_MOUNT: f"https://bedrock-runtime.{BEDROCK_EDGE_REGION}.amazonaws.com"}),
+            bind_host=PROVIDER_EDGE_BIND_HOST,
+            advertise_host=PROVIDER_EDGE_ADVERTISE_HOST,
+        )
+        resources.defer(edge.shutdown)
+        model: Final = f"e2e-responses-{unique_marker()}"
+        model_id: Final = endpoints_client.create_model(
+            model,
+            LiteLLMParamsBody(
+                model=BEDROCK_CONVERSE_BACKEND,
+                api_base=edge.edge.api_base(BEDROCK_EDGE_MOUNT),
+                aws_access_key_id="os.environ/AWS_ACCESS_KEY_ID",
+                aws_secret_access_key="os.environ/AWS_SECRET_ACCESS_KEY",
+                aws_region_name=BEDROCK_EDGE_REGION,
+                allowed_openai_params=["safety_identifier"],
+            ),
+        )
+        resources.defer(lambda: endpoints_client.delete_model(model_id))
+        key: Final = resources.key()
+        safety_identifier: Final = f"end-user-{unique_marker()}"
+
+        if endpoint == "/v1/responses":
+            endpoints_client.responses(key, model, "reply with one word", safety_identifier=safety_identifier)
+        else:
+            endpoints_client.proxy.chat(
+                key,
+                ChatBody(
+                    model=model,
+                    messages=[ChatMessage(role="user", content="reply with one word")],
+                    safety_identifier=safety_identifier,
+                ),
+            )
+
+        forwarded: Final = tuple(body.additionalModelRequestFields for body in capture.bodies)
+        assert forwarded, f"{endpoint} produced no Bedrock Converse request"
+        assert forwarded == ({"safety_identifier": safety_identifier},) * len(forwarded), (
+            f"{endpoint} did not forward safety_identifier to Bedrock Converse on every attempt: {capture.bodies}"
+        )
+
     @pytest.mark.skip(reason="stage red: product gap, /v1/responses 500s (aresponses TypeError) on missing input instead of 400")
     @pytest.mark.covers("llm.responses.openai.input_validation.nonstream.works")
     def test_missing_input_returns_error(
diff --git a/tests/e2e/management/test_key_management_e2e.py b/tests/e2e/management/test_key_management_e2e.py
index 353b0f7cf09..39a9e657b8c 100644
--- a/tests/e2e/management/test_key_management_e2e.py
+++ b/tests/e2e/management/test_key_management_e2e.py
@@ -96,8 +96,8 @@ def _spend_until_budget_blocks(client: ManagementClient, key: str) -> None:
     for _ in range(40):
         outcome = client.chat_status(key, SPEND_MODEL, f"spend {unique_marker()}")
         if _is_budget_block(outcome):
-            assert outcome.status_code == 429, (
-                f"budget refusal must be 429, got {outcome.status_code}: {outcome.body[:200]}"
+            assert outcome.status_code == 422, (
+                f"budget refusal must be 422, got {outcome.status_code}: {outcome.body[:200]}"
             )
             return
         assert outcome.ok, f"paid call failed before the budget tripped ({outcome.status_code}): {outcome.body[:300]}"
diff --git a/tests/test_litellm/llms/nvidia_riva/audio_transcription/__init__.py b/tests/e2e/migrations/__init__.py
similarity index 100%
rename from tests/test_litellm/llms/nvidia_riva/audio_transcription/__init__.py
rename to tests/e2e/migrations/__init__.py
diff --git a/tests/e2e/migrations/checks.py b/tests/e2e/migrations/checks.py
new file mode 100644
index 00000000000..619ad3b0e6c
--- /dev/null
+++ b/tests/e2e/migrations/checks.py
@@ -0,0 +1,134 @@
+import hashlib
+from contextlib import ExitStack
+from typing import Final
+from uuid import uuid4
+
+from psycopg import sql
+
+from .containers import Containers, Replica, failed, until
+from .database import GATE_KEY, Database
+from .startup_models import Migration
+
+COMPLETE_SQL: Final = "CREATE TABLE migration_effect (id int PRIMARY KEY); INSERT INTO migration_effect VALUES (1);"
+COMPLETE: Final = Migration("20990101000000_startup_test", COMPLETE_SQL)
+NEXT: Final = Migration(
+    "20990102000000_next_test",
+    "CREATE TABLE migration_next (id int PRIMARY KEY); INSERT INTO migration_next VALUES (2);",
+)
+FATAL: Final = Migration(COMPLETE.name, "DO $$ BEGIN RAISE EXCEPTION 'MIGRATION_TEST_FATAL'; END $$;")
+GATED: Final = Migration(
+    COMPLETE.name, f"SELECT pg_advisory_lock({GATE_KEY}); {COMPLETE.script} SELECT pg_advisory_unlock({GATE_KEY});"
+)
+
+
+def start_replicas(
+    stack: ExitStack, containers: Containers, database: Database, migrations: tuple[Migration, ...] = (), count: int = 3
+) -> tuple[Replica, ...]:
+    return tuple(stack.enter_context(containers.start(database, migrations)) for _ in range(count))
+
+
+def assert_completed(database: Database, migration: Migration = COMPLETE) -> None:
+    assert database.query(
+        'SELECT finished_at IS NOT NULL, rolled_back_at IS NULL, applied_steps_count FROM '
+        '_prisma_migrations WHERE migration_name = %s',
+        (migration.name,),
+    ) == ((True, True, 1),), "Expected exactly one successful SQL execution"
+    assert database.query("SELECT id FROM migration_effect") == ((1,),)
+
+
+def confirmed_history(database: Database) -> str:
+    database.execute(COMPLETE_SQL)
+    row_id: Final = str(uuid4())
+    database.execute(
+        "INSERT INTO _prisma_migrations (id, migration_name, checksum, applied_steps_count) VALUES (%s, %s, %s, 1)",
+        (row_id, COMPLETE.name, hashlib.sha256(COMPLETE.script.encode()).hexdigest()),
+    )
+    return row_id
+
+
+def assert_original_proof(database: Database, row_id: str, finished: bool) -> None:
+    assert database.query(
+        'SELECT id, applied_steps_count, finished_at IS NOT NULL, rolled_back_at IS NULL FROM '
+        '_prisma_migrations WHERE migration_name = %s',
+        (COMPLETE.name,),
+    ) == ((row_id, 1, finished, True),), "Recovery lost or replaced the original durable SQL proof"
+    assert database.query("SELECT id FROM migration_effect") == ((1,),)
+
+
+def pause_completion(database: Database) -> None:
+    database.execute(
+        sql.SQL(
+            "CREATE FUNCTION migration_pause() RETURNS trigger LANGUAGE plpgsql AS $$ BEGIN "
+            "IF NEW.migration_name = {name} AND NEW.finished_at IS NOT NULL THEN "
+            "PERFORM pg_advisory_lock({gate}); PERFORM pg_advisory_unlock({gate}); END IF; RETURN NEW; END $$; "
+            'CREATE TRIGGER migration_pause BEFORE UPDATE ON _prisma_migrations FOR EACH ROW '
+            'EXECUTE FUNCTION migration_pause()'
+        ).format(name=sql.Literal(COMPLETE.name), gate=sql.Literal(GATE_KEY))
+    )
+
+
+def interrupt_owner(
+    containers: Containers, database: Database, after_commit: bool, *, stop_database_session: bool = True
+) -> None:
+    if after_commit:
+        pause_completion(database)
+    with database.lock():
+        with containers.start(database, (COMPLETE if after_commit else GATED,)) as owner:
+            until("migration at the intended crash boundary", lambda: bool(database.blocked()))
+            assert database.exists("migration_effect") == after_commit
+            assert database.query(
+                "SELECT finished_at IS NULL FROM _prisma_migrations WHERE migration_name = %s", (COMPLETE.name,)
+            ) == ((True,),)
+            blocked: Final = database.blocked()
+            assert len(blocked) == 1
+            backend: Final = blocked[0][0]
+            assert owner.state().Running
+            owner.kill()
+            assert owner.state().ExitCode == 137
+            if stop_database_session:
+                database.query("SELECT pg_terminate_backend(%s)", (backend,))
+                until(
+                    "terminated migration backend released",
+                    lambda: not database.query("SELECT pid FROM pg_stat_activity WHERE pid = %s", (backend,)),
+                )
+                assert database.query(
+                    "SELECT finished_at IS NULL, applied_steps_count FROM _prisma_migrations WHERE migration_name = %s",
+                    (COMPLETE.name,),
+                ) == ((True, int(after_commit)),)
+                assert database.exists("migration_effect") == after_commit
+    if not stop_database_session:
+        until(
+            "database backend noticed container death",
+            lambda: not database.query("SELECT pid FROM pg_stat_activity WHERE pid = %s", (backend,)),
+            60,
+        )
+
+
+def unconfirmed(replicas: tuple[Replica, ...], database: Database) -> None:
+    failed(replicas, "Migration completion could not be verified")
+    started: Final = str(
+        database.query(
+            "SELECT to_char(started_at AT TIME ZONE 'UTC', 'YYYY-MM-DD HH24:MI:SS') FROM "
+            '_prisma_migrations WHERE migration_name = %s',
+            (COMPLETE.name,),
+        )[0][0]
+    )
+    for replica in replicas:
+        assert_guidance(replica.logs(), started)
+
+
+def assert_guidance(log: str, started: str) -> None:
+    for detail in (
+        COMPLETE.name,
+        started,
+        "cannot determine whether its SQL committed",
+        "_prisma_migrations",
+        "migration.sql",
+        "Only after verifying every migration change is present",
+        "prisma migrate resolve --applied <migration_name>",
+        "Only after verifying no migration changes remain",
+        "prisma migrate resolve --rolled-back <migration_name>",
+        "leave migration history unchanged",
+        "Repeated restarts alone",
+    ):
+        assert detail in log, f"Missing recovery guidance: {detail}"
diff --git a/tests/e2e/migrations/conftest.py b/tests/e2e/migrations/conftest.py
new file mode 100644
index 00000000000..735adeedbdb
--- /dev/null
+++ b/tests/e2e/migrations/conftest.py
@@ -0,0 +1,62 @@
+import json
+import os
+from collections.abc import Iterator
+from pathlib import Path
+from typing import Final
+from urllib.parse import urlsplit
+
+import pytest
+from _pytest.fixtures import SubRequest
+
+from .containers import Containers, docker, ready
+from .database import Database, Databases
+
+
+@pytest.fixture(scope="session")
+def migration_image(tmp_path_factory: pytest.TempPathFactory) -> str:
+    configured: Final = os.environ.get("LITELLM_MIGRATION_TEST_IMAGE")
+    assert configured, "LITELLM_MIGRATION_TEST_IMAGE must name the built candidate image"
+    image: Final = docker("image", "inspect", configured, "--format", "{{.Id}}")
+    assert image.startswith("sha256:"), "Unable to identify the candidate image"
+    output: Final = Path(os.environ.get("MIGRATION_TEST_OUTPUT", str(tmp_path_factory.getbasetemp())))
+    output.mkdir(parents=True, exist_ok=True)
+    (output / "image.json").write_text(json.dumps({"requested": configured, "image_id": image}))
+    return image
+
+
+@pytest.fixture(scope="session")
+def databases() -> Databases:
+    admin: Final = os.environ.get("MIGRATION_TEST_ADMIN_URL", "")
+    parsed: Final = urlsplit(admin)
+    assert parsed.hostname in ("127.0.0.1", "localhost"), "Use an isolated loopback PostgreSQL test cluster"
+    assert parsed.port and parsed.path and not parsed.query, "Supply the test cluster port and admin database"
+    container_admin: Final = os.environ.get(
+        "MIGRATION_TEST_CONTAINER_ADMIN_URL",
+        admin.replace("127.0.0.1", "host.docker.internal").replace("localhost", "host.docker.internal"),
+    )
+    return Databases(admin, container_admin)
+
+
+@pytest.fixture(scope="session")
+def migrated_template(
+    databases: Databases, migration_image: str, tmp_path_factory: pytest.TempPathFactory
+) -> Iterator[Database]:
+    output: Final = Path(os.environ.get("MIGRATION_TEST_OUTPUT", str(tmp_path_factory.getbasetemp()))) / "seed"
+    with databases.create() as database:
+        with Containers(migration_image, output).start(database) as replica:
+            ready((replica,), database)
+        yield database
+
+
+@pytest.fixture
+def database(databases: Databases, migrated_template: Database) -> Iterator[Database]:
+    with databases.create(migrated_template) as database:
+        yield database
+
+
+@pytest.fixture
+def containers(migration_image: str, tmp_path: Path, request: SubRequest) -> Containers:
+    configured: Final = os.environ.get("MIGRATION_TEST_OUTPUT")
+    output: Final = Path(configured) / request.node.name if configured else tmp_path
+    output.mkdir(parents=True, exist_ok=True)
+    return Containers(migration_image, output)
diff --git a/tests/e2e/migrations/containers.py b/tests/e2e/migrations/containers.py
new file mode 100644
index 00000000000..0f5793b81dd
--- /dev/null
+++ b/tests/e2e/migrations/containers.py
@@ -0,0 +1,203 @@
+from __future__ import annotations
+
+import hashlib
+import subprocess
+import time
+from collections.abc import Callable, Generator, Mapping
+from contextlib import contextmanager
+from dataclasses import dataclass
+from pathlib import Path
+from typing import Final
+from uuid import uuid4
+
+from e2e_http import NoBody, Success, unwrap
+from models import KeyGenerateBody, KeyGenerateResponse, KeyInfoParams, KeyInfoResponse
+from transport import HttpTransport
+
+from .database import Database, prisma_url
+from .startup_models import ContainerState, Migration, Observation, Readiness
+
+MASTER_KEY: Final = "sk-migration-ci-fixture"
+
+
+def docker(*args: str) -> str:
+    result: Final = subprocess.run(("docker", *args), capture_output=True, text=True, timeout=90)
+    assert result.returncode == 0, f"Docker operation failed: {result.stderr}"
+    return result.stdout.strip()
+
+
+def until(description: str, condition: Callable[[], bool], seconds: float = 150) -> None:
+    deadline: Final = time.monotonic() + seconds
+    while time.monotonic() < deadline:
+        if condition():
+            return
+        time.sleep(0.25)
+    raise AssertionError(f"Timed out waiting for {description}")
+
+
+@dataclass(frozen=True, slots=True)
+class Replica:
+    name: str
+    transport: HttpTransport
+    output: Path
+
+    def state(self) -> ContainerState:
+        return ContainerState.model_validate_json(docker("inspect", "--format", "{{json .State}}", self.name))
+
+    def observe(self) -> Observation:
+        state: Final = self.state()
+        result: Final = self.transport.get(
+            "/health/readiness", headers=self.transport.master, params=NoBody(), response_type=Readiness, timeout=1
+        )
+        ready: Final = isinstance(result, Success) and result.data.status == "healthy" and result.data.db == "connected"
+        return Observation(None if state.Running else state.ExitCode, ready)
+
+    def logs(self) -> str:
+        result: Final = subprocess.run(("docker", "logs", self.name), capture_output=True, text=True, timeout=30)
+        assert result.returncode == 0, result.stderr
+        return result.stdout + result.stderr
+
+    def kill(self) -> None:
+        if self.state().Running:
+            docker("kill", self.name)
+
+    def usable(self, database: Database) -> None:
+        alias: Final = f"migration-{uuid4().hex}"
+        key: Final = unwrap(
+            self.transport.post(
+                "/key/generate",
+                headers=self.transport.master,
+                json=KeyGenerateBody(key_alias=alias),
+                response_type=KeyGenerateResponse,
+            )
+        ).key
+        info: Final = unwrap(
+            self.transport.get(
+                "/key/info",
+                headers=self.transport.master,
+                params=KeyInfoParams(key=key),
+                response_type=KeyInfoResponse,
+            )
+        )
+        assert info.info.key_alias == alias
+        assert database.query(
+            'SELECT key_alias FROM "LiteLLM_VerificationToken" WHERE token = %s',
+            (hashlib.sha256(key.encode()).hexdigest(),),
+        ) == ((alias,),)
+
+
+def ready(replicas: tuple[Replica, ...], database: Database) -> None:
+    def all_ready() -> bool:
+        observations: Final = tuple(replica.observe() for replica in replicas)
+        assert all(item.exit_code is None for item in observations), "Replica exited before readiness"
+        return all(item.ready for item in observations)
+
+    until("every replica ready", all_ready)
+    for replica in replicas:
+        replica.usable(database)
+
+
+def failed(replicas: tuple[Replica, ...], marker: str) -> None:
+    def all_stopped() -> bool:
+        observations: Final = tuple(replica.observe() for replica in replicas)
+        assert not any(item.ready for item in observations), "Failed migration exposed a ready proxy"
+        return all(item.exit_code is not None for item in observations)
+
+    until("every replica to reject startup", all_stopped)
+    for replica in replicas:
+        assert replica.state().ExitCode != 0, "Failed startup returned success"
+        assert marker in replica.logs(), f"Startup failed outside the expected migration: {marker}"
+
+
+def waiting(replicas: tuple[Replica, ...], seconds: float) -> None:
+    deadline: Final = time.monotonic() + seconds
+    while time.monotonic() < deadline:
+        assert all(item.exit_code is None and not item.ready for item in (replica.observe() for replica in replicas)), (
+            "Contending replica exited or served early"
+        )
+        time.sleep(0.25)
+
+
+@dataclass(frozen=True, slots=True)
+class Containers:
+    image: str
+    output: Path
+
+    @contextmanager
+    def start(
+        self,
+        database: Database,
+        migrations: tuple[Migration, ...] = (),
+        *,
+        v2: bool = True,
+        disabled: bool = False,
+        environment: Mapping[str, str] | None = None,
+    ) -> Generator[Replica]:
+        name: Final = f"litellm-migration-{uuid4().hex[:16]}"
+        directory: Final = self.output / name
+        directory.mkdir(parents=True)
+        for migration in migrations:
+            write_migration(directory, migration)
+        (directory / "config.yaml").write_text(
+            "model_list: []\ngeneral_settings:\n  master_key: os.environ/LITELLM_MASTER_KEY\n"
+        )
+        env: Final = {
+            "DATABASE_URL": prisma_url(database.container_url, database.schema),
+            "LITELLM_MASTER_KEY": MASTER_KEY,
+            "LITELLM_SALT_KEY": MASTER_KEY,
+            "LITELLM_LOCAL_MODEL_COST_MAP": "True",
+            "LITELLM_TELEMETRY": "False",
+            "LITELLM_LOG": "INFO",
+            "DATABASE_CONNECTION_POOL_LIMIT": "2",
+            "DEFAULT_NUM_WORKERS_LITELLM_PROXY": "1",
+            "USE_V2_MIGRATION_RESOLVER": str(v2).lower(),
+            "DISABLE_SCHEMA_UPDATE": str(disabled).lower(),
+            "LITELLM_MIGRATION_DIR": "/migration-test/prisma",
+            "LITELLM_PRISMA_MIGRATE_DEPLOY_TIMEOUT": "180",
+            **(environment or {}),
+        }
+        try:
+            docker(
+                "run",
+                "-d",
+                "--name",
+                name,
+                "--label",
+                "litellm-migration-test=true",
+                "--add-host",
+                "host.docker.internal:host-gateway",
+                "-p",
+                "127.0.0.1::4000",
+                "-v",
+                f"{directory}:/migration-test",
+                *(arg for key, value in env.items() for arg in ("-e", f"{key}={value}")),
+                self.image,
+                "--config",
+                "/migration-test/config.yaml",
+                "--host",
+                "0.0.0.0",
+                "--port",
+                "4000",
+            )
+            port: Final = int(docker("port", name, "4000/tcp").rsplit(":", 1)[1])
+            replica: Final = Replica(name, HttpTransport(f"http://127.0.0.1:{port}", MASTER_KEY, 15), directory)
+            yield replica
+        finally:
+            try:
+                state: Final = subprocess.run(
+                    ("docker", "inspect", "--format", "{{json .State}}", name),
+                    capture_output=True,
+                    text=True,
+                    timeout=30,
+                )
+                (directory / "state.json").write_text(state.stdout or state.stderr)
+                logs: Final = subprocess.run(("docker", "logs", name), capture_output=True, text=True, timeout=30)
+                (directory / "proxy.log").write_text(logs.stdout + logs.stderr)
+            finally:
+                subprocess.run(("docker", "rm", "-f", name), capture_output=True, text=True, timeout=30, check=True)
+
+
+def write_migration(directory: Path, migration: Migration) -> None:
+    path: Final = directory / "prisma" / "migrations" / migration.name
+    path.mkdir(parents=True)
+    (path / "migration.sql").write_text(migration.script)
diff --git a/tests/e2e/migrations/database.py b/tests/e2e/migrations/database.py
new file mode 100644
index 00000000000..a370c21ba0b
--- /dev/null
+++ b/tests/e2e/migrations/database.py
@@ -0,0 +1,135 @@
+from __future__ import annotations
+
+from collections.abc import Generator
+from contextlib import contextmanager
+from dataclasses import dataclass
+from typing import Final, LiteralString
+from urllib.parse import parse_qsl, urlencode, urlsplit, urlunsplit
+from uuid import uuid4
+
+import psycopg
+from psycopg import sql
+from pydantic import TypeAdapter
+
+Scalar = str | int | bool | None
+ROWS: Final = TypeAdapter(tuple[tuple[Scalar, ...], ...])
+GATE_KEY: Final = 39178002
+PRISMA_LOCK: Final = 72707369
+COORDINATOR_LOCK: Final = int.from_bytes(b"llm_mig2", "big")
+
+
+def connect_url(url: str, name: str) -> str:
+    return urlunsplit(urlsplit(url)._replace(path=f"/{name}", query=""))
+
+
+def prisma_url(url: str, schema: str) -> str:
+    parsed: Final = urlsplit(url)
+    query: Final = tuple((key, value) for key, value in parse_qsl(parsed.query) if key != "schema")
+    return urlunsplit(parsed._replace(query=urlencode((*query, ("schema", schema)))))
+
+
+@dataclass(frozen=True, slots=True)
+class Database:
+    name: str
+    url: str
+    container_url: str
+    schema: str = "public"
+
+    @contextmanager
+    def connection(self) -> Generator[psycopg.Connection[tuple[object, ...]]]:
+        with psycopg.connect(self.url, autocommit=True, connect_timeout=5) as connection:
+            connection.execute(sql.SQL("SET search_path TO {}").format(sql.Identifier(self.schema)))
+            connection.execute("SET statement_timeout = '15s'")
+            yield connection
+
+    def execute(self, statement: LiteralString | sql.Composed, params: tuple[Scalar, ...] = ()) -> None:
+        with self.connection() as connection:
+            connection.execute(statement, params or None)
+
+    def query(
+        self, statement: LiteralString | sql.Composed, params: tuple[Scalar, ...] = ()
+    ) -> tuple[tuple[Scalar, ...], ...]:
+        with self.connection() as connection:
+            return ROWS.validate_python(connection.execute(statement, params or None).fetchall())
+
+    def exists(self, name: str) -> bool:
+        return self.query("SELECT to_regclass(%s) IS NOT NULL", (name,)) == ((True,),)
+
+    def history(self) -> tuple[tuple[Scalar, ...], ...]:
+        if not self.exists("_prisma_migrations"):
+            return ()
+        return self.query(
+            "SELECT id, migration_name, checksum, started_at::text, finished_at::text, rolled_back_at::text, "
+            "applied_steps_count, logs FROM _prisma_migrations ORDER BY id"
+        )
+
+    def blocked(self, key: int = GATE_KEY) -> tuple[tuple[Scalar, ...], ...]:
+        return self.query(
+            "SELECT pid FROM pg_locks WHERE locktype = 'advisory' AND NOT granted "
+            "AND database = (SELECT oid FROM pg_database WHERE datname = current_database()) "
+            "AND classid = %s AND objid = %s ORDER BY pid",
+            (key >> 32, key & 0xFFFFFFFF),
+        )
+
+    @contextmanager
+    def lock(self, key: int = GATE_KEY) -> Generator[None]:
+        with self.connection() as connection:
+            connection.execute("SELECT pg_advisory_lock(%s)", (key,))
+            try:
+                yield
+            finally:
+                connection.execute("SELECT pg_advisory_unlock(%s)", (key,))
+
+
+@dataclass(frozen=True, slots=True)
+class Databases:
+    admin_url: str
+    container_admin_url: str
+
+    @contextmanager
+    def create(self, template: Database | None = None, schema: str = "public") -> Generator[Database]:
+        name: Final = f"litellm_migration_test_{uuid4().hex[:20]}"
+        database: Final = Database(
+            name, connect_url(self.admin_url, name), connect_url(self.container_admin_url, name), schema
+        )
+        with psycopg.connect(self.admin_url, autocommit=True, connect_timeout=5) as connection:
+            connection.execute(
+                sql.SQL("CREATE DATABASE {} TEMPLATE {}").format(
+                    sql.Identifier(name), sql.Identifier(template.name if template else "template0")
+                )
+            )
+        try:
+            yield database
+        finally:
+            with psycopg.connect(self.admin_url, autocommit=True, connect_timeout=5) as connection:
+                connection.execute(sql.SQL("DROP DATABASE {} WITH (FORCE)").format(sql.Identifier(name)))
+
+
+@contextmanager
+def restricted_user(database: Database) -> Generator[Database]:
+    role: Final = f"migration_reader_{uuid4().hex[:16]}"
+    password: Final = "migration-test-password"
+    with database.connection() as connection:
+        connection.execute(
+            sql.SQL("CREATE ROLE {} LOGIN PASSWORD {}").format(sql.Identifier(role), sql.Literal(password))
+        )
+    try:
+        database.execute(
+            sql.SQL("GRANT USAGE ON SCHEMA {} TO {}").format(sql.Identifier(database.schema), sql.Identifier(role))
+        )
+        database.execute(
+            sql.SQL("GRANT SELECT ON ALL TABLES IN SCHEMA {} TO {}").format(
+                sql.Identifier(database.schema), sql.Identifier(role)
+            )
+        )
+        local: Final = urlsplit(database.url)
+        remote: Final = urlsplit(database.container_url)
+        yield Database(
+            database.name,
+            urlunsplit(local._replace(netloc=f"{role}:{password}@{local.hostname}:{local.port}")),
+            urlunsplit(remote._replace(netloc=f"{role}:{password}@{remote.hostname}:{remote.port}")),
+            database.schema,
+        )
+    finally:
+        database.execute(sql.SQL("DROP OWNED BY {}").format(sql.Identifier(role)))
+        database.execute(sql.SQL("DROP ROLE {}").format(sql.Identifier(role)))
diff --git a/tests/e2e/migrations/startup_models.py b/tests/e2e/migrations/startup_models.py
new file mode 100644
index 00000000000..03a9b4eda78
--- /dev/null
+++ b/tests/e2e/migrations/startup_models.py
@@ -0,0 +1,25 @@
+from dataclasses import dataclass
+
+from pydantic import BaseModel
+
+
+class Readiness(BaseModel):
+    status: str = ""
+    db: str = ""
+
+
+class ContainerState(BaseModel):
+    Running: bool
+    ExitCode: int
+
+
+@dataclass(frozen=True, slots=True)
+class Observation:
+    exit_code: int | None
+    ready: bool
+
+
+@dataclass(frozen=True, slots=True)
+class Migration:
+    name: str
+    script: str
diff --git a/tests/e2e/migrations/test_legacy.py b/tests/e2e/migrations/test_legacy.py
new file mode 100644
index 00000000000..ba5e77a3070
--- /dev/null
+++ b/tests/e2e/migrations/test_legacy.py
@@ -0,0 +1,87 @@
+from contextlib import ExitStack
+from dataclasses import replace
+from typing import Final, Literal
+
+import pytest
+
+from .checks import COMPLETE, assert_completed, confirmed_history, assert_original_proof, start_replicas
+from .containers import Containers, failed, ready
+from .database import Database, Databases
+
+pytestmark: Final = [pytest.mark.e2e, pytest.mark.migration_startup]
+
+
+def adopt_legacy(containers: Containers, database: Database) -> None:
+    count: Final = database.query("SELECT count(*) FROM _prisma_migrations")[0][0]
+    existing_keys: Final = database.query('SELECT token FROM "LiteLLM_VerificationToken" ORDER BY token')
+    database.execute(
+        'INSERT INTO "LiteLLM_ShadowEvalJob" (id, group_id, target_id, router_name, judge_model, '
+        "shadow_percentage, max_turns, ends_at, stopped_at) VALUES ('migration-legacy', "
+        "'migration-legacy', 'target', 'router', 'judge', 1, 1, now(), now())"
+    )
+    database.execute("DROP TABLE _prisma_migrations")
+    with ExitStack() as stack:
+        replicas: Final = start_replicas(stack, containers, database)
+        ready(replicas, database)
+        logs: Final = "\n".join(replica.logs() for replica in replicas)
+        for detail in (
+            "Legacy migration history was missing",
+            "historical data backfills were not replayed or verified",
+            "Continuing startup",
+        ):
+            assert detail in logs
+    assert database.query("SELECT count(*) FROM _prisma_migrations") == ((count,),)
+    assert database.query(
+        'SELECT count(*) FROM _prisma_migrations WHERE finished_at IS NULL OR rolled_back_at IS '
+        'NOT NULL OR applied_steps_count <> 0'
+    ) == ((0,),)
+    assert set(existing_keys).issubset(database.query('SELECT token FROM "LiteLLM_VerificationToken" ORDER BY token'))
+    assert database.query("SELECT stopped_by FROM \"LiteLLM_ShadowEvalJob\" WHERE id = 'migration-legacy'") == (
+        (None,),
+    )
+
+
+class TestLegacyMigrations:
+    def test_matching_schema_warns_and_starts(self, containers: Containers, database: Database) -> None:
+        adopt_legacy(containers, database)
+
+    @pytest.mark.parametrize("fault", ("schema_drift", "custom_migrations", "empty_ledger"))
+    def test_unrecognized_legacy_state_is_not_baselined(
+        self, containers: Containers, database: Database, fault: str
+    ) -> None:
+        if fault == "empty_ledger":
+            database.execute("TRUNCATE _prisma_migrations")
+        else:
+            database.execute("DROP TABLE _prisma_migrations")
+        if fault == "schema_drift":
+            database.execute('ALTER TABLE "LiteLLM_VerificationToken" DROP COLUMN key_alias CASCADE')
+        with containers.start(database, (COMPLETE,) if fault == "custom_migrations" else ()) as replica:
+            failed((replica,), "Cannot automatically baseline" if fault != "empty_ledger" else "migration")
+        assert not database.exists("migration_effect")
+        if database.exists("_prisma_migrations"):
+            assert database.query(
+                "SELECT count(*) FROM _prisma_migrations WHERE finished_at IS NOT NULL AND applied_steps_count <> 1"
+            ) == ((0,),)
+
+    @pytest.mark.parametrize("scenario", ("upgrade", "recovery", "legacy"))
+    def test_non_default_schema(
+        self, containers: Containers, databases: Databases, scenario: Literal["upgrade", "recovery", "legacy"]
+    ) -> None:
+        with databases.create(schema="migration tenant") as database:
+            with containers.start(database) as seed:
+                ready((seed,), database)
+            match scenario:
+                case "upgrade":
+                    with ExitStack() as stack:
+                        ready(start_replicas(stack, containers, database, (COMPLETE,)), database)
+                    assert_completed(database)
+                case "recovery":
+                    original: Final = confirmed_history(database)
+                    with ExitStack() as stack:
+                        ready(start_replicas(stack, containers, database, (COMPLETE,)), database)
+                    assert_original_proof(database, original, True)
+                case "legacy":
+                    adopt_legacy(containers, database)
+            public: Final = replace(database, schema="public")
+            assert not public.exists("_prisma_migrations")
+            assert not public.exists('"LiteLLM_VerificationToken"')
diff --git a/tests/e2e/migrations/test_pooling.py b/tests/e2e/migrations/test_pooling.py
new file mode 100644
index 00000000000..c4015549de3
--- /dev/null
+++ b/tests/e2e/migrations/test_pooling.py
@@ -0,0 +1,136 @@
+import subprocess
+from collections.abc import Generator
+from contextlib import ExitStack, contextmanager
+from pathlib import Path
+from typing import Final
+from urllib.parse import urlsplit, urlunsplit
+from uuid import uuid4
+
+import psycopg
+import pytest
+from psycopg import sql
+
+from .checks import COMPLETE, assert_completed
+from .containers import Containers, docker, ready, until
+from .database import Database, Databases, prisma_url, restricted_user
+
+POOL_IMAGE: Final = (
+    "ghcr.io/cloudnative-pg/pgbouncer@sha256:e6ddfe22d845e603825e235dd8334b21ecd125abea2a2172478f556b8dee2bb8"
+)
+pytestmark: Final = [pytest.mark.e2e, pytest.mark.migration_startup]
+
+
+@contextmanager
+def application_user(database: Database) -> Generator[Database]:
+    with restricted_user(database) as application:
+        role: Final = sql.Identifier(str(urlsplit(application.url).username))
+        schema: Final = sql.Identifier(database.schema)
+        database.execute(sql.SQL("REVOKE CREATE ON SCHEMA {} FROM PUBLIC").format(schema))
+        for statement in (
+            "GRANT SELECT, INSERT, UPDATE, DELETE ON ALL TABLES IN SCHEMA {} TO {}",
+            "GRANT USAGE, SELECT ON ALL SEQUENCES IN SCHEMA {} TO {}",
+            "ALTER DEFAULT PRIVILEGES IN SCHEMA {} GRANT SELECT, INSERT, UPDATE, DELETE ON TABLES TO {}",
+            "ALTER DEFAULT PRIVILEGES IN SCHEMA {} GRANT USAGE, SELECT ON SEQUENCES TO {}",
+        ):
+            database.execute(sql.SQL(statement).format(schema, role))
+        assert application.query("SELECT has_schema_privilege(current_user, %s, 'CREATE')", (database.schema,)) == (
+            (False,),
+        )
+        yield application
+
+
+@contextmanager
+def pool(database: Database, output: Path) -> Generator[str]:
+    name: Final = f"litellm-migration-pool-{uuid4().hex[:12]}"
+    url: Final = urlsplit(database.container_url)
+    directory: Final = output / name
+    directory.mkdir(parents=True)
+    (directory / "users.txt").write_text(f'"{url.username}" "{url.password}"\n')
+    (directory / "pgbouncer.ini").write_text(
+        f"[databases]\n* = host={url.hostname} port={url.port} user={url.username} password={url.password}\n"
+        "[pgbouncer]\nlisten_addr = 0.0.0.0\nlisten_port = 6432\nauth_type = trust\nauth_file = /pool/users.txt\n"
+        "pool_mode = transaction\ndefault_pool_size = 1\nreserve_pool_size = 0\nmax_client_conn = 100\n"
+        'max_prepared_statements = 100\nquery_wait_timeout = 8\nignore_startup_parameters = '
+        'extra_float_digits,options\n'
+    )
+    try:
+        docker(
+            "run",
+            "-d",
+            "--name",
+            name,
+            "--label",
+            "litellm-migration-test=true",
+            "--add-host",
+            "host.docker.internal:host-gateway",
+            "-p",
+            "0.0.0.0::6432",
+            "-v",
+            f"{directory}:/pool:ro",
+            "--entrypoint",
+            "/usr/bin/pgbouncer",
+            POOL_IMAGE,
+            "/pool/pgbouncer.ini",
+        )
+        port: Final = int(docker("port", name, "6432/tcp").splitlines()[0].rsplit(":", 1)[1])
+        local_url: Final = urlunsplit(url._replace(netloc=f"{url.username}:{url.password}@127.0.0.1:{port}"))
+
+        def connected() -> bool:
+            try:
+                with psycopg.connect(local_url, autocommit=True, connect_timeout=2) as connection:
+                    return connection.execute("SELECT 1").fetchone() == (1,)
+            except psycopg.Error:
+                return False
+
+        until("PgBouncer ready", connected, 30)
+        yield local_url.replace("127.0.0.1", "host.docker.internal") + "?pgbouncer=true"
+    finally:
+        try:
+            logs: Final = subprocess.run(("docker", "logs", name), text=True, capture_output=True, timeout=30)
+            (directory / "pool.log").write_text(logs.stdout + logs.stderr)
+        finally:
+            subprocess.run(("docker", "rm", "-f", name), capture_output=True, text=True, timeout=30, check=True)
+
+
+class TestMigrationPooling:
+    @pytest.mark.parametrize("scenario,replica_count", (("fresh", 3), ("upgrade", 3), ("legacy", 3), ("upgrade", 6)))
+    def test_direct_migrations_with_one_application_backend(
+        self,
+        containers: Containers,
+        databases: Databases,
+        migrated_template: Database,
+        scenario: str,
+        replica_count: int,
+    ) -> None:
+        with databases.create(None if scenario == "fresh" else migrated_template) as database:
+            if scenario == "legacy":
+                database.execute("DROP TABLE _prisma_migrations")
+            with (
+                application_user(database) as application,
+                pool(application, containers.output) as pooled_url,
+                ExitStack() as stack,
+            ):
+                replicas: Final = tuple(
+                    stack.enter_context(
+                        containers.start(
+                            database,
+                            (COMPLETE,) if scenario == "upgrade" else (),
+                            environment={
+                                "DATABASE_URL": prisma_url(pooled_url, database.schema),
+                                "DIRECT_URL": database.container_url,
+                            },
+                        )
+                    )
+                    for _ in range(replica_count)
+                )
+                ready(replicas, database)
+                if scenario == "upgrade":
+                    assert_completed(database)
+                if scenario == "legacy":
+                    assert any(
+                        "historical data backfills were not replayed or verified" in replica.logs()
+                        for replica in replicas
+                    )
+                    assert database.query("SELECT count(*) FROM _prisma_migrations WHERE applied_steps_count <> 0") == (
+                        (0,),
+                    )
diff --git a/tests/e2e/migrations/test_recovery.py b/tests/e2e/migrations/test_recovery.py
new file mode 100644
index 00000000000..80e5747eaac
--- /dev/null
+++ b/tests/e2e/migrations/test_recovery.py
@@ -0,0 +1,185 @@
+from contextlib import ExitStack
+from typing import Final, Literal
+from uuid import uuid4
+
+import pytest
+
+from .checks import (
+    COMPLETE,
+    FATAL,
+    GATED,
+    NEXT,
+    assert_completed,
+    confirmed_history,
+    interrupt_owner,
+    assert_original_proof,
+    pause_completion,
+    start_replicas,
+    unconfirmed,
+)
+from .containers import Containers, failed, ready, until, waiting
+from .database import COORDINATOR_LOCK, GATE_KEY, Database
+from .startup_models import Migration
+
+pytestmark: Final = [pytest.mark.e2e, pytest.mark.migration_startup]
+
+
+class TestMigrationRecovery:
+    @pytest.mark.parametrize("after_commit", (False, True))
+    def test_container_owner_crash(self, containers: Containers, database: Database, after_commit: bool) -> None:
+        interrupt_owner(containers, database, after_commit, stop_database_session=False)
+        history: Final = database.history()
+        assert database.query(
+            "SELECT applied_steps_count FROM _prisma_migrations WHERE migration_name = %s", (COMPLETE.name,)
+        ) == ((int(after_commit),),)
+        with ExitStack() as stack:
+            successors: Final = start_replicas(stack, containers, database, (COMPLETE if after_commit else GATED,))
+            if after_commit:
+                ready(successors, database)
+                assert_completed(database)
+            else:
+                unconfirmed(successors, database)
+                assert database.history() == history
+
+    @pytest.mark.parametrize("after_commit", (False, True))
+    def test_owner_and_database_session_crash(
+        self, containers: Containers, database: Database, after_commit: bool
+    ) -> None:
+        interrupt_owner(containers, database, after_commit)
+        history: Final = database.history()
+        with ExitStack() as stack:
+            successors: Final = start_replicas(stack, containers, database, (COMPLETE,))
+            if after_commit:
+                ready(successors, database)
+                assert_completed(database)
+                return
+            unconfirmed(successors, database)
+            assert database.history() == history
+        with containers.start(database, (COMPLETE,)) as restarted:
+            unconfirmed((restarted,), database)
+            assert database.history() == history
+
+    @pytest.mark.parametrize("later_failure", (False, True))
+    def test_remaining_migrations_after_recovery(
+        self, containers: Containers, database: Database, later_failure: bool
+    ) -> None:
+        original: Final = confirmed_history(database)
+        next_migration: Final = Migration(
+            NEXT.name,
+            f"SELECT pg_advisory_lock({GATE_KEY}); "
+            + (FATAL.script if later_failure else NEXT.script)
+            + f" SELECT pg_advisory_unlock({GATE_KEY});",
+        )
+        with ExitStack() as stack:
+            with database.lock():
+                owner: Final = stack.enter_context(containers.start(database, (COMPLETE, next_migration)))
+
+                def pending() -> bool:
+                    observation: Final = owner.observe()
+                    assert observation.exit_code is None and not observation.ready, (
+                        "Recovered owner served before pending SQL completed"
+                    )
+                    return bool(database.blocked())
+
+                until("recovering owner reached the next migration", pending)
+                assert_original_proof(database, original, True)
+                assert not database.exists("migration_next")
+                followers: Final = start_replicas(stack, containers, database, (COMPLETE, next_migration), count=2)
+                replicas: Final = (owner, *followers)
+                waiting(replicas, 1)
+            if later_failure:
+                failed(replicas, NEXT.name)
+                assert database.query(
+                    "SELECT finished_at IS NULL, logs LIKE %s FROM _prisma_migrations WHERE migration_name = %s",
+                    ("%MIGRATION_TEST_FATAL%", NEXT.name),
+                ) == ((True, True),)
+            else:
+                ready(replicas, database)
+                assert database.query("SELECT id FROM migration_next") == ((2,),)
+            assert_original_proof(database, original, True)
+
+    def test_second_crash_during_recovery_is_atomic(self, containers: Containers, database: Database) -> None:
+        original: Final = confirmed_history(database)
+        pause_completion(database)
+        with database.lock():
+            with containers.start(database, (COMPLETE,)) as recovering:
+                until("history update blocked before commit", lambda: bool(database.blocked()))
+                assert_original_proof(database, original, False)
+                blocked: Final = database.blocked()
+                assert len(blocked) == 1
+                assert database.query("SELECT pg_terminate_backend(%s)", (blocked[0][0],)) == ((True,),)
+                failed((recovering,), "Lost or could not establish v2 migration coordination")
+                assert_original_proof(database, original, False)
+        with ExitStack() as stack:
+            ready(start_replicas(stack, containers, database, (COMPLETE,)), database)
+        assert_original_proof(database, original, True)
+
+    def test_competing_recovery_rechecks_stale_failures(self, containers: Containers, database: Database) -> None:
+        original: Final = confirmed_history(database)
+        with ExitStack() as stack:
+            with database.lock(COORDINATOR_LOCK):
+                replicas: Final = start_replicas(stack, containers, database, (COMPLETE,))
+                until(
+                    "all replicas observed the unfinished migration",
+                    lambda: all(
+                        "Waiting for the v2 migration coordinator lock" in replica.logs() for replica in replicas
+                    ),
+                )
+                assert_original_proof(database, original, False)
+            ready(replicas, database)
+        assert_original_proof(database, original, True)
+
+    @pytest.mark.parametrize(
+        "fault", ("no_steps", "extra_steps", "failure_logs", "checksum", "duplicate_history", "missing_script")
+    )
+    def test_unproven_history_is_never_repaired(
+        self,
+        containers: Containers,
+        database: Database,
+        fault: Literal["no_steps", "extra_steps", "failure_logs", "checksum", "duplicate_history", "missing_script"],
+    ) -> None:
+        confirmed_history(database)
+        match fault:
+            case "no_steps":
+                database.execute(
+                    "UPDATE _prisma_migrations SET applied_steps_count = 0 WHERE migration_name = %s", (COMPLETE.name,)
+                )
+            case "extra_steps":
+                database.execute(
+                    "UPDATE _prisma_migrations SET applied_steps_count = 2 WHERE migration_name = %s", (COMPLETE.name,)
+                )
+            case "failure_logs":
+                database.execute(
+                    "UPDATE _prisma_migrations SET logs = 'permission denied' WHERE migration_name = %s",
+                    (COMPLETE.name,),
+                )
+            case "checksum":
+                database.execute(
+                    "UPDATE _prisma_migrations SET checksum = %s WHERE migration_name = %s", ("0" * 64, COMPLETE.name)
+                )
+            case "duplicate_history":
+                database.execute(
+                    'INSERT INTO _prisma_migrations (id, migration_name, checksum, '
+                    'applied_steps_count) SELECT %s, migration_name, checksum, '
+                    'applied_steps_count FROM _prisma_migrations WHERE migration_name = %s',
+                    (str(uuid4()), COMPLETE.name),
+                )
+            case "missing_script":
+                pass
+        history: Final = database.history()
+        with containers.start(database, () if fault == "missing_script" else (COMPLETE,)) as replica:
+            unconfirmed((replica,), database)
+        assert database.history() == history
+        assert database.query("SELECT id FROM migration_effect") == ((1,),)
+
+    def test_coordinator_timeout_preserves_proof(self, containers: Containers, database: Database) -> None:
+        original: Final = confirmed_history(database)
+        with database.lock(COORDINATOR_LOCK):
+            with containers.start(
+                database, (COMPLETE,), environment={"LITELLM_MIGRATION_LOCK_TIMEOUT": "3"}
+            ) as replica:
+                failed((replica,), "Timed out waiting for another v2 migration resolver")
+                assert_original_proof(database, original, False)
+        with containers.start(database, (COMPLETE,)) as replica:
+            ready((replica,), database)
+        assert_original_proof(database, original, True)
diff --git a/tests/e2e/migrations/test_startup.py b/tests/e2e/migrations/test_startup.py
new file mode 100644
index 00000000000..dc628a8ed7a
--- /dev/null
+++ b/tests/e2e/migrations/test_startup.py
@@ -0,0 +1,101 @@
+from contextlib import ExitStack
+from typing import Final
+
+import pytest
+
+from .checks import COMPLETE, FATAL, GATED, assert_completed, start_replicas
+from .containers import Containers, failed, ready, until, waiting
+from .database import PRISMA_LOCK, Database, Databases, restricted_user
+from .startup_models import Migration
+
+pytestmark: Final = [pytest.mark.e2e, pytest.mark.migration_startup]
+
+
+class TestMigrationStartup:
+    @pytest.mark.parametrize("replicas,v2", ((1, True), (3, True), (1, False)))
+    def test_fresh_database(self, containers: Containers, databases: Databases, replicas: int, v2: bool) -> None:
+        with databases.create() as database, ExitStack() as stack:
+            ready(tuple(stack.enter_context(containers.start(database, v2=v2)) for _ in range(replicas)), database)
+            assert database.query(
+                "SELECT count(*) FROM _prisma_migrations WHERE finished_at IS NULL AND rolled_back_at IS NULL"
+            ) == ((0,),)
+            assert database.query("SELECT count(*) > 0 FROM _prisma_migrations") == ((True,),)
+
+    def test_concurrent_upgrade(self, containers: Containers, database: Database) -> None:
+        with ExitStack() as stack:
+            ready(start_replicas(stack, containers, database, (COMPLETE,)), database)
+            assert_completed(database)
+
+    def test_waiters_survive_prolonged_contention(self, containers: Containers, database: Database) -> None:
+        with ExitStack() as stack:
+            with database.lock():
+                owner: Final = stack.enter_context(containers.start(database, (GATED,)))
+                until("owner blocked in migration SQL", lambda: bool(database.blocked()))
+                followers: Final = start_replicas(stack, containers, database, (GATED,), count=2)
+                until("both followers attempted Prisma locking", lambda: len(database.blocked(PRISMA_LOCK)) == 2)
+                waiting((owner, *followers), 120)
+            ready((owner, *followers), database)
+            assert_completed(database, GATED)
+
+    def test_lock_deadline_then_restart(self, containers: Containers, database: Database) -> None:
+        history: Final = database.history()
+        with database.lock(PRISMA_LOCK):
+            with containers.start(
+                database, (COMPLETE,), environment={"LITELLM_MIGRATION_LOCK_TIMEOUT": "12"}
+            ) as replica:
+                until("Prisma lock contention", lambda: bool(database.blocked(PRISMA_LOCK)))
+                failed((replica,), "Timed out waiting for")
+                assert database.history() == history
+                assert not database.exists("migration_effect")
+        with containers.start(database, (COMPLETE,)) as restarted:
+            ready((restarted,), database)
+            assert_completed(database)
+
+    def test_fatal_sql(self, containers: Containers, database: Database) -> None:
+        with ExitStack() as stack:
+            replicas: Final = start_replicas(stack, containers, database, (FATAL,))
+            failed(replicas, COMPLETE.name)
+            assert database.query(
+                'SELECT count(*) FROM _prisma_migrations WHERE migration_name = %s AND logs LIKE '
+                '%s AND finished_at IS NULL',
+                (COMPLETE.name, "%MIGRATION_TEST_FATAL%"),
+            ) == ((1,),)
+
+    def test_duplicate_object_does_not_hide_incomplete_sql(self, containers: Containers, database: Database) -> None:
+        database.execute(
+            "CREATE TABLE migration_existing (id int PRIMARY KEY); INSERT INTO migration_existing VALUES (42)"
+        )
+        migration: Final = Migration(
+            COMPLETE.name, "CREATE TABLE migration_existing (id int PRIMARY KEY); " + COMPLETE.script
+        )
+        with ExitStack() as stack:
+            failed(start_replicas(stack, containers, database, (migration,)), COMPLETE.name)
+            assert not database.exists("migration_effect")
+            assert database.query("SELECT id FROM migration_existing") == ((42,),)
+            assert database.query(
+                "SELECT finished_at IS NULL FROM _prisma_migrations WHERE migration_name = %s", (COMPLETE.name,)
+            ) == ((True,),)
+
+    @pytest.mark.parametrize("v2", (True, False))
+    def test_restart_preserves_history_and_data(self, containers: Containers, database: Database, v2: bool) -> None:
+        history: Final = database.history()
+        before: Final = database.query('SELECT token FROM "LiteLLM_VerificationToken" ORDER BY token')
+        for _ in range(2):
+            with containers.start(database, v2=v2) as replica:
+                ready((replica,), database)
+        assert database.history() == history
+        assert set(before).issubset(database.query('SELECT token FROM "LiteLLM_VerificationToken" ORDER BY token'))
+
+    def test_disabled_migrations(self, containers: Containers, database: Database) -> None:
+        history: Final = database.history()
+        with containers.start(database, (FATAL,), disabled=True) as replica:
+            ready((replica,), database)
+        assert database.history() == history
+
+    def test_insufficient_privileges(self, containers: Containers, database: Database) -> None:
+        history: Final = database.history()
+        with restricted_user(database) as limited:
+            with containers.start(limited, (COMPLETE,)) as replica:
+                failed((replica,), "permission denied")
+        assert database.history() == history
+        assert not database.exists("migration_effect")
diff --git a/tests/e2e/models.py b/tests/e2e/models.py
index 4b202e3c663..47ef672ebec 100644
--- a/tests/e2e/models.py
+++ b/tests/e2e/models.py
@@ -298,6 +298,7 @@ class ChatBody(BaseModel):
     max_completion_tokens: int | None = None
     temperature: float | None = None
     user: str | None = None
+    safety_identifier: str | None = None
     metadata: ChatMetadata | None = None
     reasoning_effort: str | None = None
     thinking: ThinkingParam | None = None
@@ -976,6 +977,7 @@ class LiteLLMParamsBody(BaseModel):
     api_base: str | None = None
     api_version: str | None = None
     realtime_protocol: str | None = None
+    allowed_openai_params: list[str] | None = None
     aws_access_key_id: str | None = None
     aws_secret_access_key: str | None = None
     aws_region_name: str | None = None
diff --git a/tests/e2e/provider_edge.py b/tests/e2e/provider_edge.py
index 136b00208f7..fc10dde2a77 100644
--- a/tests/e2e/provider_edge.py
+++ b/tests/e2e/provider_edge.py
@@ -99,6 +99,7 @@ from provider_cache import (
     SIGNATURE_HEADERS,
     CacheEdge,
     MountPolicy,
+    RequestSigner,
     is_bedrock,
     scoped_edge_base,
     split_test_segment,
@@ -539,6 +540,7 @@ class ReplayEdge:
 @dataclass(frozen=True, slots=True)
 class LiveEdge:
     observe_request: Callable[[str, Mapping[str, str], bytes | None], None] | None = None
+    sign: RequestSigner | None = None
 
 
 type EdgeBackend = RecordEdge | ReplayEdge | LiveEdge | CacheEdge
@@ -788,14 +790,16 @@ def _handle_live(
     method: str, url: str, headers: Mapping[str, str], body: bytes | None, timeout: float,
     cache: CacheEdge | None = None, mount: str = "", test_key: str | None = None,
     observe_request: Callable[[str, Mapping[str, str], bytes | None], None] | None = None,
+    sign: RequestSigner | None = None,
 ) -> EdgeOutcome:
     forwarded: Final = {
         name: value for name, value in headers.items() if name.lower() not in _REQUEST_DROPPED_HEADERS
     }
     if observe_request is not None:
         observe_request(url, forwarded, body)
+    outbound: Final = forwarded if sign is None else sign(method, url, forwarded, body)
     head: Final = (
-        forward_stream(method, url, headers=forwarded, body=body, timeout=timeout)
+        forward_stream(method, url, headers=outbound, body=body, timeout=timeout)
         if cache is None else cache.forward(mount, method, url, forwarded, body, timeout, test_key=test_key)
     )
     match head:
@@ -871,10 +875,10 @@ def handle_edge_request(
                 method, _upstream_url(upstream_base, upstream_path, split.query), headers, body, timeout,
                 backend, mount, test_key,
             )
-        case LiveEdge(observe_request=observe_request):
+        case LiveEdge(observe_request=observe_request, sign=sign):
             return _handle_live(
                 method, _upstream_url(upstream_base, upstream_path, split.query), headers, body, timeout,
-                observe_request=observe_request,
+                observe_request=observe_request, sign=sign,
             )
         case RecordEdge():
             return _handle_record(
diff --git a/tests/e2e/pytest.ini b/tests/e2e/pytest.ini
index 97acb9ec52b..c6acd449884 100644
--- a/tests/e2e/pytest.ini
+++ b/tests/e2e/pytest.ini
@@ -13,3 +13,4 @@ markers =
     cli_determinism: drives the real claude CLI for several seconds; deselected unless E2E_CLI_DETERMINISM is set
     redis_chaos: load test that pauses the proxy's Redis outright mid-run; needs a proxy booted from gateway/redis_chaos_ci_config.yml on the same host, and is deselected unless E2E_REDIS_CHAOS is set
     mcp_oauth_live: real Linear OAuth consent via a captured browser session; deselected unless E2E_MCP_OAUTH_LIVE is set
+    provider_edge_host: routes provider traffic through the pytest host's edge in every fixture mode, so the gateway must reach the pytest host; deselected unless E2E_PROVIDER_EDGE_HOST_REACHABLE is set
diff --git a/tests/e2e/quota_management/budgets/test_budget_enforcement_e2e.py b/tests/e2e/quota_management/budgets/test_budget_enforcement_e2e.py
index 918739863ce..8a9be1d1385 100644
--- a/tests/e2e/quota_management/budgets/test_budget_enforcement_e2e.py
+++ b/tests/e2e/quota_management/budgets/test_budget_enforcement_e2e.py
@@ -46,10 +46,10 @@ def _assert_budget_blocks(client: BudgetClient, key: str, *, user: str = "") ->
     pytest.fail("budget never enforced within the call budget")
 
 
-def _assert_blocked_429(client: BudgetClient, key: str) -> StreamingResponse:
+def _assert_blocked_422(client: BudgetClient, key: str) -> StreamingResponse:
     blocked = _assert_budget_blocks(client, key)
-    assert blocked.status_code == 429, (
-        f"budget refusal must be 429, got {blocked.status_code}: {blocked.body[:200]}"
+    assert blocked.status_code == 422, (
+        f"budget refusal must be 422, got {blocked.status_code}: {blocked.body[:200]}"
     )
     return blocked
 
@@ -60,7 +60,7 @@ class TestBudgetBlocksPerLevel:
         key = client.generate_key(max_budget=TINY_CAP)
         resources.defer(lambda: client.delete_key(key))
 
-        _assert_blocked_429(client, key)
+        _assert_blocked_422(client, key)
 
     @pytest.mark.covers("quota_management.budget.team.blocks_over_limit")
     def test_team_budget_blocks_every_team_key(self, client: BudgetClient, resources: ResourceManager) -> None:
@@ -71,10 +71,10 @@ class TestBudgetBlocksPerLevel:
         sibling_key = client.generate_key(team_id=team_id)
         resources.defer(lambda: client.delete_key(sibling_key))
 
-        _assert_blocked_429(client, spender_key)
+        _assert_blocked_422(client, spender_key)
         sibling = _chat(client, sibling_key)
-        assert is_budget_block(sibling) and sibling.status_code == 429, (
-            f"a sibling key on the capped team must get the same 429 budget_exceeded, "
+        assert is_budget_block(sibling) and sibling.status_code == 422, (
+            f"a sibling key on the capped team must get the same 422 budget_exceeded, "
             f"got {sibling.status_code}: {sibling.body[:200]}"
         )
 
@@ -99,10 +99,10 @@ class TestBudgetBlocksPerLevel:
         team_key = client.generate_key(team_id=team_id, user_id=user_id)
         resources.defer(lambda: client.delete_key(team_key))
 
-        _assert_blocked_429(client, first_key)
+        _assert_blocked_422(client, first_key)
         second = _chat(client, second_key)
-        assert is_budget_block(second) and second.status_code == 429, (
-            f"the second personal key of a user over budget must get the same 429 budget_exceeded, "
+        assert is_budget_block(second) and second.status_code == 422, (
+            f"the second personal key of a user over budget must get the same 422 budget_exceeded, "
             f"got {second.status_code}: {second.body[:200]}"
         )
         team_result = _chat(client, team_key)
@@ -133,7 +133,7 @@ class TestBudgetBlocksPerLevel:
         key = client.generate_key(team_id=team_id)
         resources.defer(lambda: client.delete_key(key))
 
-        blocked = _assert_blocked_429(client, key)
+        blocked = _assert_blocked_422(client, key)
         assert f"Organization={org_id}" in blocked.body, (
             f"refusal must name the org as the blocker, got: {blocked.body[:200]}"
         )
@@ -155,7 +155,7 @@ class TestBudgetBlocksPerLevel:
         teammate_key = client.generate_key(team_id=team_id, user_id=teammate_id)
         resources.defer(lambda: client.delete_key(teammate_key))
 
-        _assert_blocked_429(client, member_key)
+        _assert_blocked_422(client, member_key)
         require_successful_call(_chat(client, teammate_key))
 
 
@@ -176,7 +176,7 @@ class TestKeyBudgetBlocksAcrossKeyKinds:
         control_key = client.generate_key(user_id=user_id)
         resources.defer(lambda: client.delete_key(control_key))
 
-        _assert_blocked_429(client, capped_key)
+        _assert_blocked_422(client, capped_key)
         require_successful_call(_chat(client, control_key))
 
     @pytest.mark.covers("quota_management.budget.key.blocks_over_limit")
@@ -188,7 +188,7 @@ class TestKeyBudgetBlocksAcrossKeyKinds:
         control_key = client.generate_key(team_id=team_id)
         resources.defer(lambda: client.delete_key(control_key))
 
-        _assert_blocked_429(client, capped_key)
+        _assert_blocked_422(client, capped_key)
         require_successful_call(_chat(client, control_key))
 
     @pytest.mark.covers("quota_management.budget.key.blocks_over_limit")
@@ -205,5 +205,5 @@ class TestKeyBudgetBlocksAcrossKeyKinds:
         control_key = client.generate_key(team_id=team_id, user_id=member_id)
         resources.defer(lambda: client.delete_key(control_key))
 
-        _assert_blocked_429(client, capped_key)
+        _assert_blocked_422(client, capped_key)
         require_successful_call(_chat(client, control_key))
diff --git a/tests/e2e/quota_management/budgets/test_multi_window_budget_e2e.py b/tests/e2e/quota_management/budgets/test_multi_window_budget_e2e.py
index e1cca0c0414..e04f857545d 100644
--- a/tests/e2e/quota_management/budgets/test_multi_window_budget_e2e.py
+++ b/tests/e2e/quota_management/budgets/test_multi_window_budget_e2e.py
@@ -102,7 +102,7 @@ def test_long_window_blocks_after_short_window_resets(client: BudgetClient, reso
 
     # 1. drive the key to get blocked by SHORT_WINDOW, assert it's budget error
     blocked = _drive_to_block(client, key)
-    assert blocked.status_code == 429, f"budget block was not a 429: {blocked.status_code} {blocked.body[:200]}"
+    assert blocked.status_code == 422, f"budget block was not a 422: {blocked.status_code} {blocked.body[:200]}"
 
     # 2. check the reset times of both budget windows after we drove to being blocked
     blocked_reset_at = window_reset_at(client.key_budget_windows(key), SHORT_WINDOW)
diff --git a/tests/e2e/quota_management/budgets/test_team_multi_window_budget_e2e.py b/tests/e2e/quota_management/budgets/test_team_multi_window_budget_e2e.py
index 1db68e6afe9..7683132776b 100644
--- a/tests/e2e/quota_management/budgets/test_team_multi_window_budget_e2e.py
+++ b/tests/e2e/quota_management/budgets/test_team_multi_window_budget_e2e.py
@@ -101,7 +101,7 @@ def test_team_long_window_blocks_after_short_window_resets(client: BudgetClient,
     
     # 1. drive the key to being blocked, assert its blocked by budget budget_exceeded
     blocked = _drive_to_block(client, key)
-    assert blocked.status_code == 429, f"budget block was not a 429: {blocked.status_code} {blocked.body[:200]}"
+    assert blocked.status_code == 422, f"budget block was not a 422: {blocked.status_code} {blocked.body[:200]}"
 
     # 2. check the the teams budget windows 
     blocked_reset_at = window_reset_at(client.team_budget_windows(team_id), SHORT_WINDOW)
diff --git a/tests/e2e/quota_management/spend_tracking/spend_e2e_client.py b/tests/e2e/quota_management/spend_tracking/spend_e2e_client.py
index 9ac97f57f47..b7f59fe5f89 100644
--- a/tests/e2e/quota_management/spend_tracking/spend_e2e_client.py
+++ b/tests/e2e/quota_management/spend_tracking/spend_e2e_client.py
@@ -359,6 +359,17 @@ class SpendClient:
     def probe(self, path: str, *, params: DateRangeParams) -> ProbeResult:
         return self.proxy.transport.probe(path, params=params)
 
+    def probe_until_healthy(self, path: str, *, params: DateRangeParams) -> ProbeResult:
+        outcome: Final = await_converged(
+            lambda: self.probe(path, params=params),
+            converged=lambda result: result.healthy,
+            timeout=self.proxy.poll_timeout,
+            interval=self.proxy.poll_interval,
+            now=time.monotonic,
+            sleep=time.sleep,
+        )
+        return outcome.result if isinstance(outcome, Converged) else outcome.last_result
+
     def create_user(self, *, email: str, role: UserRole, user_id: str) -> str:
         return unwrap(
             self.proxy.transport.post(
diff --git a/tests/e2e/quota_management/spend_tracking/test_spend_routes.py b/tests/e2e/quota_management/spend_tracking/test_spend_routes.py
index 8cb3e3927f0..67fd88bc84d 100644
--- a/tests/e2e/quota_management/spend_tracking/test_spend_routes.py
+++ b/tests/e2e/quota_management/spend_tracking/test_spend_routes.py
@@ -17,9 +17,11 @@ fast: no batch-write wait, no provider calls.
 """
 
 from datetime import datetime, timedelta, timezone
+from typing import Final
 
 import pytest
 
+from e2e_http import ProbeResult
 from models import DateRangeParams
 from spend_e2e_client import SpendClient
 
@@ -72,15 +74,10 @@ SPEND_ROUTES = (
 
 _SPEND_PREFIXES = ("/spend", "/global/spend", "/global/activity")
 
-_MISSING_VIEW_SKIP = pytest.mark.skip(
-    reason=(
-        "LIT-5211: on a fresh database the proxy's startup view creation can lose the race "
-        "against schema migrations, leaving MonthlyGlobalSpend/DailyTagSpend/Last30d* views "
-        "missing and these routes 500ing until the views exist"
-    )
-)
-
-_VIEW_BACKED_ROUTES = frozenset(
+# Served from the MonthlyGlobalSpend / DailyTagSpend / Last30d* views, which the
+# proxy creates in the background once the schema migrations have landed, so on a
+# fresh database they can 500 for a while after the proxy starts serving.
+_VIEW_BACKED_ROUTES: Final = frozenset(
     (
         "/global/spend",
         "/global/spend/keys",
@@ -98,15 +95,15 @@ def _date_range() -> DateRangeParams:
     return DateRangeParams(start_date=start.isoformat(), end_date=end.isoformat())
 
 
-@pytest.mark.parametrize(
-    "route",
-    tuple(
-        pytest.param(route, marks=_MISSING_VIEW_SKIP) if route in _VIEW_BACKED_ROUTES else route
-        for route in SPEND_ROUTES
-    ),
-)
+def _probe(client: SpendClient, route: str) -> ProbeResult:
+    if route in _VIEW_BACKED_ROUTES:
+        return client.probe_until_healthy(route, params=_date_range())
+    return client.probe(route, params=_date_range())
+
+
+@pytest.mark.parametrize("route", SPEND_ROUTES)
 def test_spend_route_responsive(client: SpendClient, route: str) -> None:
-    result = client.probe(route, params=_date_range())
+    result = _probe(client, route)
     print(f"{route} -> {result.status_code}\n{result.body[:600]}")
     assert result.healthy, f"{route} -> {result.status_code}\n{result.body[:600]}"
 
diff --git a/tests/e2e/ui/run_e2e.sh b/tests/e2e/ui/run_e2e.sh
index beb1bc8bf3b..5c367ba0024 100755
--- a/tests/e2e/ui/run_e2e.sh
+++ b/tests/e2e/ui/run_e2e.sh
@@ -145,6 +145,7 @@ fi
 
 # --- Credentials ---
 export LITELLM_MASTER_KEY="sk-1234"
+export LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY="true"
 export MOCK_LLM_URL="http://127.0.0.1:${MOCK_LLM_PORT}/v1"
 export E2E_MOCK_PRESIDIO_URL="http://127.0.0.1:${MOCK_PRESIDIO_PORT}"
 export DISABLE_SCHEMA_UPDATE="true"
diff --git a/tests/integration/AGENTS.md b/tests/integration/AGENTS.md
new file mode 100644
index 00000000000..57b69f3830d
--- /dev/null
+++ b/tests/integration/AGENTS.md
@@ -0,0 +1,25 @@
+# tests/integration
+
+Real proxy, Postgres, Redis, scripted upstream. `README.md` has shards and CI wiring
+
+## What good looks like
+
+The root example is from here. The spend row lands async: poll, never sleep
+
+```python
+rows = eventually(
+    lambda: read_rows('SELECT spend FROM "LiteLLM_SpendLogs" WHERE request_id=%s', (body["id"],)),
+    lambda values: len(values) == 1,
+    seconds=70,
+)
+assert float(rows[0]["spend"]) == pytest.approx(10 * 0.001 + 5 * 0.0001 + 7 * 0.002 + 4 * 0.002)
+```
+
+`sleep(3)` fails on a slow runner and taxes every fast one. Assert the outbound body in the upstream
+handler; a leaked field is invisible from the response. `monkeypatch.setenv` is fine; patching our own
+function in a full stack is not
+
+## Where it goes
+
+By the domain a user would name: `pricing`, `spend`, `routing`. Add the node and its `covers` ids to
+`contracts.json` or collection fails. Needs no proxy, DB or Redis: `tests/unit`
diff --git a/tests/integration/_support/process.py b/tests/integration/_support/process.py
index 84ee2ad1b79..e0923c9d055 100644
--- a/tests/integration/_support/process.py
+++ b/tests/integration/_support/process.py
@@ -74,8 +74,6 @@ def owned_proxy(gateway: Gateway, directory: Path, overrides: Mapping[str, str],
                 str(port),
                 "--num_workers",
                 "1",
-                "--telemetry",
-                "False",
                 "--use_prisma_db_push",
                 "--enforce_prisma_migration_check",
             ],
diff --git a/tests/integration/contracts.json b/tests/integration/contracts.json
index 3f1ecab3489..712ff928a48 100644
--- a/tests/integration/contracts.json
+++ b/tests/integration/contracts.json
@@ -163,6 +163,9 @@
       "other.provider_wire.anthropic.tool_history_system_cache_and_internal_fields",
       "quota_management.spend_tracking.cache_tokens.disjoint_classes_use_explicit_rates"
     ],
+    "tests/integration/providers/test_fal_ai_video_wire.py::test_fal_video_create_status_and_content_follow_queue_wire_contract": [
+      "other.provider_wire.fal_ai.video_queue_create_status_and_content_download"
+    ],
     "tests/integration/mcp/test_mcp_lifecycle.py::test_saved_headers_reach_real_mcp_tool_and_survive_unrelated_edit": [
       "mcp.call_tool.saved_headers.reach_actual_transport"
     ],
@@ -550,7 +553,7 @@
     "tests/integration/cost_calculation/test_cost_tracking.py::test_case_bills_expected_cost[fireworks_ai-accounts-fireworks-models-deepseek-v4p1-flash-input_text]": [
       "quota_management.spend_tracking.cost_matrix.logs_cost"
     ],
-    "tests/integration/cost_calculation/test_cost_tracking.py::test_case_bills_expected_cost[fireworks_ai-accounts-fireworks-models-deepseek-v4p1-flash-fallback_cache_read_at_input_rate]": [
+    "tests/integration/cost_calculation/test_cost_tracking.py::test_case_bills_expected_cost[fireworks_ai-accounts-fireworks-models-deepseek-v4p1-flash-fallback_cache_read_at_half_input_rate]": [
       "quota_management.spend_tracking.cost_matrix.logs_cost"
     ],
     "tests/integration/cost_calculation/test_cost_tracking.py::test_case_bills_expected_cost[fireworks_ai-accounts-fireworks-models-deepseek-v4p1-flash-stream]": [
diff --git a/tests/integration/cost_calculation/cost_tracking_cases.json b/tests/integration/cost_calculation/cost_tracking_cases.json
index 3627774816f..d8b9be3a558 100644
--- a/tests/integration/cost_calculation/cost_tracking_cases.json
+++ b/tests/integration/cost_calculation/cost_tracking_cases.json
@@ -7952,7 +7952,7 @@
       }
     },
     {
-      "name": "fireworks_ai-accounts-fireworks-models-deepseek-v4p1-flash-fallback_cache_read_at_input_rate",
+      "name": "fireworks_ai-accounts-fireworks-models-deepseek-v4p1-flash-fallback_cache_read_at_half_input_rate",
       "covers": "quota_management.spend_tracking.cost_matrix.logs_cost",
       "model": "fireworks_ai/accounts/fireworks/models/deepseek-v4p1-flash",
       "request": {
@@ -8008,8 +8008,8 @@
         }
       },
       "expected": {
-        "spend": 0.0021672,
-        "input_cost": 0.0019392,
+        "spend": 0.0012456,
+        "input_cost": 0.0010176,
         "output_cost": 0.000228,
         "prompt_tokens": 12928,
         "completion_tokens": 380
diff --git a/tests/integration/management/test_partial_update_sequences.py b/tests/integration/management/test_partial_update_sequences.py
index d79c145a685..64d807de39d 100644
--- a/tests/integration/management/test_partial_update_sequences.py
+++ b/tests/integration/management/test_partial_update_sequences.py
@@ -97,7 +97,7 @@ def test_zero_false_and_empty_values_are_not_treated_as_omission(gateway: Gatewa
             "POST", "/v1/chat/completions",
             {"model": models[0], "messages": [{"role": "user", "content": "zero budget"}]}, key=key,
         )
-        assert denied.status_code == 429, denied.text
+        assert denied.status_code == 422, denied.text
         assert denied.json()["error"]["type"] == "budget_exceeded"
         gateway.post("/key/update", {"key": key, "max_budget": 1, "models": [], "metadata": {}})
         info: Final = object_value(gateway.get("/key/info", {"key": key})["info"])
@@ -127,7 +127,7 @@ def test_zero_false_and_empty_values_are_not_treated_as_omission(gateway: Gatewa
             "POST", "/v1/chat/completions",
             {"model": models[0], "messages": [{"role": "user", "content": "updated zero budget"}]}, key=key,
         )
-        assert zero_after_update.status_code == 429, zero_after_update.text
+        assert zero_after_update.status_code == 422, zero_after_update.text
         assert zero_after_update.json()["error"]["type"] == "budget_exceeded"
         gateway.post("/key/update", {"key": key, "max_budget": None})
         assert read_rows(
diff --git a/tests/integration/mcp/README.md b/tests/integration/mcp/README.md
deleted file mode 100644
index 6260d128a2c..00000000000
--- a/tests/integration/mcp/README.md
+++ /dev/null
@@ -1,28 +0,0 @@
-# MCP security regression coverage
-
-[LIT-4506](https://linear.app/litellm-ai/issue/LIT-4506) tracks ten gateway guards and the later JWT/OAuth acceptance. This inventory distinguishes executable assertions from unresolved coverage. A listed test counts as verified only when its exact commit has an executed, passing result
-
-Run the controlled gateway cases through `python tests/integration/run.py extensions`. They use real HTTP, PostgreSQL, scoped non-master keys and an SDK upstream. The existing runner supplies test entitlement; these tests do not validate licenses or external-provider consent. Canonical nodes and contract IDs live in `../contracts.json`
-
-| Requested guard | Existing or added coverage | Remaining limitation and owner |
-| --- | --- | --- |
-| 1. Discovery scoped by org/team/user/key | `test_mcp_lifecycle.py` checks the exact key-granted catalog and health visibility in both management modes. [PR #38680](https://github.com/BerriAI/litellm/pull/38680) adds team/org/user toolset E2E assertions | Per-principal native MCP coverage is not established by REST results; reuse #38680 rather than duplicate it |
-| 2. Users cannot attach unauthorized servers to their own keys | Existing live probes are recorded on LIT-4506; they are not durable endpoint regression tests | Own-key create/update escalation and its permission-validator boundary remain on existing management security tickets, including [LIT-4502](https://linear.app/litellm-ai/issue/LIT-4502). A generic route denial does not prove that validator ran |
-| 3. UI/API permission parity | Existing dashboard tests cover admin operations | The same non-admin actor must be tested through browser and API; admin UI tests do not establish parity. Retained with [LIT-3644](https://linear.app/litellm-ai/issue/LIT-3644) |
-| 4. Server ID determines identity | `test_mcp_lifecycle.py` grants one of two servers sharing a URL and denies calls to the other, using explicit server IDs for direct REST calls and server-qualified search results for virtual calls, with and without bearer credentials | Virtual calls identify the target by the searched tool name, not the REST `server_id` field. Bare names such as `add` are ambiguous across servers; duplicate aliases/names and unprefixed protocol routing remain with [LIT-4500](https://linear.app/litellm-ai/issue/LIT-4500) |
-| 5. Same-URL servers do not share credentials | `test_oauth_configuration.py` crosses two gateway users with two server IDs and four distinct stored OAuth tokens. It checks actual upstream headers and successful results, then invalidates only one tuple | Controlled stored-token tests do not prove separate external-provider accounts or consent flows |
-| 6. OAuth never falls back to anonymous | OAuth isolation variants remove a stored token or expire it without refresh, require separate list/call auth failures and no upstream requests, and preserve all other valid tuples. `test_mcp_lifecycle.py` also covers warm static-header removal and OBO without a caller JWT | External upstream revocation, refresh/reauthorization and aggregate challenges remain with [LIT-4501](https://linear.app/litellm-ai/issue/LIT-4501), [LIT-3433](https://linear.app/litellm-ai/issue/LIT-3433), [LIT-4422](https://linear.app/litellm-ai/issue/LIT-4422) and [LIT-4436](https://linear.app/litellm-ai/issue/LIT-4436) |
-| 7. Stateful HTTP/session continuity | Legacy public-client tests exercise initialized sessions | No claim here proves upstream session state continuity; retained under [LIT-3143](https://linear.app/litellm-ai/issue/LIT-3143) |
-| 8. Production guardrails/hooks run | `../observability/test_guardrail_effects.py` checks selected pre-call guards on direct and virtual execution, key/team/request selection, allowed results and zero denied executions. The two legacy test-owned dispatcher files are removed | This does not establish every post-call/output-scanning or concurrent hook contract |
-| 9. Permissions enforced at discovery and execution | Exact key catalog and virtual search results plus forbidden direct/virtual calls in `test_mcp_lifecycle.py`; existing `../compatibility/test_persisted_toolsets.py` checks tool-level ceiling, denied sibling and allowed control | All principal/transport combinations are not established; link #38680's evidence for its additional principal cases |
-| 10. Stateless/stateful matrix | These controlled peers use stateless HTTP upstreams | Stateful combinations depend on LIT-3143 and shared conformance runs. Modern-agent/legacy-upstream interaction remains deferred; legacy passes do not establish modern conformance |
-
-## Additional JWT/OAuth acceptance
-
-[LIT-3467 / PR #41909](https://github.com/BerriAI/litellm/pull/41909) owns one shared real login/consent, immediate list/call and cold-restart implementation, with aggregate SSO and explicitly configured per-server JWT variants. Reuse that implementation and its protected login secret; do not create another browser bootstrap here. Credit its exact-commit evidence separately from these controlled credential tests
-
-The two-user/two-server cases here create non-admin users and scoped API keys through management APIs. They store synthetic upstream OAuth credentials through the real credential endpoint and assert the actual bearer at the owned upstream. This deliberately isolates credential lookup, expiry and revocation from consent. No gateway API key may replace the expected upstream token
-
-Gateway JWT precedence, invalid/expired gateway JWTs, inactive-user denial, and their MCP-specific interaction with isolated credential lookup remain unverified by these API-key cases. General JWT unit/API tests are useful existing coverage but do not substitute for those MCP outcomes. Real-provider auth failures should extend LIT-3467's settled helpers; its explicit-header case must not be described as an uninterrupted Authorization-only OAuth flow
-
-[PR #41718 / LIT-7737](https://github.com/BerriAI/litellm/pull/41718) owns dependency and public-client compatibility checks. This suite consumes the merged SDK2 API and keeps the existing dependency constraints. Its result must be reported independently of an installation-matrix pass
diff --git a/tests/integration/providers/test_fal_ai_video_wire.py b/tests/integration/providers/test_fal_ai_video_wire.py
new file mode 100644
index 00000000000..8c72810ffb6
--- /dev/null
+++ b/tests/integration/providers/test_fal_ai_video_wire.py
@@ -0,0 +1,69 @@
+import json
+import uuid
+from typing import Final
+
+import pytest
+from integration._support.client import Gateway
+from integration._support.wire import Reply, Request, wire_server
+
+_MODEL: Final = "bytedance/seedance-2.5/text-to-video"
+_MP4: Final = b"\x00\x00\x00\x18ftypmp42" + uuid.uuid4().bytes * 4
+
+
+@pytest.mark.covers("other.provider_wire.fal_ai.video_queue_create_status_and_content_download")
+def test_fal_video_create_status_and_content_follow_queue_wire_contract(gateway: Gateway) -> None:
+    request_id: Final = "fal-req-" + uuid.uuid4().hex
+
+    def respond(request: Request) -> Reply:
+        if request.target == f"/files/{request_id}.mp4":
+            assert request.method == "GET"
+            return Reply(body=_MP4, content_type="video/mp4")
+        assert request.headers["authorization"] == "Key synthetic-fal-key"
+        if request.method == "POST":
+            assert request.target == f"/{_MODEL}"
+            assert json.loads(request.body) == {
+                "prompt": "a cat playing volleyball on a beach",
+                "duration": "4",
+                "resolution": "720p",
+                "aspect_ratio": "16:9",
+            }
+            return Reply(
+                body=json.dumps({"status": "IN_QUEUE", "request_id": request_id, "queue_position": 0}).encode()
+            )
+        assert request.method == "GET"
+        if request.target == f"/bytedance/seedance-2.5/requests/{request_id}/status":
+            return Reply(body=json.dumps({"status": "COMPLETED", "request_id": request_id}).encode())
+        assert request.target == f"/bytedance/seedance-2.5/requests/{request_id}"
+        return Reply(body=json.dumps({"video": {"url": f"{wire_url}/files/{request_id}.mp4"}}).encode())
+
+    with wire_server(respond) as wire, gateway.scenario() as scenario:
+        wire_url: Final = wire.url
+        model: Final = scenario.model(
+            model=f"fal_ai/{_MODEL}",
+            api_base=wire.url,
+            api_key="synthetic-fal-key",
+        )
+        created: Final = gateway.post(
+            "/v1/videos",
+            {
+                "model": model,
+                "prompt": "a cat playing volleyball on a beach",
+                "seconds": "4",
+                "size": "1280x720",
+            },
+        )
+        assert created["status"] == "queued"
+        video_id: Final = created["id"]
+        assert isinstance(video_id, str) and video_id
+        status: Final = gateway.get(f"/v1/videos/{video_id}")
+        assert status["status"] == "completed"
+        content: Final = gateway.request("GET", f"/v1/videos/{video_id}/content")
+        assert content.status_code == 200, content.text
+        assert content.headers["content-type"].startswith("video/mp4")
+        assert content.content == _MP4
+        assert [(request.method, request.target) for request in wire.drain()] == [
+            ("POST", f"/{_MODEL}"),
+            ("GET", f"/bytedance/seedance-2.5/requests/{request_id}/status"),
+            ("GET", f"/bytedance/seedance-2.5/requests/{request_id}"),
+            ("GET", f"/files/{request_id}.mp4"),
+        ]
diff --git a/tests/integration/spend/test_cache_and_quota.py b/tests/integration/spend/test_cache_and_quota.py
index 840594c1a96..d32297765f6 100644
--- a/tests/integration/spend/test_cache_and_quota.py
+++ b/tests/integration/spend/test_cache_and_quota.py
@@ -185,7 +185,7 @@ def test_key_budget_at_boundary_blocks_provider_then_explicit_reset_restores(gat
             {"model": model, "messages": [{"role": "user", "content": f"over budget {uuid.uuid4().hex}"}]},
             key=key,
         )
-        assert denied.status_code == 429 and denied.json()["error"]["type"] == "budget_exceeded", denied.text
+        assert denied.status_code == 422 and denied.json()["error"]["type"] == "budget_exceeded", denied.text
         assert upstream.get("/__observations").json()["requests"] == []
         assert gateway.chat(model, key=control, text=f"control {uuid.uuid4().hex}")["usage"]["total_tokens"] == 40
         gateway.post("/key/update", {"key": key, "spend": 0})
@@ -205,7 +205,7 @@ def test_key_budget_at_boundary_blocks_provider_then_explicit_reset_restores(gat
             {"model": model, "messages": [{"role": "user", "content": f"boundary again {uuid.uuid4().hex}"}]},
             key=key,
         )
-        assert denied_again.status_code == 429 and denied_again.json()["error"]["type"] == "budget_exceeded", (
+        assert denied_again.status_code == 422 and denied_again.json()["error"]["type"] == "budget_exceeded", (
             denied_again.text
         )
         assert upstream.get("/__observations").json()["requests"] == []
diff --git a/tests/litellm-proxy-extras/test_litellm_proxy_extras_utils.py b/tests/litellm-proxy-extras/test_litellm_proxy_extras_utils.py
index e5826b18668..bb329264a11 100644
--- a/tests/litellm-proxy-extras/test_litellm_proxy_extras_utils.py
+++ b/tests/litellm-proxy-extras/test_litellm_proxy_extras_utils.py
@@ -728,12 +728,36 @@ ERROR: relation "SomeTable" already exists
 """
 
 
+@pytest.mark.parametrize(
+    "pooled,direct,expected",
+    (
+        ("postgresql://pool/db?pgbouncer=true", None, "postgresql://pool/db?pgbouncer=true"),
+        ("postgresql://pool/db?pgbouncer=true", "postgresql://writer/db", "postgresql://writer/db?schema=public"),
+        (
+            "postgresql://pool/db?schema=tenant%20one&pgbouncer=true",
+            "postgresql://writer/db?sslmode=require&schema=wrong",
+            "postgresql://writer/db?sslmode=require&schema=tenant+one",
+        ),
+    ),
+)
+def test_v2_migrations_use_the_direct_connection_with_the_runtime_schema(pooled, direct, expected):
+    from litellm_proxy_extras.migration_lock import migration_environment
+
+    environment = {"DATABASE_URL": pooled, "PRISMA_OFFLINE_MODE": "true"}
+    configured = {**environment, **({"DIRECT_URL": direct} if direct else {})}
+    migrated = migration_environment(configured)
+
+    assert migrated["DATABASE_URL"] == expected
+    assert migrated["PRISMA_OFFLINE_MODE"] == "true"
+    assert configured["DATABASE_URL"] == pooled
+
+
 class _MigrateDeployHarness:
     """Drives _setup_database_v2 with a scripted sequence of
     `prisma migrate deploy` outcomes, with every recovery command faked out so
     nothing touches a database or the packaged migrations directory."""
 
-    def __init__(self, monkeypatch, tmp_path, outcomes, repeat_last=False):
+    def __init__(self, monkeypatch, tmp_path, outcomes, repeat_last=False, confirmed_migrations=()):
         import subprocess as subprocess_module
 
         import litellm_proxy_extras.utils as utils_module
@@ -744,34 +768,20 @@ class _MigrateDeployHarness:
         self._outcomes = list(outcomes)
         self._repeat_last = repeat_last
         self._subprocess_module = subprocess_module
+        self.confirmed_migrations = set(confirmed_migrations)
 
         monkeypatch.delenv("DATABASE_URL", raising=False)
-        monkeypatch.setattr(
-            ProxyExtrasDBManager, "_get_prisma_dir", staticmethod(lambda: str(tmp_path))
-        )
-        monkeypatch.setattr(
-            ProxyExtrasDBManager,
-            "_create_baseline_migration",
-            staticmethod(self._fake_baseline),
-        )
-        monkeypatch.setattr(
-            ProxyExtrasDBManager,
-            "_roll_back_migration",
-            staticmethod(lambda name: None),
-        )
-        monkeypatch.setattr(
-            ProxyExtrasDBManager,
-            "_resolve_specific_migration",
-            staticmethod(self.resolved.append),
-        )
+        monkeypatch.setenv("LITELLM_MIGRATION_DIR", str(tmp_path))
         monkeypatch.setattr(utils_module.prisma_toolchain, "run_prisma", self._fake_run)
+        monkeypatch.setattr(utils_module, "_get_prisma_env", lambda: {})
         monkeypatch.setattr(utils_module.time, "sleep", lambda seconds: None)
 
         self.baseline_succeeds = True
 
     def _fake_baseline(self, *args, **kwargs):
         self.baselines += 1
-        return self.baseline_succeeds
+        if not self.baseline_succeeds:
+            raise RuntimeError("The existing schema was not verified")
 
     def _next_outcome(self):
         if self._outcomes:
@@ -791,79 +801,126 @@ class _MigrateDeployHarness:
         raise self._subprocess_module.CalledProcessError(1, cmd, stderr=outcome)
 
     def run(self):
-        return ProxyExtrasDBManager._setup_database_v2(use_migrate=True)
+        while not ProxyExtrasDBManager._run_database_v2(
+            use_migrate=True,
+            recover_completed=self._fake_recovery,
+            baseline_existing=self._fake_baseline,
+        ):
+            continue
+        return True
+
+    def _fake_recovery(self, name):
+        if name not in self.confirmed_migrations:
+            return False
+        self.confirmed_migrations.remove(name)
+        self.resolved.append(name)
+        return True
 
 
 class TestMigrateDeployAttemptAccounting:
-    """A `prisma db push` database has a full schema and no ledger, so the v2
-    resolver baselines it and then works through every migration whose objects
-    already exist. Those recoveries make progress, so they must not spend the
-    retry budget, which is there to stop a run that is getting nowhere."""
-
-    def test_a_push_created_database_finishes_bootstrapping(
-        self, monkeypatch, tmp_path
-    ):
-        already_there = [
-            "20250329084805_new_cron_job_table",
-            "20250806095134_rename_alias_to_server_name_mcp_table",
-            "20260224203854_add_agent_object_permissions_table",
-            "20260301120000_fourth_table",
-            "20260302120000_fifth_table",
-            "20260303120000_sixth_table",
-        ]
+    def test_a_push_created_database_finishes_bootstrapping(self, monkeypatch, tmp_path):
         harness = _MigrateDeployHarness(
             monkeypatch,
             tmp_path,
-            [_P3005_STDERR]
-            + [_p3018_stderr(name) for name in already_there]
-            + ["ok"],
+            [_P3005_STDERR, "ok"],
         )
 
         assert harness.run() is True
         assert harness.baselines == 1
-        assert harness.resolved == already_there
-        assert len(harness.deploy_calls) == len(already_there) + 2
+        assert harness.resolved == []
+        assert len(harness.deploy_calls) == 2
 
-    def test_repeated_recovery_of_one_migration_still_gives_up(
-        self, monkeypatch, tmp_path
-    ):
+    def test_repeated_recovery_of_one_migration_still_gives_up(self, monkeypatch, tmp_path):
         harness = _MigrateDeployHarness(
             monkeypatch,
             tmp_path,
             [_p3018_stderr("20250329084805_new_cron_job_table")],
             repeat_last=True,
+            confirmed_migrations=("20250329084805_new_cron_job_table",),
         )
 
         with pytest.raises(RuntimeError):
             harness.run()
-        assert len(harness.deploy_calls) <= _ATTEMPT_BUDGET + 1
+        assert len(harness.deploy_calls) == 2
+        assert harness.resolved == ["20250329084805_new_cron_job_table"]
 
     def test_timeouts_still_spend_the_budget(self, monkeypatch, tmp_path):
-        harness = _MigrateDeployHarness(
-            monkeypatch, tmp_path, ["timeout"], repeat_last=True
-        )
+        harness = _MigrateDeployHarness(monkeypatch, tmp_path, ["timeout"], repeat_last=True)
 
         with pytest.raises(RuntimeError):
             harness.run()
         assert len(harness.deploy_calls) == _ATTEMPT_BUDGET
 
-    def test_a_baseline_that_never_lands_stops_after_the_budget(
-        self, monkeypatch, tmp_path
-    ):
-        harness = _MigrateDeployHarness(
-            monkeypatch, tmp_path, [_P3005_STDERR], repeat_last=True
-        )
+    def test_an_unverified_baseline_stops_without_replaying_migrations(self, monkeypatch, tmp_path):
+        harness = _MigrateDeployHarness(monkeypatch, tmp_path, [_P3005_STDERR], repeat_last=True)
         harness.baseline_succeeds = False
 
         with pytest.raises(RuntimeError):
             harness.run()
-        assert len(harness.deploy_calls) == _ATTEMPT_BUDGET
+        assert len(harness.deploy_calls) == 1
+
+    def test_lock_contention_does_not_spend_the_failure_budget(self, monkeypatch, tmp_path):
+        harness = _MigrateDeployHarness(
+            monkeypatch,
+            tmp_path,
+            ["Error: P1002\nTimed out waiting for the advisory lock"] * 6 + ["ok"],
+        )
+        assert harness.run() is True
+        assert len(harness.deploy_calls) == 7
+
+    def test_duplicate_object_error_without_completion_proof_is_fatal(self, monkeypatch, tmp_path):
+        harness = _MigrateDeployHarness(monkeypatch, tmp_path, [_p3018_stderr("20260101000000_x")])
+        with pytest.raises(RuntimeError, match="cannot be auto-recovered"):
+            harness.run()
+        assert harness.resolved == []
+        assert len(harness.deploy_calls) == 1
+
+    @pytest.mark.parametrize("name", ("20260101000000_x", "20260101000000_migration with spaces"))
+    def test_an_interrupted_migration_with_confirmed_sql_can_finish(self, monkeypatch, tmp_path, name):
+        harness = _MigrateDeployHarness(
+            monkeypatch,
+            tmp_path,
+            [f"Error: P3009\nThe `{name}` migration failed", "ok"],
+            confirmed_migrations=(name,),
+        )
+        assert harness.run() is True
+        assert harness.resolved == [name]
+
+    def test_an_interrupted_migration_without_confirmation_stops(self, monkeypatch, tmp_path):
+        name = "20260101000000_x"
+        started = "2026-09-12 20:15:06.694553 UTC"
+        report = f"Error: P3009\nThe `{name}` migration started at {started} failed"
+        harness = _MigrateDeployHarness(
+            monkeypatch,
+            tmp_path,
+            [report],
+        )
+        with pytest.raises(RuntimeError, match="Migration completion could not be verified") as failure:
+            harness.run()
+        message = str(failure.value)
+        assert name in message
+        assert started in message
+        assert "start record but no successful completion record" in message
+        assert "cannot determine whether its SQL committed" in message
+        assert "avoid repeating or skipping database changes" in message
+        assert "_prisma_migrations" in message
+        assert "migration.sql" in message
+        assert "same database" in message
+        assert "Only after verifying every migration change is present" in message
+        assert "prisma migrate resolve --applied <migration_name>" in message
+        assert "Only after verifying no migration changes remain" in message
+        assert "prisma migrate resolve --rolled-back <migration_name>" in message
+        assert "leave migration history unchanged" in message
+        assert "Repeated restarts alone" in message
+        assert report in message
+        assert len(harness.deploy_calls) == 1
+        assert harness.resolved == []
 
     def test_an_unrecoverable_error_is_not_retried(self, monkeypatch, tmp_path):
         harness = _MigrateDeployHarness(
             monkeypatch,
             tmp_path,
-            ["Error: P3018\n\nMigration name: 20260101000000_x\n\nERROR: syntax error at or near \"SLECT\"\n"],
+            ['Error: P3018\n\nMigration name: 20260101000000_x\n\nERROR: syntax error at or near "SLECT"\n'],
             repeat_last=True,
         )
 
@@ -873,6 +930,36 @@ class TestMigrateDeployAttemptAccounting:
         assert harness.resolved == []
 
 
+@pytest.mark.parametrize(
+    "steps,logs,script,expected",
+    (
+        (1, "", b"CREATE TABLE item (id int);", True),
+        (0, "", b"CREATE TABLE item (id int);", False),
+        (0, "already exists", b"CREATE TABLE item (id int);", False),
+        (1, "permission denied", b"CREATE TABLE item (id int);", False),
+        (1, "", b"CREATE TABLE item (id text);", False),
+        (2, "", b"CREATE TABLE item (id int);", False),
+    ),
+)
+def test_migration_completion_requires_a_matching_successful_script(steps, logs, script, expected):
+    import hashlib
+
+    from litellm_proxy_extras.migration_recovery import MigrationProgress
+
+    progress = MigrationProgress(hashlib.sha256(b"CREATE TABLE item (id int);").hexdigest(), steps, logs)
+    assert progress.confirms_completion(script) is expected
+
+
+def test_prisma_lock_waiting_has_its_own_deadline():
+    from litellm_proxy_extras.utils import _MigrateAttemptBudget
+
+    budget = _MigrateAttemptBudget(attempts_left=4, contention_seconds_left=2)
+    waiting = budget.after_contention(1)
+    assert waiting.attempts_left == 4
+    with pytest.raises(RuntimeError, match="advisory lock"):
+        waiting.after_contention(2)
+
+
 class TestJWTKeyMappingCascade:
     """Regression tests for issue #33702.
 
diff --git a/tests/local_testing/test_basic_python_version.py b/tests/local_testing/test_basic_python_version.py
index fb06ed6b69d..ef500fdff42 100644
--- a/tests/local_testing/test_basic_python_version.py
+++ b/tests/local_testing/test_basic_python_version.py
@@ -305,14 +305,14 @@ def _run_proxy_server_smoke_test(extra_proxy_args=None):
 
 
 def test_litellm_proxy_server_config_no_general_settings():
-    """Exercises the default (v1) migration resolver."""
+    """Exercises the default (v2) migration resolver."""
     _run_proxy_server_smoke_test()
 
 
-def test_litellm_proxy_server_config_no_general_settings_v2_resolver():
-    """Exercises the opt-in v2 migration resolver.
+def test_litellm_proxy_server_config_no_general_settings_legacy_resolver():
+    """Exercises the opt-out legacy (v1) migration resolver.
 
-    Runs in a separate CI job against a local Postgres to avoid collisions
-    with the v1 variant when they share a database.
+    Runs after the default variant in the CI job that provides a local
+    Postgres, so both resolvers get real-database proxy-boot coverage.
     """
-    _run_proxy_server_smoke_test(extra_proxy_args=["--use_v2_migration_resolver"])
+    _run_proxy_server_smoke_test(extra_proxy_args=["--use_legacy_migration_resolver"])
diff --git a/tests/local_testing/whitelisted_bedrock_models.txt b/tests/local_testing/whitelisted_bedrock_models.txt
index 762d655b886..7615a540b23 100644
--- a/tests/local_testing/whitelisted_bedrock_models.txt
+++ b/tests/local_testing/whitelisted_bedrock_models.txt
@@ -133,3 +133,9 @@ meta.llama3-2-11b-instruct-v1:0
 us.meta.llama3-2-11b-instruct-v1:0
 meta.llama3-2-90b-instruct-v1:0
 us.meta.llama3-2-90b-instruct-v1:0
+bedrock/ap-northeast-1/qwen.qwen3-next-80b-a3b
+bedrock/ap-south-1/qwen.qwen3-next-80b-a3b
+bedrock/ap-southeast-2/qwen.qwen3-next-80b-a3b
+bedrock/eu-west-1/qwen.qwen3-next-80b-a3b
+bedrock/eu-west-2/qwen.qwen3-next-80b-a3b
+bedrock/sa-east-1/qwen.qwen3-next-80b-a3b
diff --git a/tests/logging_callback_tests/gcs_pub_sub_body/spend_logs_payload.json b/tests/logging_callback_tests/gcs_pub_sub_body/spend_logs_payload.json
index 9fa63b211dc..1d2d2bb336e 100644
--- a/tests/logging_callback_tests/gcs_pub_sub_body/spend_logs_payload.json
+++ b/tests/logging_callback_tests/gcs_pub_sub_body/spend_logs_payload.json
@@ -11,7 +11,7 @@
     "user": "",
     "team_id": "",
     "organization_id": "",
-    "metadata": "{\"applied_guardrails\": [], \"attempted_fallbacks\": null, \"original_model_group\": null, \"batch_models\": null, \"batch_successful_requests\": null, \"batch_failed_requests\": null, \"mcp_tool_call_metadata\": null, \"vector_store_request_metadata\": null, \"routing_decision\": null, \"internal_call_origin\": null, \"router_metadata\": null, \"azure_spillover\": null, \"guardrail_information\": null, \"compression_savings\": null, \"litellm_gateway_injected_cache\": null, \"usage_object\": {\"completion_tokens\": 20, \"prompt_tokens\": 10, \"total_tokens\": 30, \"completion_tokens_details\": null, \"prompt_tokens_details\": null}, \"model_map_information\": {\"model_map_key\": \"gpt-4o\", \"model_map_value\": {\"key\": \"gpt-4o\", \"max_tokens\": 16384, \"max_input_tokens\": 128000, \"max_output_tokens\": 16384, \"input_cost_per_token\": 2.5e-06, \"cache_creation_input_token_cost\": null, \"cache_read_input_token_cost\": 1.25e-06, \"input_cost_per_character\": null, \"input_cost_per_token_above_128k_tokens\": null, \"input_cost_per_token_above_200k_tokens\": null, \"input_cost_per_query\": null, \"input_cost_per_second\": null, \"input_cost_per_audio_token\": null, \"input_cost_per_token_batches\": 1.25e-06, \"output_cost_per_token_batches\": 5e-06, \"output_cost_per_token\": 1e-05, \"output_cost_per_audio_token\": null, \"output_cost_per_character\": null, \"output_cost_per_token_above_128k_tokens\": null, \"output_cost_per_character_above_128k_tokens\": null, \"output_cost_per_token_above_200k_tokens\": null, \"output_cost_per_second\": null, \"output_cost_per_image\": null, \"output_vector_size\": null, \"litellm_provider\": \"openai\", \"mode\": \"chat\", \"supports_system_messages\": true, \"supports_response_schema\": true, \"supports_vision\": true, \"supports_function_calling\": true, \"supports_tool_choice\": true, \"supports_assistant_prefill\": false, \"supports_prompt_caching\": true, \"supports_audio_input\": false, \"supports_audio_output\": false, \"supports_pdf_input\": false, \"supports_embedding_image_input\": false, \"supports_native_streaming\": null, \"supports_web_search\": true, \"supports_reasoning\": false, \"search_context_cost_per_query\": {\"search_context_size_low\": 0.03, \"search_context_size_medium\": 0.035, \"search_context_size_high\": 0.05}, \"tpm\": null, \"rpm\": null, \"supported_openai_params\": [\"frequency_penalty\", \"logit_bias\", \"logprobs\", \"top_logprobs\", \"max_tokens\", \"max_completion_tokens\", \"modalities\", \"prediction\", \"n\", \"presence_penalty\", \"seed\", \"stop\", \"stream\", \"stream_options\", \"temperature\", \"top_p\", \"tools\", \"tool_choice\", \"function_call\", \"functions\", \"max_retries\", \"extra_headers\", \"parallel_tool_calls\", \"audio\", \"response_format\", \"user\"]}}, \"additional_usage_values\": {\"completion_tokens_details\": null, \"prompt_tokens_details\": null}, \"user_api_key\": null, \"user_api_key_alias\": null, \"user_api_key_team_id\": null, \"user_api_key_project_id\": null, \"user_api_key_project_alias\": null, \"user_api_key_org_id\": null, \"user_api_key_user_id\": null, \"user_api_key_team_alias\": null, \"spend_logs_metadata\": null, \"requester_ip_address\": null, \"user_agent\": null, \"status\": null, \"proxy_server_request\": null, \"error_information\": null, \"attempted_retries\": null, \"max_retries\": null}",
+    "metadata": "{\"applied_guardrails\": [], \"attempted_fallbacks\": null, \"original_model_group\": null, \"batch_models\": null, \"batch_successful_requests\": null, \"batch_failed_requests\": null, \"mcp_tool_call_metadata\": null, \"vector_store_request_metadata\": null, \"routing_decision\": null, \"internal_call_origin\": null, \"router_metadata\": null, \"autorouter_savings_estimate\": null, \"autorouter_baseline_observation\": null, \"azure_spillover\": null, \"guardrail_information\": null, \"compression_savings\": null, \"litellm_gateway_injected_cache\": null, \"usage_object\": {\"completion_tokens\": 20, \"prompt_tokens\": 10, \"total_tokens\": 30, \"completion_tokens_details\": null, \"prompt_tokens_details\": null}, \"model_map_information\": {\"model_map_key\": \"gpt-4o\", \"model_map_value\": {\"key\": \"gpt-4o\", \"max_tokens\": 16384, \"max_input_tokens\": 128000, \"max_output_tokens\": 16384, \"input_cost_per_token\": 2.5e-06, \"cache_creation_input_token_cost\": null, \"cache_read_input_token_cost\": 1.25e-06, \"input_cost_per_character\": null, \"input_cost_per_token_above_128k_tokens\": null, \"input_cost_per_token_above_200k_tokens\": null, \"input_cost_per_query\": null, \"input_cost_per_second\": null, \"input_cost_per_audio_token\": null, \"input_cost_per_token_batches\": 1.25e-06, \"output_cost_per_token_batches\": 5e-06, \"output_cost_per_token\": 1e-05, \"output_cost_per_audio_token\": null, \"output_cost_per_character\": null, \"output_cost_per_token_above_128k_tokens\": null, \"output_cost_per_character_above_128k_tokens\": null, \"output_cost_per_token_above_200k_tokens\": null, \"output_cost_per_second\": null, \"output_cost_per_image\": null, \"output_vector_size\": null, \"litellm_provider\": \"openai\", \"mode\": \"chat\", \"supports_system_messages\": true, \"supports_response_schema\": true, \"supports_vision\": true, \"supports_function_calling\": true, \"supports_tool_choice\": true, \"supports_assistant_prefill\": false, \"supports_prompt_caching\": true, \"supports_audio_input\": false, \"supports_audio_output\": false, \"supports_pdf_input\": false, \"supports_embedding_image_input\": false, \"supports_native_streaming\": null, \"supports_web_search\": true, \"supports_reasoning\": false, \"search_context_cost_per_query\": {\"search_context_size_low\": 0.03, \"search_context_size_medium\": 0.035, \"search_context_size_high\": 0.05}, \"tpm\": null, \"rpm\": null, \"supported_openai_params\": [\"frequency_penalty\", \"logit_bias\", \"logprobs\", \"top_logprobs\", \"max_tokens\", \"max_completion_tokens\", \"modalities\", \"prediction\", \"n\", \"presence_penalty\", \"seed\", \"stop\", \"stream\", \"stream_options\", \"temperature\", \"top_p\", \"tools\", \"tool_choice\", \"function_call\", \"functions\", \"max_retries\", \"extra_headers\", \"parallel_tool_calls\", \"audio\", \"response_format\", \"user\"]}}, \"additional_usage_values\": {\"completion_tokens_details\": null, \"prompt_tokens_details\": null}, \"user_api_key\": null, \"user_api_key_alias\": null, \"user_api_key_team_id\": null, \"user_api_key_project_id\": null, \"user_api_key_project_alias\": null, \"user_api_key_org_id\": null, \"user_api_key_user_id\": null, \"user_api_key_team_alias\": null, \"spend_logs_metadata\": null, \"requester_ip_address\": null, \"user_agent\": null, \"status\": null, \"proxy_server_request\": null, \"error_information\": null, \"attempted_retries\": null, \"max_retries\": null}",
     "cache_key": "Cache OFF",
     "spend": 0.00022500000000000002,
     "total_tokens": 30,
diff --git a/tests/logging_callback_tests/test_bedrock_knowledgebase_hook.py b/tests/logging_callback_tests/test_bedrock_knowledgebase_hook.py
index 9faaaf492e8..5571c15beff 100644
--- a/tests/logging_callback_tests/test_bedrock_knowledgebase_hook.py
+++ b/tests/logging_callback_tests/test_bedrock_knowledgebase_hook.py
@@ -883,7 +883,6 @@ async def test_provider_specific_fields_in_proxy_http_response(
         max_tokens=None,
         request_timeout=600,
         max_budget=None,
-        telemetry=False,
         drop_params=True,
         add_function_to_prompt=False,
         headers=None,
diff --git a/tests/mcp_tests/test_proxy_mcp_e2e.py b/tests/mcp_tests/test_proxy_mcp_e2e.py
index 99c03b3438d..a730f6c10ee 100644
--- a/tests/mcp_tests/test_proxy_mcp_e2e.py
+++ b/tests/mcp_tests/test_proxy_mcp_e2e.py
@@ -54,6 +54,7 @@ def _clear_proxy_database_env() -> typing.Iterator[None]:
     # the LITELLM_MASTER_KEY env var, overriding whatever initialize() set from
     # the config file. We must set it here so the lifespan doesn't reset it to None.
     mp.setenv("LITELLM_MASTER_KEY", "sk-1234")
+    mp.setenv("LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY", "true")
     try:
         yield
     finally:
diff --git a/tests/proxy_behavior/management/conftest.py b/tests/proxy_behavior/management/conftest.py
index 4c5b2ee9949..255b937bdd3 100644
--- a/tests/proxy_behavior/management/conftest.py
+++ b/tests/proxy_behavior/management/conftest.py
@@ -13,7 +13,7 @@ from prisma import Json
 
 from litellm.proxy.utils import hash_token
 
-MASTER_KEY = "sk-1234"
+MASTER_KEY = "sk-proxy-behavior-master-key"
 SCRATCH_PREFIX = "scratch-"
 
 
diff --git a/tests/proxy_behavior/management/test_team_member_reset_budget.py b/tests/proxy_behavior/management/test_team_member_reset_budget.py
new file mode 100644
index 00000000000..1e55b8b6b15
--- /dev/null
+++ b/tests/proxy_behavior/management/test_team_member_reset_budget.py
@@ -0,0 +1,197 @@
+import uuid
+
+import pytest
+
+from .actors import Actor
+from .conftest import create_scratch_team
+
+pytestmark = pytest.mark.asyncio(loop_scope="session")
+
+_SEED_SPEND = 5.0
+_TEAM_DEFAULT_MAX_BUDGET = 100.0
+_CUSTOM_MAX_BUDGET = 50.0
+
+_MATRIX = [
+    ("alpha/proxy_admin", Actor.PROXY_ADMIN, "alpha", 200),
+    ("alpha/org_admin", Actor.ORG_ADMIN, "alpha", 200),
+    ("alpha/team_admin", Actor.TEAM_ADMIN, "alpha", 200),
+    ("alpha/internal_user", Actor.INTERNAL_USER, "alpha", 403),
+    ("alpha/owner", Actor.OWNER, "alpha", 403),
+    ("alpha/unrelated_same_org", Actor.UNRELATED_SAME_ORG, "alpha", 403),
+    ("alpha/cross_org_user", Actor.CROSS_ORG_USER, "alpha", 403),
+    ("alpha/service_account", Actor.SERVICE_ACCOUNT, "alpha", 403),
+    ("alpha/org_b_admin", Actor.ORG_B_ADMIN, "alpha", 403),
+    ("beta/proxy_admin", Actor.PROXY_ADMIN, "beta", 200),
+    ("beta/org_admin", Actor.ORG_ADMIN, "beta", 403),
+    ("beta/team_admin", Actor.TEAM_ADMIN, "beta", 403),
+    ("beta/org_b_admin", Actor.ORG_B_ADMIN, "beta", 200),
+]
+
+
+async def _seed_budget(prisma, budget_id: str, max_budget: float) -> str:
+    await prisma.db.litellm_budgettable.create(
+        data={
+            "budget_id": budget_id,
+            "max_budget": max_budget,
+            "created_by": "phase4-scratch",
+            "updated_by": "phase4-scratch",
+        }
+    )
+    return budget_id
+
+
+async def _seed_team_with_default_budget(prisma, world, shape: str, team_id: str, scratch) -> str:
+    default_budget_id = await _seed_budget(prisma, scratch.tag("team-default-budget"), _TEAM_DEFAULT_MAX_BUDGET)
+    metadata = {"team_member_budget_id": default_budget_id}
+    if shape == "alpha":
+        await create_scratch_team(
+            prisma,
+            team_id,
+            organization_id=world.org_a_id,
+            admin_user_ids=[world.keys[Actor.TEAM_ADMIN].user_id],
+            metadata=metadata,
+        )
+    elif shape == "beta":
+        await create_scratch_team(prisma, team_id, organization_id=world.org_b_id, metadata=metadata)
+    else:  # pragma: no cover - guard
+        pytest.fail(f"unknown shape={shape}")
+    return default_budget_id
+
+
+async def _seed_custom_member(prisma, team_id: str, member_id: str, scratch) -> str:
+    custom_budget_id = await _seed_budget(prisma, scratch.tag("custom-budget"), _CUSTOM_MAX_BUDGET)
+    await prisma.db.litellm_teammembership.create(
+        data={
+            "user_id": member_id,
+            "team_id": team_id,
+            "spend": _SEED_SPEND,
+            "litellm_budget_table": {"connect": {"budget_id": custom_budget_id}},
+        }
+    )
+    return custom_budget_id
+
+
+async def _membership(prisma, team_id: str, member_id: str):
+    row = await prisma.db.litellm_teammembership.find_unique(
+        where={"user_id_team_id": {"user_id": member_id, "team_id": team_id}}
+    )
+    assert row is not None
+    return row
+
+
+@pytest.mark.parametrize(
+    "actor,shape,expected_status",
+    [(a, sh, s) for (_id, a, sh, s) in _MATRIX],
+    ids=[s[0] for s in _MATRIX],
+)
+async def test_team_member_reset_budget_authz_matrix(
+    actor: Actor,
+    shape: str,
+    expected_status: int,
+    proxy_client,
+    prisma,
+    scratch,
+    world,
+):
+    member_id = scratch.tag("member")
+    default_budget_id = await _seed_team_with_default_budget(prisma, world, shape, scratch.prefix, scratch)
+    custom_budget_id = await _seed_custom_member(prisma, scratch.prefix, member_id, scratch)
+    caller = world.keys[actor]
+
+    resp = await proxy_client.post(
+        f"/team/{scratch.prefix}/member/{member_id}/reset_budget",
+        headers={"Authorization": f"Bearer {caller.cleartext}"},
+    )
+    assert resp.status_code == expected_status, f"{actor.value} {shape}: {resp.status_code} {resp.text}"
+
+    row = await _membership(prisma, scratch.prefix, member_id)
+    assert row.spend == _SEED_SPEND, "reset_budget must never touch spend"
+    if expected_status == 200:
+        assert row.budget_id == default_budget_id
+        body = resp.json()
+        assert body["budget_id"] == default_budget_id
+        assert body["previous_budget_id"] == custom_budget_id
+        assert body["budget_source"] == "team_default"
+    else:
+        assert row.budget_id == custom_budget_id, "denied but budget relinked"
+
+
+async def test_team_member_reset_budget_leaves_shared_default_row_untouched(proxy_client, prisma, scratch, world):
+    member_id = scratch.tag("member")
+    default_budget_id = await _seed_team_with_default_budget(prisma, world, "alpha", scratch.prefix, scratch)
+    await _seed_custom_member(prisma, scratch.prefix, member_id, scratch)
+
+    resp = await proxy_client.post(
+        f"/team/{scratch.prefix}/member/{member_id}/reset_budget",
+        headers={"Authorization": f"Bearer {world.keys[Actor.PROXY_ADMIN].cleartext}"},
+    )
+    assert resp.status_code == 200, resp.text
+
+    default_row = await prisma.db.litellm_budgettable.find_unique(where={"budget_id": default_budget_id})
+    assert default_row is not None and default_row.max_budget == _TEAM_DEFAULT_MAX_BUDGET
+
+    info = await proxy_client.get(
+        f"/team/info?team_id={scratch.prefix}",
+        headers={"Authorization": f"Bearer {world.keys[Actor.PROXY_ADMIN].cleartext}"},
+    )
+    assert info.status_code == 200, info.text
+    memberships = {tm["user_id"]: tm for tm in info.json()["team_memberships"]}
+    assert memberships[member_id]["budget_source"] == "team_default"
+    assert memberships[member_id]["litellm_budget_table"]["max_budget"] == _TEAM_DEFAULT_MAX_BUDGET
+
+
+async def test_team_member_reset_budget_without_team_default_detaches_member(proxy_client, prisma, scratch, world):
+    member_id = scratch.tag("member")
+    await create_scratch_team(prisma, scratch.prefix, organization_id=world.org_a_id)
+    await _seed_custom_member(prisma, scratch.prefix, member_id, scratch)
+
+    resp = await proxy_client.post(
+        f"/team/{scratch.prefix}/member/{member_id}/reset_budget",
+        headers={"Authorization": f"Bearer {world.keys[Actor.PROXY_ADMIN].cleartext}"},
+    )
+    assert resp.status_code == 200, resp.text
+    assert resp.json()["budget_id"] is None
+    assert resp.json()["budget_source"] == "none"
+
+    row = await _membership(prisma, scratch.prefix, member_id)
+    assert row.budget_id is None
+    assert row.spend == _SEED_SPEND
+
+
+async def test_team_member_reset_budget_with_deleted_team_default_detaches_member(proxy_client, prisma, scratch, world):
+    member_id = scratch.tag("member")
+    await create_scratch_team(
+        prisma,
+        scratch.prefix,
+        organization_id=world.org_a_id,
+        metadata={"team_member_budget_id": scratch.tag("deleted-budget")},
+    )
+    await _seed_custom_member(prisma, scratch.prefix, member_id, scratch)
+
+    resp = await proxy_client.post(
+        f"/team/{scratch.prefix}/member/{member_id}/reset_budget",
+        headers={"Authorization": f"Bearer {world.keys[Actor.PROXY_ADMIN].cleartext}"},
+    )
+    assert resp.status_code == 200, resp.text
+    assert resp.json()["budget_id"] is None
+    assert resp.json()["budget_source"] == "none"
+
+    row = await _membership(prisma, scratch.prefix, member_id)
+    assert row.budget_id is None
+
+
+async def test_team_member_reset_budget_missing_team_is_404(proxy_client, world):
+    resp = await proxy_client.post(
+        f"/team/behavior-pin-no-such-team/member/{uuid.uuid4().hex}/reset_budget",
+        headers={"Authorization": f"Bearer {world.keys[Actor.PROXY_ADMIN].cleartext}"},
+    )
+    assert resp.status_code == 404, resp.text
+
+
+async def test_team_member_reset_budget_missing_membership_is_404(proxy_client, prisma, scratch, world):
+    await create_scratch_team(prisma, scratch.prefix, organization_id=world.org_a_id)
+    resp = await proxy_client.post(
+        f"/team/{scratch.prefix}/member/{uuid.uuid4().hex}/reset_budget",
+        headers={"Authorization": f"Bearer {world.keys[Actor.PROXY_ADMIN].cleartext}"},
+    )
+    assert resp.status_code == 404, resp.text
diff --git a/tests/proxy_e2e_anthropic_messages_tests/test_all_beta_headers.py b/tests/proxy_e2e_anthropic_messages_tests/test_all_beta_headers.py
index 6d6be9c4b77..76d1ac5e9eb 100644
--- a/tests/proxy_e2e_anthropic_messages_tests/test_all_beta_headers.py
+++ b/tests/proxy_e2e_anthropic_messages_tests/test_all_beta_headers.py
@@ -101,8 +101,8 @@ async def test_anthropic_messages_with_all_beta_headers(model_name, provider_nam
 @pytest.mark.parametrize(
     "model_name,provider_name",
     [
-        ("bedrock-claude-opus-4.5", "bedrock"),
-        ("bedrock-converse-claude-sonnet-4.5", "bedrock_converse"),
+        ("bedrock-claude-fable-5.1", "bedrock"),
+        ("bedrock-converse-claude-fable-5.1", "bedrock_converse"),
     ],
 )
 async def test_bedrock_invoke_messages_with_all_beta_headers(model_name, provider_name):
diff --git a/tests/proxy_e2e_anthropic_messages_tests/test_config.yaml b/tests/proxy_e2e_anthropic_messages_tests/test_config.yaml
index 1b91d975648..199a0272788 100644
--- a/tests/proxy_e2e_anthropic_messages_tests/test_config.yaml
+++ b/tests/proxy_e2e_anthropic_messages_tests/test_config.yaml
@@ -25,6 +25,11 @@ model_list:
       model: "bedrock/us.anthropic.claude-opus-4-5-20251101-v1:0"
       aws_region_name: "us-east-1"
 
+  - model_name: bedrock-claude-fable-5.1
+    litellm_params:
+      model: "bedrock/us.anthropic.claude-fable-5-1"
+      aws_region_name: "us-east-1"
+
   - model_name: bedrock-nova-pro
     litellm_params:
       model: "bedrock/us.amazon.nova-pro-v1:0"
@@ -35,6 +40,11 @@ model_list:
     litellm_params:
       model: "bedrock/converse/us.anthropic.claude-sonnet-4-5-20250929-v1:0"
       aws_region_name: "us-east-1"
+
+  - model_name: bedrock-converse-claude-fable-5.1
+    litellm_params:
+      model: "bedrock/converse/us.anthropic.claude-fable-5-1"
+      aws_region_name: "us-east-1"
   
   # Azure AI models
   - model_name: azure-ai-claude-opus-4.5
diff --git a/tests/proxy_migration_tests/test_migration_ci.py b/tests/proxy_migration_tests/test_migration_ci.py
new file mode 100644
index 00000000000..30fe7383c07
--- /dev/null
+++ b/tests/proxy_migration_tests/test_migration_ci.py
@@ -0,0 +1,36 @@
+import importlib.util
+from pathlib import Path
+from typing import Final
+
+import pytest
+
+SCRIPT: Final = Path(__file__).resolve().parents[2] / ".circleci/scripts/run_migration_tests.py"
+SPEC: Final = importlib.util.spec_from_file_location("migration_ci", SCRIPT)
+assert SPEC is not None and SPEC.loader is not None
+MODULE: Final = importlib.util.module_from_spec(SPEC)
+SPEC.loader.exec_module(MODULE)
+
+
+@pytest.mark.parametrize(
+    "xml,expected,exit_code,passed",
+    (
+        ('<testsuites><testsuite><testcase name="a"/><testcase name="b"/></testsuite></testsuites>', 2, 0, True),
+        ('<testsuites><testsuite><testcase name="a"/></testsuite></testsuites>', 2, 0, False),
+        ("<testsuite><testcase><failure/></testcase></testsuite>", 1, 0, False),
+        ("<testsuite><testcase><error/></testcase></testsuite>", 1, 0, False),
+        ("<testsuite><testcase><skipped/></testcase></testsuite>", 1, 0, False),
+        ("<testsuite><testcase/></testsuite>", 1, 1, False),
+        ("<testsuite><testcase/></testsuite>", 1, 5, False),
+        ("<testsuite/>", 1, 0, False),
+        ("<broken", 1, 0, False),
+        (None, 1, 0, False),
+        ('<testsuite><testcase name="a"/><testcase name="a"/></testsuite>', 2, 0, False),
+    ),
+)
+def test_only_a_complete_passing_suite_can_certify_an_image(
+    tmp_path: Path, xml: str | None, expected: int, exit_code: int, passed: bool
+) -> None:
+    path: Final = tmp_path / "results.xml"
+    if xml is not None:
+        path.write_text(xml)
+    assert MODULE.successful_junit(path, expected, exit_code) is passed
diff --git a/tests/proxy_security_tests/test_master_key_not_in_db.py b/tests/proxy_security_tests/test_master_key_not_in_db.py
index cb6e08d6746..2f00e57037a 100644
--- a/tests/proxy_security_tests/test_master_key_not_in_db.py
+++ b/tests/proxy_security_tests/test_master_key_not_in_db.py
@@ -20,8 +20,10 @@ def override_env_settings(monkeypatch):
 @pytest.fixture(scope="module")
 def test_client():
     """Starting the test client triggers FastAPI startup, where Prisma connects to the DB."""
-    with TestClient(app) as client:
-        yield client
+    with pytest.MonkeyPatch.context() as boot_env:
+        boot_env.setenv("LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY", "true")
+        with TestClient(app) as client:
+            yield client
 
 
 @pytest.mark.asyncio
diff --git a/tests/proxy_unit_tests/test_aproxy_startup.py b/tests/proxy_unit_tests/test_aproxy_startup.py
index 98bf6ef8eb7..7604c96e07c 100644
--- a/tests/proxy_unit_tests/test_aproxy_startup.py
+++ b/tests/proxy_unit_tests/test_aproxy_startup.py
@@ -22,7 +22,7 @@ from litellm.proxy.proxy_server import (
 
 
 @pytest.mark.asyncio
-async def test_proxy_gunicorn_startup_direct_config():
+async def test_proxy_gunicorn_startup_direct_config(monkeypatch):
     """
     gunicorn startup requires the config to be passed in via environment variables
 
@@ -30,6 +30,7 @@ async def test_proxy_gunicorn_startup_direct_config():
 
     Test both approaches
     """
+    monkeypatch.setenv("LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY", "true")
     try:
         from litellm._logging import verbose_proxy_logger, verbose_router_logger
         import logging
@@ -59,7 +60,8 @@ async def test_proxy_gunicorn_startup_direct_config():
 
 
 @pytest.mark.asyncio
-async def test_proxy_gunicorn_startup_config_dict():
+async def test_proxy_gunicorn_startup_config_dict(monkeypatch):
+    monkeypatch.setenv("LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY", "true")
     try:
         from litellm._logging import verbose_proxy_logger, verbose_router_logger
         import logging
diff --git a/tests/proxy_unit_tests/test_proxy_server.py b/tests/proxy_unit_tests/test_proxy_server.py
index 47792b90b08..ed0380058a5 100644
--- a/tests/proxy_unit_tests/test_proxy_server.py
+++ b/tests/proxy_unit_tests/test_proxy_server.py
@@ -2382,7 +2382,7 @@ async def test_proxy_model_group_info_rerank(prisma_client):  # noqa: F811  # py
 
 @pytest.mark.asyncio
 async def test_proxy_server_prisma_setup():
-    from litellm.proxy.proxy_server import ProxyStartupEvent, proxy_state
+    from litellm.proxy.proxy_server import ProxyStartupEvent
     from litellm.proxy.utils import ProxyLogging
     from litellm.caching import DualCache
 
@@ -2393,35 +2393,28 @@ async def test_proxy_server_prisma_setup():
     ) as mock_prisma_client:
         mock_client = mock_prisma_client.return_value  # This is the mocked instance
         mock_client.connect = AsyncMock()  # Mock the connect method
-        mock_client.check_view_exists = AsyncMock()  # Mock the check_view_exists method
+        mock_client.start_view_setup_task = MagicMock()
         mock_client.health_check = AsyncMock()  # Mock the health_check method
-        mock_client._set_spend_logs_row_count_in_proxy_state = (
-            AsyncMock()
-        )  # Mock the _set_spend_logs_row_count_in_proxy_state method
         mock_client.start_db_health_watchdog_task = AsyncMock()
         # Mock the db attribute with start_token_refresh_task for RDS IAM token refresh
         mock_db = MagicMock()
         mock_db.start_token_refresh_task = AsyncMock()
         mock_client.db = mock_db
 
-        await ProxyStartupEvent._setup_prisma_client(
+        prisma_client = await ProxyStartupEvent._setup_prisma_client(
             database_url=os.getenv("DATABASE_URL"),
             proxy_logging_obj=ProxyLogging(user_api_key_cache=user_api_key_cache),
             user_api_key_cache=user_api_key_cache,
         )
 
-        # Verify our mocked methods were called
+        assert prisma_client is mock_client
         mock_client.connect.assert_called_once()
-        mock_client.check_view_exists.assert_called_once()
+        mock_client.start_view_setup_task.assert_called_once()
 
         # Note: This is REALLY IMPORTANT to check that the health check is called
         # This is how we ensure the DB is ready before proceeding
         mock_client.health_check.assert_called_once()
 
-        # check that the spend logs row count is set in proxy state
-        mock_client._set_spend_logs_row_count_in_proxy_state.assert_called_once()
-        assert proxy_state.get_proxy_state_variable("spend_logs_row_count") is not None
-
 
 @pytest.mark.asyncio
 async def test_proxy_server_prisma_setup_invalid_db(monkeypatch):
diff --git a/tests/proxy_unit_tests/test_proxy_utils.py b/tests/proxy_unit_tests/test_proxy_utils.py
index c62aab11930..1134f41a940 100644
--- a/tests/proxy_unit_tests/test_proxy_utils.py
+++ b/tests/proxy_unit_tests/test_proxy_utils.py
@@ -1112,7 +1112,6 @@ def test_settings_store_preserves_yaml_team_configuration_when_db_value_is_null(
         },
         "param_name": "litellm_settings",
         "db_param_value": {
-            "telemetry": False,
             "drop_params": True,
             "num_retries": 5,
             "request_timeout": 600,
diff --git a/tests/router_unit_tests/test_router_batch_utils.py b/tests/router_unit_tests/test_router_batch_utils.py
index c9f19731372..e274ac61a01 100644
--- a/tests/router_unit_tests/test_router_batch_utils.py
+++ b/tests/router_unit_tests/test_router_batch_utils.py
@@ -317,3 +317,18 @@ def test_replace_model_in_jsonl_with_embedded_newlines():
         == "This is a message\nwith multiple\nlines"
     )
     assert result_json["custom_id"] == "test123"
+
+
+def test_is_batch_retrieve_call_type_matches_only_batch_retrieves():
+    from litellm.router_utils.batch_utils import is_batch_retrieve_call_type
+    from litellm.types.utils import CallTypes
+
+    assert is_batch_retrieve_call_type(CallTypes.aretrieve_batch.value) is True
+    assert is_batch_retrieve_call_type(CallTypes.retrieve_batch.value) is True
+
+    for call_type in CallTypes:
+        if call_type in (CallTypes.aretrieve_batch, CallTypes.retrieve_batch):
+            continue
+        assert is_batch_retrieve_call_type(call_type.value) is False
+
+    assert is_batch_retrieve_call_type(None) is False
diff --git a/tests/test_litellm/completion_extras/test_responses_bridge_provider_propagation.py b/tests/test_litellm/completion_extras/test_responses_bridge_provider_propagation.py
deleted file mode 100644
index 8036c72679e..00000000000
--- a/tests/test_litellm/completion_extras/test_responses_bridge_provider_propagation.py
+++ /dev/null
@@ -1,153 +0,0 @@
-"""
-Regression test for https://github.com/BerriAI/litellm/issues/28505 -
-the Responses API bridge double-strips the provider prefix from the
-model name when a Chat Completions request has both `tools` and
-`reasoning_effort`.
-
-Root cause: the bridge handler called `litellm.responses()` /
-`litellm.aresponses()` without passing the already-resolved
-`custom_llm_provider`. The downstream call then re-invoked
-`get_llm_provider()` with `custom_llm_provider=None`, which stripped
-a second provider prefix from a `provider/provider/model` deployment
-string.
-
-This test pins both the sync and async bridge handler call sites:
-the resolved `custom_llm_provider` must be forwarded to the underlying
-`responses` / `aresponses` call so the provider isn't re-detected.
-"""
-
-from unittest.mock import MagicMock, patch
-
-import pytest
-
-from litellm.completion_extras.litellm_responses_transformation.handler import (
-    ResponsesToCompletionBridgeHandler,
-)
-
-
-def _validated_kwargs():
-    return {
-        "model": "openai/openai/openai/gpt-5.5",
-        "messages": [{"role": "user", "content": "hi"}],
-        "optional_params": {},
-        "litellm_params": {},
-        "headers": {},
-        "model_response": MagicMock(),
-        "logging_obj": MagicMock(),
-        "custom_llm_provider": "openai",
-    }
-
-
-def test_sync_completion_forwards_custom_llm_provider():
-    handler = ResponsesToCompletionBridgeHandler()
-    handler.transformation_handler = MagicMock()
-    handler.transformation_handler.transform_request.return_value = {
-        "model": "openai/openai/openai/gpt-5.5",
-        "input": [],
-        # `_build_sanitized_litellm_params` spreads `custom_llm_provider` from
-        # `litellm_params` into request_data on the real bridge path.  Seed
-        # it here so the test exercises the overwrite (not an explicit kwarg
-        # that would TypeError against an already-present key).
-        "custom_llm_provider": "should-be-overwritten",
-    }
-    handler.transformation_handler.transform_response.return_value = (
-        _validated_kwargs()["model_response"]
-    )
-    with (
-        patch.object(
-            handler, "validate_input_kwargs", return_value=_validated_kwargs()
-        ),
-        patch(
-            "litellm.responses",
-            return_value=MagicMock(spec=[]),
-        ) as mock_responses,
-    ):
-        # The handler routes ResponsesAPIResponse through transform_response.
-        # We just want to verify the kwargs going INTO responses().
-        try:
-            handler.completion(acompletion=False)
-        except Exception:
-            # Downstream handling (transform_response, type checks) is not
-            # the subject of this test.
-            pass
-        assert mock_responses.called
-        kwargs = mock_responses.call_args.kwargs
-        assert kwargs.get("custom_llm_provider") == "openai", (
-            "sync bridge must forward custom_llm_provider to litellm.responses() "
-            "so the downstream get_llm_provider() call does not re-strip the "
-            "provider prefix on a provider/provider/model deployment string"
-        )
-
-
-@pytest.mark.asyncio
-async def test_async_completion_forwards_custom_llm_provider():
-    handler = ResponsesToCompletionBridgeHandler()
-    handler.transformation_handler = MagicMock()
-    handler.transformation_handler.transform_request.return_value = {
-        "model": "openai/openai/openai/gpt-5.5",
-        "input": [],
-        # `_build_sanitized_litellm_params` spreads `custom_llm_provider` from
-        # `litellm_params` into request_data on the real bridge path.  Seed
-        # it here so the test exercises the overwrite (not an explicit kwarg
-        # that would TypeError against an already-present key).
-        "custom_llm_provider": "should-be-overwritten",
-    }
-
-    async def _fake_aresponses(**kwargs):
-        _fake_aresponses.kwargs = kwargs
-        return MagicMock(spec=[])
-
-    _fake_aresponses.kwargs = {}
-
-    with (
-        patch.object(
-            handler, "validate_input_kwargs", return_value=_validated_kwargs()
-        ),
-        patch("litellm.aresponses", _fake_aresponses),
-    ):
-        try:
-            await handler.acompletion()
-        except Exception:
-            pass
-        assert _fake_aresponses.kwargs.get("custom_llm_provider") == "openai", (
-            "async bridge must forward custom_llm_provider to litellm.aresponses() "
-            "so the downstream get_llm_provider() call does not re-strip the "
-            "provider prefix on a provider/provider/model deployment string"
-        )
-
-
-@pytest.mark.asyncio
-async def test_async_completion_forwards_aws_region_name():
-    handler = ResponsesToCompletionBridgeHandler()
-    handler.transformation_handler = MagicMock()
-    handler.transformation_handler.transform_request.return_value = {
-        "model": "openai.gpt-5.5",
-        "input": [],
-        "aws_region_name": "us-east-2",
-        "api_base": "https://bedrock-mantle.us-east-1.api.aws/v1",
-        "custom_llm_provider": "bedrock_mantle",
-    }
-
-    async def _fake_aresponses(**kwargs):
-        _fake_aresponses.kwargs = kwargs
-        return MagicMock(spec=[])
-
-    _fake_aresponses.kwargs = {}
-
-    validated = _validated_kwargs()
-    validated["custom_llm_provider"] = "bedrock_mantle"
-    validated["litellm_params"] = {
-        "aws_region_name": "us-east-2",
-        "api_base": "https://bedrock-mantle.us-east-1.api.aws/v1",
-        "custom_llm_provider": "bedrock_mantle",
-    }
-
-    with (
-        patch.object(handler, "validate_input_kwargs", return_value=validated),
-        patch("litellm.aresponses", _fake_aresponses),
-    ):
-        try:
-            await handler.acompletion()
-        except Exception:
-            pass
-        assert _fake_aresponses.kwargs.get("aws_region_name") == "us-east-2"
diff --git a/tests/test_litellm/experimental_mcp_client/test_mcp_client.py b/tests/test_litellm/experimental_mcp_client/test_mcp_client.py
index b78d61c7bd4..4b698f1258d 100644
--- a/tests/test_litellm/experimental_mcp_client/test_mcp_client.py
+++ b/tests/test_litellm/experimental_mcp_client/test_mcp_client.py
@@ -1,12 +1,14 @@
 import asyncio
 import base64
+import importlib
 import json
 import os
 import sys
 from collections.abc import AsyncIterator
 from pathlib import Path
+from types import ModuleType
 from typing import Final
-from unittest.mock import AsyncMock, MagicMock, patch
+from unittest.mock import AsyncMock, MagicMock, Mock, patch
 
 import anyio
 import httpx2
@@ -18,12 +20,14 @@ from mcp.types import (
     CONNECTION_CLOSED,
     INTERNAL_ERROR,
     REQUEST_TIMEOUT,
+    CallToolRequestParams,
     CallToolResult,
     ErrorData,
     Implementation,
     InitializeResult,
     JSONRPCError,
     JSONRPCMessage,
+    JSONRPCRequest,
     JSONRPCResponse,
     LoggingMessageNotificationParams,
     ServerCapabilities,
@@ -61,8 +65,10 @@ class _MockTransportClient(MCPClient):
         super().__init__(**kwargs)
         self._respond = respond
 
-    def _create_transport_context(self):
-        http_client = httpx2.AsyncClient(transport=httpx2.MockTransport(self._respond))
+    def _create_transport_context(self) -> tuple[_TransportContext, httpx2.AsyncClient]:
+        http_client: Final = self._create_httpx_client_factory(transport=httpx2.MockTransport(self._respond))(
+            headers=self._get_auth_headers(), timeout=httpx2.Timeout(self.timeout)
+        )
         return streamable_http_client(self.server_url, http_client=http_client), http_client
 
 
@@ -1178,6 +1184,107 @@ def test_v1_static_headers_still_win_their_own_slot():
     assert headers["Authorization"] == "Bearer static-upstream-mcp-token"
 
 
+@pytest.mark.asyncio
+async def test_sdk_same_origin_redirect_lists_and_calls_tools() -> None:
+    def respond(request: httpx2.Request) -> httpx2.Response:
+        if request.url.path == "/mcp":
+            return httpx2.Response(307, headers={"Location": "/final/mcp"})
+        assert request.url == "https://upstream.example.com/final/mcp"
+        assert request.headers["x-upstream-token"] == "Bearer synthetic-token"
+        if request.method != "POST":
+            return httpx2.Response(405)
+        payload: Final = _JSONRPC_MESSAGE_ADAPTER.validate_json(request.content)
+        if not isinstance(payload, JSONRPCRequest):
+            return httpx2.Response(202)
+        match payload.method:
+            case "initialize":
+                return httpx2.Response(
+                    200,
+                    json={
+                        "jsonrpc": "2.0",
+                        "id": payload.id,
+                        "result": {
+                            "protocolVersion": LATEST_HANDSHAKE_VERSION,
+                            "capabilities": {"tools": {}},
+                            "serverInfo": {"name": "redirect-test", "version": "1"},
+                        },
+                    },
+                )
+            case "tools/list":
+                return httpx2.Response(
+                    200,
+                    json={
+                        "jsonrpc": "2.0",
+                        "id": payload.id,
+                        "result": {"tools": [{"name": "add", "inputSchema": {"type": "object"}}]},
+                    },
+                )
+            case "tools/call":
+                assert payload.params is not None
+                assert payload.params["name"] == "add"
+                assert payload.params["arguments"] == {"a": 2, "b": 3}
+                return httpx2.Response(
+                    200,
+                    json={
+                        "jsonrpc": "2.0",
+                        "id": payload.id,
+                        "result": {"content": [{"type": "text", "text": "5"}], "isError": False},
+                    },
+                )
+            case _:
+                pytest.fail(f"Unexpected MCP request: {payload.method}")
+
+    responder: Final = Mock(side_effect=respond)
+    client: Final = _MockTransportClient(
+        responder,
+        server_url="https://upstream.example.com/mcp",
+        auth_type=MCPAuth.bearer_token,
+        auth_value="synthetic-token",
+        auth_header_name="x-upstream-token",
+        timeout=5,
+    )
+    with anyio.fail_after(10):
+        tools: Final = await client.list_tools(raise_on_error=True)
+        result: Final = await client.call_tool(
+            CallToolRequestParams(name="add", arguments={"a": 2, "b": 3}), raise_on_error=True
+        )
+    assert [tool.name for tool in tools] == ["add"]
+    assert result.is_error is False
+    assert len(result.content) == 1
+    assert result.content[0].type == "text"
+    assert result.content[0].text == "5"
+    assert any(call.args[0].url.path == "/mcp" for call in responder.call_args_list)
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("operation", ("list", "call"))
+async def test_sdk_cross_origin_redirect_never_contacts_destination(operation: str) -> None:
+    responder: Final = Mock(
+        return_value=httpx2.Response(307, headers={"Location": "https://destination.example.com/mcp"})
+    )
+    client: Final = _MockTransportClient(
+        responder,
+        server_url="https://upstream.example.com/mcp",
+        auth_type=MCPAuth.bearer_token,
+        auth_value="synthetic-token",
+        auth_header_name="x-upstream-token",
+        timeout=5,
+    )
+    pending_operation: Final = (
+        client.list_tools(raise_on_error=True)
+        if operation == "list"
+        else client.call_tool(CallToolRequestParams(name="add", arguments={"a": 2, "b": 3}), raise_on_error=True)
+    )
+    with anyio.fail_after(10), pytest.raises(MCPError):
+        await pending_operation
+    assert responder.call_count == 1
+    request: Final = responder.call_args.args[0]
+    assert request.method == "POST"
+    assert request.url == "https://upstream.example.com/mcp"
+    assert request.headers["x-upstream-token"] == "Bearer synthetic-token"
+    assert all(call.args[0].url.host != "destination.example.com" for call in responder.call_args_list)
+
+
 @pytest.mark.asyncio
 async def test_a_custom_credential_header_is_stripped_when_a_redirect_crosses_origin():
     """httpx drops Authorization across origins but keeps every other header, so a credential the
@@ -2055,3 +2162,38 @@ async def test_404_before_session_initialization_preserves_method_not_found() ->
             )
     assert caught.value.error.code == METHOD_NOT_FOUND
     assert caught.value.error.message == "Not Found"
+
+
+@pytest.mark.parametrize("missing_module", ("mcp", "httpx2", "mcp.types", "openai.types.chat"))
+def test_public_mcp_import_missing_dependency(missing_module: str) -> None:
+    with patch.dict(sys.modules):
+        for name in tuple(sys.modules):
+            if name.startswith(("litellm.experimental_mcp_client", "mcp.", "mcp_types.")) or name == "mcp":
+                del sys.modules[name]
+        with patch.dict(sys.modules, {missing_module: None}):
+            with pytest.raises(ImportError) as caught:
+                importlib.import_module("litellm.experimental_mcp_client.client")
+
+    if missing_module in ("mcp", "httpx2"):
+        assert "pip install 'litellm[mcp]'" in str(caught.value)
+        assert isinstance(caught.value.__cause__, ModuleNotFoundError)
+        assert caught.value.__cause__.name == missing_module
+    else:
+        assert isinstance(caught.value, ModuleNotFoundError)
+        assert caught.value.name == missing_module
+        assert caught.value.__cause__ is None
+        assert "litellm[mcp]" not in str(caught.value)
+
+
+def test_public_mcp_import_preserves_incompatible_sdk_error() -> None:
+    with patch.dict(sys.modules):
+        for name in tuple(sys.modules):
+            if name.startswith("litellm.experimental_mcp_client"):
+                del sys.modules[name]
+        with patch.dict(sys.modules, {"mcp": ModuleType("mcp")}):
+            with pytest.raises(ImportError, match="cannot import name 'ClientSession'") as caught:
+                importlib.import_module("litellm.experimental_mcp_client.client")
+
+    assert not isinstance(caught.value, ModuleNotFoundError)
+    assert caught.value.__cause__ is None
+    assert "litellm[mcp]" not in str(caught.value)
diff --git a/tests/test_litellm/google_genai/test_google_genai_adapter.py b/tests/test_litellm/google_genai/test_google_genai_adapter.py
index 81834451859..761ab7bac89 100644
--- a/tests/test_litellm/google_genai/test_google_genai_adapter.py
+++ b/tests/test_litellm/google_genai/test_google_genai_adapter.py
@@ -372,8 +372,7 @@ def test_completion_to_generate_content_with_tool_calls():
     assert function_call["name"] == "get_weather"
     assert function_call["args"]["location"] == "San Francisco"
 
-    # Check text field
-    assert generate_content_response["text"] == "I'll check the weather for you."
+    assert "text" not in generate_content_response
 
 
 def test_streaming_tool_calls_transformation():
@@ -738,12 +737,7 @@ def test_completion_to_generate_content_transformation():
         mock_response
     )
 
-    # Verify the transformation
-    assert "text" in generate_content_response
-    assert (
-        generate_content_response["text"]
-        == "Hello! I'm doing well, thank you for asking."
-    )
+    assert "text" not in generate_content_response
 
     assert "candidates" in generate_content_response
     assert len(generate_content_response["candidates"]) == 1
@@ -1267,3 +1261,383 @@ def test_inline_data_backward_compatibility_text_only():
         content, str
     ), "Content should be a string for text-only messages (backward compatibility)"
     assert content == "Hello, how are you?"
+
+
+def test_tools_transformation_reads_parameters_declaration():
+    """The google-genai SDK and REST callers send `parameters` (Gemini Schema types), not `parametersJsonSchema`"""
+    from litellm.google_genai.adapters.transformation import GoogleGenAIAdapter
+
+    adapter = GoogleGenAIAdapter()
+    tools = [
+        {
+            "functionDeclarations": [
+                {
+                    "name": "park_hours_lookup",
+                    "description": "Look up park hours for a given date and park.",
+                    "parameters": {
+                        "type": "OBJECT",
+                        "properties": {
+                            "park_id": {"type": "STRING"},
+                            "date": {"type": "STRING"},
+                        },
+                        "required": ["park_id", "date"],
+                    },
+                }
+            ]
+        }
+    ]
+
+    completion_request = adapter.translate_generate_content_to_completion(
+        model="gpt-4.1",
+        contents={"role": "user", "parts": [{"text": "When does EPCOT open?"}]},
+        tools=tools,
+    )
+
+    assert completion_request["tools"][0]["function"]["parameters"] == {
+        "type": "object",
+        "properties": {"park_id": {"type": "string"}, "date": {"type": "string"}},
+        "required": ["park_id", "date"],
+    }
+
+
+def test_tools_transformation_prefers_parameters_json_schema_over_parameters():
+    from litellm.google_genai.adapters.transformation import GoogleGenAIAdapter
+
+    adapter = GoogleGenAIAdapter()
+    tools = [
+        {
+            "functionDeclarations": [
+                {
+                    "name": "lookup",
+                    "parametersJsonSchema": {"type": "object", "properties": {"a": {"type": "string"}}},
+                    "parameters": {"type": "OBJECT", "properties": {"b": {"type": "STRING"}}},
+                }
+            ]
+        }
+    ]
+
+    completion_request = adapter.translate_generate_content_to_completion(
+        model="gpt-4.1", contents={"role": "user", "parts": [{"text": "hi"}]}, tools=tools
+    )
+
+    assert completion_request["tools"][0]["function"]["parameters"]["properties"] == {"a": {"type": "string"}}
+
+
+PARK_TIP_GEMINI_SCHEMA = {
+    "type": "OBJECT",
+    "title": "ParkTipResponse",
+    "properties": {
+        "park_name": {"type": "STRING"},
+        "highlights": {"type": "ARRAY", "items": {"type": "STRING"}},
+        "confidence": {"type": "STRING", "enum": ["low", "medium", "high"]},
+    },
+    "required": ["park_name", "highlights", "confidence"],
+}
+
+PARK_TIP_JSON_SCHEMA = {
+    "type": "object",
+    "title": "ParkTipResponse",
+    "properties": {
+        "park_name": {"type": "string"},
+        "highlights": {"type": "array", "items": {"type": "string"}},
+        "confidence": {"type": "string", "enum": ["low", "medium", "high"]},
+    },
+    "required": ["park_name", "highlights", "confidence"],
+}
+
+
+@pytest.mark.parametrize("mime_type_key", ["response_mime_type", "responseMimeType"])
+@pytest.mark.parametrize(
+    "schema_key,schema",
+    [
+        ("response_schema", PARK_TIP_GEMINI_SCHEMA),
+        ("responseSchema", PARK_TIP_GEMINI_SCHEMA),
+        ("response_json_schema", PARK_TIP_JSON_SCHEMA),
+        ("responseJsonSchema", PARK_TIP_JSON_SCHEMA),
+    ],
+)
+def test_response_schema_config_maps_to_json_schema_response_format(mime_type_key, schema_key, schema):
+    from litellm.google_genai.adapters.transformation import GoogleGenAIAdapter
+
+    adapter = GoogleGenAIAdapter()
+    config = {mime_type_key: "application/json", schema_key: schema}
+
+    completion_request = adapter.translate_generate_content_to_completion(
+        model="gpt-4.1", contents={"role": "user", "parts": [{"text": "Summarize EPCOT"}]}, config=config
+    )
+
+    assert completion_request["response_format"] == {
+        "type": "json_schema",
+        "json_schema": {"name": "response", "schema": PARK_TIP_JSON_SCHEMA},
+    }
+
+
+def test_response_schema_drops_gemini_property_ordering_at_every_level():
+    from litellm.google_genai.adapters.transformation import GoogleGenAIAdapter
+
+    sdk_pydantic_schema = {
+        "type": "OBJECT",
+        "title": "ParkTipResponse",
+        "propertyOrdering": ["park_name", "highlights"],
+        "properties": {
+            "park_name": {"type": "STRING", "title": "Park Name"},
+            "highlights": {
+                "type": "ARRAY",
+                "items": {
+                    "type": "OBJECT",
+                    "property_ordering": ["title", "detail"],
+                    "properties": {
+                        "title": {"type": "STRING"},
+                        "detail": {"type": "STRING", "nullable": True},
+                    },
+                    "required": ["title"],
+                },
+            },
+        },
+        "required": ["park_name", "highlights"],
+    }
+
+    completion_request = GoogleGenAIAdapter().translate_generate_content_to_completion(
+        model="claude-opus-5",
+        contents={"role": "user", "parts": [{"text": "Summarize EPCOT"}]},
+        config={"responseMimeType": "application/json", "responseSchema": sdk_pydantic_schema},
+    )
+
+    assert completion_request["response_format"]["json_schema"]["schema"] == {
+        "type": "object",
+        "title": "ParkTipResponse",
+        "properties": {
+            "park_name": {"type": "string", "title": "Park Name"},
+            "highlights": {
+                "type": "array",
+                "items": {
+                    "type": "object",
+                    "properties": {
+                        "title": {"type": "string"},
+                        "detail": {"type": "string", "nullable": True},
+                    },
+                    "required": ["title"],
+                },
+            },
+        },
+        "required": ["park_name", "highlights"],
+    }
+    assert sdk_pydantic_schema["propertyOrdering"] == ["park_name", "highlights"]
+    assert sdk_pydantic_schema["properties"]["highlights"]["items"]["property_ordering"] == ["title", "detail"]
+
+
+def test_response_schema_without_mime_type_still_maps_to_json_schema():
+    from litellm.google_genai.adapters.transformation import GoogleGenAIAdapter
+
+    adapter = GoogleGenAIAdapter()
+
+    completion_request = adapter.translate_generate_content_to_completion(
+        model="gpt-4.1",
+        contents={"role": "user", "parts": [{"text": "Summarize EPCOT"}]},
+        config={"responseSchema": PARK_TIP_GEMINI_SCHEMA},
+    )
+
+    assert completion_request["response_format"]["type"] == "json_schema"
+    assert completion_request["response_format"]["json_schema"]["schema"] == PARK_TIP_JSON_SCHEMA
+
+
+@pytest.mark.parametrize(
+    "config",
+    [
+        {"temperature": 0.2},
+        {"responseMimeType": "text/plain"},
+        {"responseMimeType": "application/json"},
+        {"response_mime_type": "application/json", "temperature": 0.2},
+        {"responseMimeType": "text/x.enum", "responseSchema": {"type": "STRING", "enum": ["a", "b"]}},
+        {"responseMimeType": "application/json", "responseSchema": {"type": "ARRAY", "items": {"type": "STRING"}}},
+        {"responseMimeType": "application/json", "responseSchema": {"type": "STRING", "enum": ["a", "b"]}},
+        {"responseMimeType": "application/json", "responseSchema": {"properties": {"a": {"type": "STRING"}}}},
+        {"responseMimeType": "application/json", "responseSchema": None},
+    ],
+)
+def test_output_config_outside_object_schema_leaves_response_format_unset(config):
+    from litellm.google_genai.adapters.transformation import GoogleGenAIAdapter
+
+    adapter = GoogleGenAIAdapter()
+
+    completion_request = adapter.translate_generate_content_to_completion(
+        model="gpt-4.1", contents={"role": "user", "parts": [{"text": "Pick one"}]}, config=config
+    )
+
+    assert "response_format" not in completion_request
+
+
+def test_response_schema_is_not_sent_to_deployment_without_response_format_support():
+    from litellm.google_genai.adapters.transformation import GoogleGenAIAdapter
+    from litellm.types.router import GenericLiteLLMParams
+
+    adapter = GoogleGenAIAdapter()
+    config = {"responseMimeType": "application/json", "responseSchema": PARK_TIP_GEMINI_SCHEMA, "temperature": 0.2}
+
+    completion_request = adapter.translate_generate_content_to_completion(
+        model="openai/gpt-4",
+        contents={"role": "user", "parts": [{"text": "Summarize EPCOT"}]},
+        config=config,
+        litellm_params=GenericLiteLLMParams(custom_llm_provider="openai"),
+    )
+
+    assert "response_format" not in completion_request
+    assert completion_request["temperature"] == 0.2
+
+
+def test_response_schema_is_sent_when_provider_cannot_be_resolved():
+    from litellm.google_genai.adapters.transformation import GoogleGenAIAdapter
+
+    adapter = GoogleGenAIAdapter()
+
+    completion_request = adapter.translate_generate_content_to_completion(
+        model="my-unmapped-deployment-alias",
+        contents={"role": "user", "parts": [{"text": "Summarize EPCOT"}]},
+        config={"responseSchema": PARK_TIP_GEMINI_SCHEMA},
+    )
+
+    assert completion_request["response_format"]["json_schema"]["schema"] == PARK_TIP_JSON_SCHEMA
+
+
+def test_pydantic_generation_config_is_tolerated():
+    from pydantic import BaseModel
+
+    from litellm.google_genai.adapters.transformation import GoogleGenAIAdapter
+
+    class SdkStyleConfig(BaseModel):
+        response_mime_type: str = "application/json"
+        response_schema: dict[str, object] = PARK_TIP_GEMINI_SCHEMA
+
+    adapter = GoogleGenAIAdapter()
+
+    completion_request = adapter.translate_generate_content_to_completion(
+        model="gpt-4.1", contents={"role": "user", "parts": [{"text": "hi"}]}, config=SdkStyleConfig()
+    )
+
+    assert completion_request["messages"] == [{"role": "user", "content": "hi"}]
+    assert "response_format" not in completion_request
+
+
+def test_null_parameters_json_schema_falls_back_to_parameters():
+    from litellm.google_genai.adapters.transformation import GoogleGenAIAdapter
+
+    adapter = GoogleGenAIAdapter()
+    tools = [
+        {
+            "functionDeclarations": [
+                {
+                    "name": "lookup",
+                    "parametersJsonSchema": None,
+                    "parameters": {"type": "OBJECT", "properties": {"b": {"type": "STRING"}}},
+                }
+            ]
+        }
+    ]
+
+    completion_request = adapter.translate_generate_content_to_completion(
+        model="gpt-4.1", contents={"role": "user", "parts": [{"text": "hi"}]}, tools=tools
+    )
+
+    assert completion_request["tools"][0]["function"]["parameters"] == {
+        "type": "object",
+        "properties": {"b": {"type": "string"}},
+    }
+
+
+@pytest.mark.parametrize("parameters", [5, "", "x", [1], True])
+def test_non_object_tool_parameters_are_dropped_instead_of_forwarded(parameters):
+    from litellm.google_genai.adapters.transformation import GoogleGenAIAdapter
+
+    adapter = GoogleGenAIAdapter()
+    tools = [{"functionDeclarations": [{"name": "lookup", "description": "Look it up", "parameters": parameters}]}]
+
+    completion_request = adapter.translate_generate_content_to_completion(
+        model="gpt-4.1", contents={"role": "user", "parts": [{"text": "hi"}]}, tools=tools
+    )
+
+    assert completion_request["tools"][0]["function"] == {"name": "lookup", "description": "Look it up"}
+
+
+def test_streaming_chunk_has_no_top_level_text():
+    from litellm.google_genai.adapters.transformation import (
+        GoogleGenAIAdapter,
+        GoogleGenAIStreamWrapper,
+    )
+    from litellm.types.utils import Delta, ModelResponseStream, StreamingChoices
+
+    adapter = GoogleGenAIAdapter()
+    mock_response = ModelResponseStream(
+        id="test-streaming",
+        choices=[StreamingChoices(finish_reason=None, index=0, delta=Delta(content="Hello"))],
+        created=1234567890,
+        model="gpt-4.1",
+        object="chat.completion.chunk",
+    )
+
+    streaming_chunk = adapter.translate_streaming_completion_to_generate_content(
+        mock_response, GoogleGenAIStreamWrapper(completion_stream=None)
+    )
+
+    assert streaming_chunk["candidates"][0]["content"]["parts"] == [{"text": "Hello"}]
+    assert "text" not in streaming_chunk
+
+
+@pytest.mark.asyncio
+async def test_generate_content_sends_response_schema_and_tool_parameters_to_the_provider(respx_mock, monkeypatch):
+    import httpx
+
+    monkeypatch.setenv("DISABLE_AIOHTTP_TRANSPORT", "True")
+    route = respx_mock.post("https://api.openai.com/v1/chat/completions").mock(
+        return_value=httpx.Response(
+            200,
+            json={
+                "id": "chatcmpl-park-tip",
+                "object": "chat.completion",
+                "created": 1234567890,
+                "model": "gpt-4.1",
+                "choices": [
+                    {
+                        "index": 0,
+                        "finish_reason": "stop",
+                        "message": {"role": "assistant", "content": '{"park_name": "EPCOT"}'},
+                    }
+                ],
+                "usage": {"prompt_tokens": 10, "completion_tokens": 20, "total_tokens": 30},
+            },
+        )
+    )
+
+    response = await agenerate_content(
+        model="openai/gpt-4.1",
+        contents=[{"role": "user", "parts": [{"text": "Summarize EPCOT. Do not call tools."}]}],
+        tools=[
+            {
+                "functionDeclarations": [
+                    {
+                        "name": "park_hours_lookup",
+                        "parameters": {
+                            "type": "OBJECT",
+                            "properties": {"park_id": {"type": "STRING"}},
+                            "required": ["park_id"],
+                        },
+                    }
+                ]
+            }
+        ],
+        generationConfig={"response_mime_type": "application/json", "response_schema": PARK_TIP_GEMINI_SCHEMA},
+        api_key="sk-test",
+    )
+
+    provider_request = json.loads(route.calls.last.request.content)
+
+    assert provider_request["response_format"] == {
+        "type": "json_schema",
+        "json_schema": {"name": "response", "schema": PARK_TIP_JSON_SCHEMA},
+    }
+    assert provider_request["tools"][0]["function"]["parameters"] == {
+        "type": "object",
+        "properties": {"park_id": {"type": "string"}},
+        "required": ["park_id"],
+    }
+    assert response["candidates"][0]["content"]["parts"] == [{"text": '{"park_name": "EPCOT"}'}]
+    assert "text" not in response
diff --git a/tests/test_litellm/integrations/otel/test_otel_v2_destinations.py b/tests/test_litellm/integrations/otel/test_otel_v2_destinations.py
index 67695d5aed8..9cb3dbb9deb 100644
--- a/tests/test_litellm/integrations/otel/test_otel_v2_destinations.py
+++ b/tests/test_litellm/integrations/otel/test_otel_v2_destinations.py
@@ -42,7 +42,7 @@ from litellm.integrations.otel.plumbing.providers import (
     _sink_key,
     build_tracer_provider,
     deliverable_destinations,
-    operator_sink_keys,
+    operator_sink_scopes,
 )
 from litellm.integrations.otel.plumbing.routing import TenantTracerCache, get_tracer
 from litellm.integrations.otel.presets.arize import arize_preset
@@ -82,6 +82,12 @@ def isolate_published_provider(monkeypatch):
     monkeypatch.setattr(otel_logger, "_published_v2_provider", None)
 
 
+@pytest.fixture(autouse=True)
+def forget_otel_v2_flag_after_each_test():
+    yield
+    is_otel_v2_enabled.cache_clear()
+
+
 def in_fresh_context(fn, *args):
     """Run ``fn`` in its own context so one test's destinations never leak."""
     return contextvars.copy_context().run(fn, *args)
@@ -237,7 +243,7 @@ class TestRoutingMode:
         provider.add_span_processor(
             TenantFanOutSpanProcessor(
                 processor_factory=lambda _d: SimpleSpanProcessor(shared),
-                operator_sinks=frozenset({self.OPERATOR_SINK}),
+                operator_sinks=MappingProxyType({self.OPERATOR_SINK: "full"}),
             )
         )
 
@@ -260,7 +266,7 @@ class TestRoutingMode:
         provider.add_span_processor(
             TenantFanOutSpanProcessor(
                 processor_factory=lambda _d: SimpleSpanProcessor(shared),
-                operator_sinks=frozenset({self.OPERATOR_SINK}),
+                operator_sinks=MappingProxyType({self.OPERATOR_SINK: "full"}),
             )
         )
 
@@ -277,7 +283,7 @@ class TestRoutingMode:
         provider.add_span_processor(
             TenantFanOutSpanProcessor(
                 processor_factory=lambda _d: SimpleSpanProcessor(dest_exporter),
-                operator_sinks=frozenset({self.OPERATOR_SINK}),
+                operator_sinks=MappingProxyType({self.OPERATOR_SINK: "full"}),
             )
         )
 
@@ -330,7 +336,7 @@ class TestRoutingMode:
 
         assert global_exporter.get_finished_spans() == ()
 
-    def test_operator_sink_keys_skips_an_exporter_with_no_endpoint_of_its_own(self):
+    def test_operator_sink_scopes_skips_an_exporter_with_no_endpoint_of_its_own(self):
         """Such an exporter resolves its endpoint from the environment at export
         time, so it has no identity to compare a destination against."""
         config = OpenTelemetryV2Config(
@@ -340,9 +346,9 @@ class TestRoutingMode:
             )
         )
 
-        assert operator_sink_keys(config) == frozenset({self.OPERATOR_SINK})
+        assert dict(operator_sink_scopes(config)) == {self.OPERATOR_SINK: "full"}
 
-    def test_operator_sink_keys_skips_exporters_that_never_reach_the_wire(self):
+    def test_operator_sink_scopes_skips_exporters_that_never_reach_the_wire(self):
         """A console kind ignores the endpoint and a header-gated spec with no
         credentials is dropped when the provider is built, so treating either as an
         account the operator writes to would silently withhold a team's own spans
@@ -355,9 +361,9 @@ class TestRoutingMode:
             )
         )
 
-        assert operator_sink_keys(config) == frozenset({self.OPERATOR_SINK})
+        assert dict(operator_sink_scopes(config)) == {self.OPERATOR_SINK: "full"}
 
-    def test_operator_sink_keys_spans_every_config_it_is_handed(self):
+    def test_operator_sink_scopes_spans_every_config_it_is_handed(self):
         first = OpenTelemetryV2Config(
             exporters=(
                 ExporterSpec(
@@ -377,11 +383,27 @@ class TestRoutingMode:
             )
         )
 
-        assert operator_sink_keys(first, second) == {
-            self.OPERATOR_SINK,
-            _sink_key("https://otlp.arize.com/v1/traces", {"space_id": "s", "api_key": "k"}),
+        assert dict(operator_sink_scopes(first, second)) == {
+            self.OPERATOR_SINK: "full",
+            _sink_key("https://otlp.arize.com/v1/traces", {"space_id": "s", "api_key": "k"}): "full",
         }
 
+    @pytest.mark.parametrize("langfuse_first", [False, True])
+    def test_two_operator_exporters_on_one_account_record_the_wider_scope(self, langfuse_first):
+        langfuse = ExporterSpec(
+            kind="otlp_http",
+            endpoint=self.OPERATOR_SINK[0],
+            headers="authorization=Basic op",
+            owner=ExporterOwner.LANGFUSE_OTEL,
+        )
+        collector = ExporterSpec(kind="otlp_http", endpoint=self.OPERATOR_SINK[0], headers="authorization=Basic op")
+        config = OpenTelemetryV2Config(
+            langfuse_span_scope="llm_only",
+            exporters=(langfuse, collector) if langfuse_first else (collector, langfuse),
+        )
+
+        assert dict(operator_sink_scopes(config)) == {self.OPERATOR_SINK: "full"}
+
     def test_a_team_pointing_at_a_credential_less_operator_exporter_still_gets_its_spans(self, monkeypatch):
         """Under additive the fan-out skips a destination the operator already writes
         to. An exporter the provider never built writes nothing, so skipping it would
@@ -397,7 +419,7 @@ class TestRoutingMode:
         provider.add_span_processor(
             TenantFanOutSpanProcessor(
                 processor_factory=lambda _d: SimpleSpanProcessor(dest_exporter),
-                operator_sinks=operator_sink_keys(config),
+                operator_sinks=operator_sink_scopes(config),
             )
         )
 
@@ -416,7 +438,7 @@ class TestRoutingMode:
         monkeypatch.setenv("LANGFUSE_PUBLIC_KEY", "pk-op")
         monkeypatch.setenv("LANGFUSE_SECRET_KEY", "sk-op")
         monkeypatch.setattr(litellm, "provider_url_destination_allowed_hosts", ["lf.internal"], raising=False)
-        operator = operator_sink_keys(langfuse_preset())
+        operator = operator_sink_scopes(langfuse_preset())
 
         def sink(public_key, secret_key):
             destination = destination_for(
@@ -450,7 +472,7 @@ class TestRoutingMode:
         monkeypatch.setenv("ARIZE_SPACE_ID", "space-op")
         monkeypatch.setenv("ARIZE_API_KEY", "key-op")
         monkeypatch.delenv("ARIZE_SPACE_KEY", raising=False)
-        operator = operator_sink_keys(arize_preset())
+        operator = operator_sink_scopes(arize_preset())
 
         def sink(space, api_key):
             destination = destination_for(
@@ -1039,7 +1061,9 @@ class TestProviderWiring:
             set_request_destinations(destinations)
             emit(published.tracer_provider)
 
-        in_fresh_context(run, (destination(canonical, dict(pair.split("=") for pair in accounts[canonical][1].split(","))),))
+        in_fresh_context(
+            run, (destination(canonical, dict(pair.split("=") for pair in accounts[canonical][1].split(","))),)
+        )
         in_fresh_context(run, (destination(other, dict(pair.split("=") for pair in accounts[other][1].split(","))),))
         assert shared.get_finished_spans() == (), "an account the operator already writes to was written twice"
 
@@ -1403,6 +1427,480 @@ class TestDestinationResolution:
         assert parse_headers(destination.header_string())["authorization"] == destination.headers["Authorization"]
 
 
+LLM_ONLY_DEST = OtelDestination(
+    endpoint="http://tenant.local/api/public/otel",
+    headers={"Authorization": "Basic dGVuYW50"},
+    callback_name="langfuse_otel",
+    span_scope="llm_only",
+)
+
+#: Every span kind the proxy emits for one chat request, plus the two spans that
+#: look like a model call to a naive classifier: the MCP tool call carries
+#: ``gen_ai.operation.name`` too, and baggage promotes ``gen_ai.request.model``
+#: onto children that are not the call.
+REQUEST_TREE = frozenset(
+    {
+        "POST /v1/chat/completions",
+        "auth /v1/chat/completions",
+        "postgres SELECT",
+        "redis GET",
+        "execute_guardrail pii",
+        "tools/call get_weather",
+        "chat gpt-4",
+        "chat claude-haiku",
+        "cost_tracking",
+    }
+)
+LLM_SPANS = frozenset({"chat gpt-4", "chat claude-haiku"})
+TRACE_CONTROLS = MappingProxyType(
+    {
+        "langfuse.observation.type": "generation",
+        "langfuse.trace.name": "checkout",
+        "user.id": "user-7",
+        "session.id": "sess-1",
+        "langfuse.trace.tags": ("beta", "eu"),
+    }
+)
+
+
+def request_tree(provider: TracerProvider) -> None:
+    tracer = get_tracer(provider, "litellm")
+    with tracer.start_as_current_span("POST /v1/chat/completions"):
+        with tracer.start_as_current_span("auth /v1/chat/completions"):
+            with tracer.start_as_current_span("postgres SELECT") as db:
+                db.set_attribute("db.system", "postgresql")
+            with tracer.start_as_current_span("redis GET") as cache:
+                cache.set_attribute("db.system", "redis")
+        with tracer.start_as_current_span("execute_guardrail pii") as guard:
+            guard.set_attributes({"litellm.guardrail.name": "pii", "litellm.guardrail.status": "success"})
+        with tracer.start_as_current_span("tools/call get_weather") as tool:
+            tool.set_attributes({"gen_ai.operation.name": "execute_tool", "mcp.method.name": "tools/call"})
+        with tracer.start_as_current_span("chat gpt-4") as llm:
+            llm.set_attributes({"gen_ai.operation.name": "chat", "gen_ai.request.model": "gpt-4", **TRACE_CONTROLS})
+            with tracer.start_as_current_span("cost_tracking") as child:
+                child.set_attribute("gen_ai.request.model", "gpt-4")
+        with tracer.start_as_current_span("chat claude-haiku") as retry:
+            retry.set_attributes({"gen_ai.operation.name": "chat", "gen_ai.request.model": "claude-haiku"})
+
+
+def names(exporter: InMemorySpanExporter) -> frozenset[str]:
+    return frozenset(s.name for s in exporter.get_finished_spans())
+
+
+class TestSpanScope:
+    @staticmethod
+    def _additive(monkeypatch):
+        monkeypatch.setattr(litellm, "otel_tenant_destination_mode", "additive", raising=False)
+
+    @staticmethod
+    def _run(provider, destinations):
+        def run():
+            set_request_destinations(destinations)
+            request_tree(provider)
+
+        in_fresh_context(run)
+
+    @staticmethod
+    def _operator_provider(operator_exporter, dest_exporter, scope="full"):
+        provider = TracerProvider()
+        provider.add_span_processor(
+            _OverriddenBackendFilter(SimpleSpanProcessor(operator_exporter), "langfuse_otel", scope)
+        )
+        provider.add_span_processor(
+            TenantFanOutSpanProcessor(processor_factory=lambda _d: SimpleSpanProcessor(dest_exporter))
+        )
+        return provider
+
+    def test_off_and_off_is_the_full_tree_on_both_sides(self, monkeypatch):
+        self._additive(monkeypatch)
+        operator, tenant = InMemorySpanExporter(), InMemorySpanExporter()
+
+        self._run(self._operator_provider(operator, tenant), (LANGFUSE_DEST,))
+
+        assert names(operator) == REQUEST_TREE
+        assert names(tenant) == REQUEST_TREE
+
+    def test_a_tenant_asking_for_llm_only_gets_just_the_model_calls(self, monkeypatch):
+        self._additive(monkeypatch)
+        operator, tenant = InMemorySpanExporter(), InMemorySpanExporter()
+
+        self._run(self._operator_provider(operator, tenant), (LLM_ONLY_DEST,))
+
+        assert names(tenant) == LLM_SPANS
+        assert names(operator) == REQUEST_TREE, "the tenant's scope must not narrow the operator's exporter"
+
+    def test_an_operator_asking_for_llm_only_keeps_the_tenants_tree_whole(self, monkeypatch):
+        self._additive(monkeypatch)
+        operator, tenant = InMemorySpanExporter(), InMemorySpanExporter()
+
+        self._run(self._operator_provider(operator, tenant, scope="llm_only"), (LANGFUSE_DEST,))
+
+        assert names(operator) == LLM_SPANS
+        assert names(tenant) == REQUEST_TREE, "the operator's scope must not narrow a tenant destination"
+
+    def test_both_on_narrows_both(self, monkeypatch):
+        self._additive(monkeypatch)
+        operator, tenant = InMemorySpanExporter(), InMemorySpanExporter()
+
+        self._run(self._operator_provider(operator, tenant, scope="llm_only"), (LLM_ONLY_DEST,))
+
+        assert names(operator) == LLM_SPANS
+        assert names(tenant) == LLM_SPANS
+
+    def test_an_operator_scope_does_not_undo_the_override(self):
+        operator, tenant = InMemorySpanExporter(), InMemorySpanExporter()
+
+        self._run(self._operator_provider(operator, tenant, scope="llm_only"), (LLM_ONLY_DEST,))
+
+        assert operator.get_finished_spans() == ()
+        assert names(tenant) == LLM_SPANS
+
+    @staticmethod
+    def _same_account_provider(shared, operator_scope):
+        provider = TracerProvider()
+        provider.add_span_processor(
+            _OverriddenBackendFilter(
+                SimpleSpanProcessor(shared), "langfuse_otel", operator_scope, TestRoutingMode.OPERATOR_SINK
+            )
+        )
+        provider.add_span_processor(
+            TenantFanOutSpanProcessor(
+                processor_factory=lambda _d: SimpleSpanProcessor(shared),
+                operator_sinks=MappingProxyType({TestRoutingMode.OPERATOR_SINK: operator_scope}),
+            )
+        )
+        return provider
+
+    @staticmethod
+    def _same_account_destination(span_scope):
+        return OtelDestination(
+            endpoint=TestRoutingMode.SAME_ACCOUNT_ENDPOINT,
+            headers=MappingProxyType({"Authorization": "Basic op"}),
+            callback_name="langfuse_otel",
+            span_scope=span_scope,
+        )
+
+    @pytest.mark.parametrize(
+        ("operator_scope", "tenant_scope", "expected"),
+        [
+            ("llm_only", "full", REQUEST_TREE),
+            ("full", "llm_only", REQUEST_TREE),
+            ("llm_only", "llm_only", LLM_SPANS),
+            ("full", "full", REQUEST_TREE),
+        ],
+    )
+    def test_a_team_naming_the_operators_project_gets_the_wider_of_the_two_scopes_once(
+        self, monkeypatch, operator_scope, tenant_scope, expected
+    ):
+        self._additive(monkeypatch)
+        shared = InMemorySpanExporter()
+
+        self._run(self._same_account_provider(shared, operator_scope), (self._same_account_destination(tenant_scope),))
+
+        finished = [s.name for s in shared.get_finished_spans()]
+        assert frozenset(finished) == expected
+        assert len(finished) == len(expected), "the same account received a span twice"
+
+    def test_a_full_team_on_the_operators_llm_only_project_gets_one_whole_tree(self, monkeypatch):
+        """The operator's exporter writes the model call, the fan-out the rest, and Langfuse
+        upserts by span id: a re-rooted, self-named generation there would replace the one
+        parented under the request span and rename the whole trace after itself."""
+        self._additive(monkeypatch)
+        shared = InMemorySpanExporter()
+
+        self._run(self._same_account_provider(shared, "llm_only"), (self._same_account_destination("full"),))
+
+        whole = {s.name: s for s in shared.get_finished_spans()}
+        assert whole["chat claude-haiku"].parent == whole["POST /v1/chat/completions"].context
+        assert "langfuse.trace.name" not in whole["chat claude-haiku"].attributes
+
+    def test_an_llm_only_team_on_the_operators_llm_only_project_gets_re_rooted_generations(self, monkeypatch):
+        self._additive(monkeypatch)
+        shared = InMemorySpanExporter()
+
+        self._run(self._same_account_provider(shared, "llm_only"), (self._same_account_destination("llm_only"),))
+
+        kept = {s.name: s for s in shared.get_finished_spans()}["chat claude-haiku"]
+        assert kept.parent is None
+        assert kept.attributes["langfuse.trace.name"] == "chat claude-haiku"
+
+    def test_a_full_team_on_another_account_does_not_widen_the_operators_llm_only_exporter(self, monkeypatch):
+        self._additive(monkeypatch)
+        operator = InMemorySpanExporter()
+        provider = TracerProvider()
+        provider.add_span_processor(
+            _OverriddenBackendFilter(
+                SimpleSpanProcessor(operator), "langfuse_otel", "llm_only", TestRoutingMode.OPERATOR_SINK
+            )
+        )
+        provider.add_span_processor(TenantFanOutSpanProcessor(processor_factory=lambda _d: None))
+
+        self._run(provider, (LANGFUSE_DEST,))
+
+        kept = {s.name: s for s in operator.get_finished_spans()}["chat claude-haiku"]
+        assert names(operator) == LLM_SPANS
+        assert kept.parent is None
+        assert kept.attributes["langfuse.trace.name"] == "chat claude-haiku"
+
+    def test_a_built_provider_knows_which_account_its_llm_only_exporter_writes_to(self, monkeypatch):
+        self._additive(monkeypatch)
+        shared = InMemorySpanExporter()
+        monkeypatch.setattr(otel_providers, "_exporter_from_spec", lambda _spec: shared)
+        config = OpenTelemetryV2Config(
+            langfuse_span_scope="llm_only",
+            exporters=[
+                ExporterSpec(
+                    kind="otlp_http",
+                    endpoint=TestRoutingMode.OPERATOR_SINK[0],
+                    headers="authorization=Basic op",
+                    owner=ExporterOwner.LANGFUSE_OTEL,
+                )
+            ],
+        )
+        provider = build_tracer_provider(config, use_simple_processor=True)
+        provider.add_span_processor(
+            TenantFanOutSpanProcessor(
+                processor_factory=lambda _d: SimpleSpanProcessor(shared),
+                operator_sinks=operator_sink_scopes(config),
+            )
+        )
+
+        self._run(provider, (self._same_account_destination("full"),))
+
+        whole = {s.name: s for s in shared.get_finished_spans()}
+        assert frozenset(whole) == REQUEST_TREE
+        assert whole["chat claude-haiku"].parent == whole["POST /v1/chat/completions"].context
+        assert "langfuse.trace.name" not in whole["chat claude-haiku"].attributes
+
+    def test_a_kept_generation_becomes_the_root_of_the_request_trace_with_its_trace_controls(self, monkeypatch):
+        self._additive(monkeypatch)
+        operator, tenant = InMemorySpanExporter(), InMemorySpanExporter()
+
+        self._run(self._operator_provider(operator, tenant), (LLM_ONLY_DEST,))
+
+        full = {s.name: s for s in operator.get_finished_spans()}
+        kept = {s.name: s for s in tenant.get_finished_spans()}["chat gpt-4"]
+        assert kept.context == full["chat gpt-4"].context, "same trace id and span id as the operator's copy"
+        assert kept.parent is None, "its parent is the request span the tenant never receives"
+        assert {k: kept.attributes[k] for k in TRACE_CONTROLS} == dict(TRACE_CONTROLS), "the caller's trace name wins"
+        assert full["chat gpt-4"].parent == full["POST /v1/chat/completions"].context, (
+            "the operator's copy is untouched"
+        )
+
+    def test_a_kept_generation_with_no_trace_name_is_named_after_itself(self, monkeypatch):
+        self._additive(monkeypatch)
+        operator, tenant = InMemorySpanExporter(), InMemorySpanExporter()
+
+        self._run(self._operator_provider(operator, tenant, scope="llm_only"), (LLM_ONLY_DEST,))
+
+        for exporter in (operator, tenant):
+            kept = {s.name: s for s in exporter.get_finished_spans()}["chat claude-haiku"]
+            assert kept.parent is None
+            assert kept.attributes["langfuse.trace.name"] == "chat claude-haiku"
+            assert kept.attributes["gen_ai.request.model"] == "claude-haiku", "the rest of the attributes stay"
+
+    def test_narrowing_one_exporter_leaves_the_other_exporters_view_of_the_span_alone(self, monkeypatch):
+        self._additive(monkeypatch)
+        operator, tenant = InMemorySpanExporter(), InMemorySpanExporter()
+
+        self._run(self._operator_provider(operator, tenant, scope="llm_only"), (LANGFUSE_DEST,))
+
+        whole = {s.name: s for s in tenant.get_finished_spans()}
+        assert whole["chat claude-haiku"].parent == whole["POST /v1/chat/completions"].context
+        assert "langfuse.trace.name" not in whole["chat claude-haiku"].attributes
+        narrowed = {s.name: s for s in operator.get_finished_spans()}["chat claude-haiku"]
+        assert narrowed.parent is None
+        assert narrowed.attributes["langfuse.trace.name"] == "chat claude-haiku"
+
+    def test_a_full_scope_exporter_gets_the_generation_under_its_request_span_and_unnamed(self, monkeypatch):
+        self._additive(monkeypatch)
+        operator, tenant = InMemorySpanExporter(), InMemorySpanExporter()
+
+        self._run(self._operator_provider(operator, tenant), (LANGFUSE_DEST,))
+
+        for exporter in (operator, tenant):
+            whole = {s.name: s for s in exporter.get_finished_spans()}
+            assert whole["chat claude-haiku"].parent == whole["POST /v1/chat/completions"].context
+            assert "langfuse.trace.name" not in whole["chat claude-haiku"].attributes
+
+    def test_a_non_langfuse_destination_of_the_same_request_keeps_the_full_tree(self, monkeypatch):
+        self._additive(monkeypatch)
+        by_backend = {"langfuse_otel": InMemorySpanExporter(), "arize": InMemorySpanExporter()}
+        provider = TracerProvider()
+        provider.add_span_processor(
+            TenantFanOutSpanProcessor(
+                processor_factory=lambda d: SimpleSpanProcessor(by_backend[d.callback_name]),
+            )
+        )
+        arize = OtelDestination(endpoint="https://otlp.arize.com", headers={"api_key": "k"}, callback_name="arize")
+
+        self._run(provider, (LLM_ONLY_DEST, arize))
+
+        assert names(by_backend["langfuse_otel"]) == LLM_SPANS
+        assert names(by_backend["arize"]) == REQUEST_TREE
+
+    def test_two_views_of_one_account_share_the_exporter_but_not_the_filter(self):
+        built, tenant = [], InMemorySpanExporter()
+        provider = TracerProvider()
+
+        def factory(destination):
+            built.append(destination)
+            return SimpleSpanProcessor(tenant)
+
+        provider.add_span_processor(TenantFanOutSpanProcessor(processor_factory=factory))
+
+        self._run(provider, (LLM_ONLY_DEST,))
+        assert names(tenant) == LLM_SPANS
+        tenant.clear()
+
+        self._run(provider, (LANGFUSE_DEST,))
+        assert names(tenant) == REQUEST_TREE
+        assert len(built) == 1, "the same account must not get a second exporter for a second scope"
+
+    def test_the_config_scope_reaches_only_the_exporter_langfuse_owns(self, monkeypatch):
+        exporters = {}
+
+        def exporter_for(spec):
+            return exporters.setdefault(spec.owner, InMemorySpanExporter())
+
+        monkeypatch.setattr(otel_providers, "_exporter_from_spec", exporter_for)
+        config = OpenTelemetryV2Config(
+            langfuse_span_scope="llm_only",
+            exporters=[
+                ExporterSpec(kind="in_memory", owner=ExporterOwner.LANGFUSE_OTEL),
+                ExporterSpec(kind="in_memory", owner=ExporterOwner.ARIZE_AX),
+                ExporterSpec(kind="in_memory"),
+            ],
+        )
+
+        self._run(build_tracer_provider(config, use_simple_processor=True), ())
+
+        assert names(exporters[ExporterOwner.LANGFUSE_OTEL]) == LLM_SPANS
+        assert names(exporters[ExporterOwner.ARIZE_AX]) == REQUEST_TREE
+        assert names(exporters[None]) == REQUEST_TREE, "a bare collector must never be narrowed"
+
+    @pytest.mark.parametrize("tenant_overrides", [False, True])
+    def test_the_config_default_leaves_every_exporter_on_the_full_tree(self, monkeypatch, tenant_overrides):
+        exporters = {}
+        monkeypatch.setattr(
+            otel_providers,
+            "_exporter_from_spec",
+            lambda spec: exporters.setdefault(spec.owner, InMemorySpanExporter()),
+        )
+        config = OpenTelemetryV2Config(exporters=[ExporterSpec(kind="in_memory", owner=ExporterOwner.LANGFUSE_OTEL)])
+
+        self._run(build_tracer_provider(config, use_simple_processor=True, tenant_overrides=tenant_overrides), ())
+
+        assert names(exporters[ExporterOwner.LANGFUSE_OTEL]) == REQUEST_TREE
+
+    def test_the_env_var_sets_the_operator_scope(self, monkeypatch):
+        monkeypatch.setenv("LITELLM_OTEL_LANGFUSE_SPAN_SCOPE", "llm_only")
+
+        assert OpenTelemetryV2Config().langfuse_span_scope == "llm_only"
+
+    def test_the_env_var_narrows_the_exporter_the_langfuse_preset_builds(self, monkeypatch):
+        monkeypatch.setenv("LITELLM_OTEL_LANGFUSE_SPAN_SCOPE", "llm_only")
+        monkeypatch.setenv("LANGFUSE_PUBLIC_KEY", "pk")
+        monkeypatch.setenv("LANGFUSE_SECRET_KEY", "sk")
+        exporters = {}
+        monkeypatch.setattr(
+            otel_providers,
+            "_exporter_from_spec",
+            lambda spec: exporters.setdefault(spec.owner, InMemorySpanExporter()),
+        )
+        config = langfuse_preset(config_overrides=OpenTelemetryV2Config(exporters=[ExporterSpec(kind="in_memory")]))
+
+        self._run(build_tracer_provider(config, use_simple_processor=True), ())
+
+        assert names(exporters[ExporterOwner.LANGFUSE_OTEL]) == LLM_SPANS
+        assert names(exporters[None]) == REQUEST_TREE
+
+    def test_an_unknown_scope_is_rejected_by_the_config(self):
+        with pytest.raises(ValueError, match="langfuse_span_scope"):
+            OpenTelemetryV2Config(langfuse_span_scope="everything")
+
+    @pytest.mark.parametrize("spelling", ["LLM_ONLY", "Llm_Only", " llm_only\n"])
+    def test_the_env_var_is_read_case_and_whitespace_insensitively(self, monkeypatch, spelling):
+        """A misspelt env var would otherwise fail validation inside the logger builder,
+        which swallows the error and leaves the proxy up with OTel v2 silently off."""
+        monkeypatch.setenv("LITELLM_OTEL_LANGFUSE_SPAN_SCOPE", spelling)
+
+        assert OpenTelemetryV2Config().langfuse_span_scope == "llm_only"
+
+    def test_the_operator_scope_does_not_reach_a_tenants_routed_provider(self, monkeypatch):
+        """The routed clone carries the tenant's credentials on the operator's Langfuse
+        exporter. The operator's ``llm_only`` is a choice about the operator's account,
+        so the clone must export the full tree, as the field's contract promises."""
+        tenant = InMemorySpanExporter()
+        monkeypatch.setattr(otel_providers, "_exporter_from_spec", lambda _spec: tenant)
+        config = OpenTelemetryV2Config(
+            langfuse_span_scope="llm_only",
+            exporters=[ExporterSpec(kind="otlp_http", endpoint="http://op.local", owner=ExporterOwner.LANGFUSE_OTEL)],
+        )
+        cache = TenantTracerCache(config, "langfuse_otel", "litellm")
+        route = cache.route_for(
+            get_tracer(TracerProvider(), "litellm"), {"langfuse_public_key": "pk", "langfuse_secret_key": "sk"}
+        )
+        assert route.provider is not None
+
+        request_tree(route.provider)
+        route.provider.force_flush()
+
+        assert names(tenant) == REQUEST_TREE
+
+    def test_a_team_callback_var_becomes_the_destinations_scope(self, monkeypatch, allow_test_hosts):
+        monkeypatch.setenv("LITELLM_OTEL_V2", "true")
+        is_otel_v2_enabled.cache_clear()
+        auth = UserAPIKeyAuth(
+            team_metadata={
+                "logging": [
+                    {
+                        "callback_name": "langfuse_otel",
+                        "callback_type": "success",
+                        "callback_vars": {
+                            "langfuse_public_key": "pk-team",
+                            "langfuse_secret_key": "sk-team",
+                            "langfuse_host": "http://team.local",
+                            "langfuse_span_scope": "llm_only",
+                        },
+                    }
+                ]
+            }
+        )
+
+        assert [d.span_scope for d in resolve_tenant_otel_destinations(auth)] == ["llm_only"]
+
+    def test_a_team_that_named_no_scope_gets_the_full_tree(self, allow_test_hosts):
+        creds = {"langfuse_public_key": "pk", "langfuse_secret_key": "sk", "langfuse_host": "http://x"}
+
+        assert destination_for("langfuse_otel", creds).span_scope == "full"
+
+    def test_only_langfuse_honours_the_scope_var(self):
+        arize = destination_for(
+            "arize", {"arize_api_key": "k", "arize_space_id": "s", "langfuse_span_scope": "llm_only"}
+        )
+
+        assert arize is not None and arize.span_scope == "full"
+
+    @pytest.mark.parametrize("scope", ["everything", "LLM_ONLY", ""])
+    def test_an_unknown_scope_is_rejected_when_the_callback_is_saved(self, scope):
+        with pytest.raises(ValueError, match=r"Invalid langfuse_span_scope .*must be one of \['full', 'llm_only'\]"):
+            AddTeamCallback(
+                callback_name="langfuse_otel",
+                callback_type="success",
+                callback_vars={"langfuse_public_key": "pk", "langfuse_secret_key": "sk", "langfuse_span_scope": scope},
+            )
+
+    def test_a_known_scope_is_accepted_when_the_callback_is_saved(self):
+        saved = AddTeamCallback(
+            callback_name="langfuse_otel",
+            callback_type="success",
+            callback_vars={"langfuse_public_key": "pk", "langfuse_secret_key": "sk", "langfuse_span_scope": "llm_only"},
+        )
+
+        assert saved.callback_vars["langfuse_span_scope"] == "llm_only"
+
+
 #: Anything that makes ``OpenTelemetryV2Config`` synthesize a real operator destination.
 _OTEL_SHORTHAND_ENV = (
     "OTEL_ENDPOINT",
@@ -2066,7 +2564,9 @@ class TestEvictionSafety:
 
             assert len(built) == _MAX_CACHED_DESTINATION_PROCESSORS + 3, "a processor per request during the outage"
             assert sum(1 for accepted in anchored if accepted) == len(built), "anchored what it could not build"
-            assert fan_out.deliverable((self._dest(999),)) == (), "the span would vanish instead of staying with the operator"
+            assert fan_out.deliverable((self._dest(999),)) == (), (
+                "the span would vanish instead of staying with the operator"
+            )
         finally:
             release.set()
         for _ in range(500):
diff --git a/tests/test_litellm/litellm_core_utils/test_litellm_logging.py b/tests/test_litellm/litellm_core_utils/test_litellm_logging.py
index 626a13c8061..325052ebda9 100644
--- a/tests/test_litellm/litellm_core_utils/test_litellm_logging.py
+++ b/tests/test_litellm/litellm_core_utils/test_litellm_logging.py
@@ -3033,7 +3033,7 @@ def test_get_error_information_budget_exceeded_structured_fields():
     assert result["error_budget_entity_id"] == "repro-user"
     assert result["error_budget_limit"] == 1e-06
     assert result["error_budget_spend"] == 3.4e-05
-    assert result["error_code"] == "429"
+    assert result["error_code"] == "422"
     assert result["error_class"] == "BudgetExceededError"
     assert result["error_rate_limit_type"] == "budget"
 
@@ -6407,7 +6407,7 @@ def test_get_error_information_keeps_traceback_for_unmapped_provider_4xx():
 
 
 def test_get_error_information_skips_traceback_for_budget_rejection_with_provider():
-    """A key-over-budget 429 is the proxy's own rejection even after the auth
+    """A key-over-budget 422 is the proxy's own rejection even after the auth
     handler stamps the requested model's provider onto it, so it stays cheap."""
     from litellm.litellm_core_utils.litellm_logging import StandardLoggingPayloadSetup
 
@@ -6416,7 +6416,7 @@ def test_get_error_information_skips_traceback_for_budget_rejection_with_provide
         litellm.BudgetExceededError(current_cost=0.01, max_budget=0.0, llm_provider="anthropic")
     )
     result = StandardLoggingPayloadSetup.get_error_information(over_budget)
-    assert result["error_code"] == "429"
+    assert result["error_code"] == "422"
     assert result["llm_provider"] == "anthropic"
     assert result["traceback"] == ""
 
diff --git a/tests/test_litellm/litellm_core_utils/test_streaming_chunk_builder_utils.py b/tests/test_litellm/litellm_core_utils/test_streaming_chunk_builder_utils.py
index 9b921eb2cc7..8e7ed52fade 100644
--- a/tests/test_litellm/litellm_core_utils/test_streaming_chunk_builder_utils.py
+++ b/tests/test_litellm/litellm_core_utils/test_streaming_chunk_builder_utils.py
@@ -1278,6 +1278,61 @@ def _tool_call_delta_chunk(tool_call: dict[str, object] | ChatCompletionDeltaToo
     return {"choices": [{"delta": {"tool_calls": [tool_call]}}]}
 
 
+def _choice_tool_call_delta_chunk(choice_index: int, tool_call: dict[str, object]) -> dict[str, object]:
+    return {"choices": [{"index": choice_index, "delta": {"tool_calls": [tool_call]}}]}
+
+
+def test_get_combined_tool_content_keeps_each_choices_arguments_apart_when_choices_share_a_tool_index():
+    processor = ChunkProcessor.__new__(ChunkProcessor)
+    chunks = [
+        _choice_tool_call_delta_chunk(0, {"index": 0, "id": "call_a", "type": "function", "function": {"name": "f"}}),
+        _choice_tool_call_delta_chunk(1, {"index": 0, "id": "call_b", "type": "function", "function": {"name": "f"}}),
+        _choice_tool_call_delta_chunk(0, {"index": 0, "function": {"arguments": '{"fruit": "pers'}}),
+        _choice_tool_call_delta_chunk(1, {"index": 0, "function": {"arguments": '{"fruit": "dur'}}),
+        _choice_tool_call_delta_chunk(0, {"index": 0, "function": {"arguments": 'immon"}'}}),
+        _choice_tool_call_delta_chunk(1, {"index": 0, "function": {"arguments": 'ian"}'}}),
+    ]
+
+    combined = processor.get_combined_tool_content(chunks)
+
+    assert [(tool_call.id, tool_call.function.arguments) for tool_call in combined] == [
+        ("call_a", '{"fruit": "persimmon"}'),
+        ("call_b", '{"fruit": "durian"}'),
+    ]
+
+
+def test_stream_chunk_builder_keeps_each_choices_tool_call_arguments_apart():
+    def chunk(choice_index: int, tool_call: ChatCompletionDeltaToolCall) -> ModelResponseStream:
+        return ModelResponseStream(
+            id="chatcmpl-123",
+            object="chat.completion.chunk",
+            created=1234567890,
+            model="gpt-4.1-mini",
+            choices=[StreamingChoices(index=choice_index, delta=Delta(tool_calls=[tool_call]), finish_reason=None)],
+        )
+
+    def fragment(arguments: str, name: str | None = None, call_id: str | None = None) -> ChatCompletionDeltaToolCall:
+        return ChatCompletionDeltaToolCall(
+            id=call_id, index=0, type="function", function=Function(name=name, arguments=arguments)
+        )
+
+    response = stream_chunk_builder(
+        chunks=[
+            chunk(0, fragment("", name="lookup_fruit", call_id="call_a")),
+            chunk(1, fragment("", name="lookup_fruit", call_id="call_b")),
+            chunk(0, fragment('{"fruit": "pers')),
+            chunk(1, fragment('{"fruit": "dur')),
+            chunk(0, fragment('immon"}')),
+            chunk(1, fragment('ian"}')),
+        ]
+    )
+
+    assert [(tool_call.id, tool_call.function.arguments) for tool_call in response.choices[0].message.tool_calls] == [
+        ("call_a", '{"fruit": "persimmon"}'),
+        ("call_b", '{"fruit": "durian"}'),
+    ]
+
+
 def test_get_combined_tool_content_joins_many_dict_shaped_argument_fragments_in_order():
     processor = ChunkProcessor.__new__(ChunkProcessor)
     first_fragments = [f"a{i};" for i in range(300)]
diff --git a/tests/test_litellm/llms/amazon_nova/chat/test_amazon_nova_chat_completion.py b/tests/test_litellm/llms/amazon_nova/chat/test_amazon_nova_chat_completion.py
deleted file mode 100644
index ecdd1b36333..00000000000
--- a/tests/test_litellm/llms/amazon_nova/chat/test_amazon_nova_chat_completion.py
+++ /dev/null
@@ -1,195 +0,0 @@
-import os
-import pytest
-
-# Ensure the project root is on the import path
-
-from litellm import completion
-from litellm.types.utils import ModelResponse, Usage, Choices, Message
-
-
-def _has_api_key() -> bool:
-    """Check if Amazon Nova API key is available"""
-    return (
-        "AMAZON_NOVA_API_KEY" in os.environ
-        and os.environ["AMAZON_NOVA_API_KEY"] is not None
-    )
-
-
-def _create_mock_nova_response():
-    """Helper function to create mock Amazon Nova response for testing"""
-    return ModelResponse(
-        id="chatcmpl-test-nova-micro",
-        choices=[
-            Choices(
-                finish_reason="stop",
-                index=0,
-                message=Message(
-                    content="I am Amazon Nova Micro. 777 times 9 equals 6993.",
-                    role="assistant",
-                ),
-            )
-        ],
-        created=1234567890,
-        model="amazon-nova/nova-micro-v1",
-        object="chat.completion",
-        usage=Usage(prompt_tokens=25, completion_tokens=15, total_tokens=40),
-    )
-
-
-def test_amazon_nova_chat_completion_nova_micro():
-    if _has_api_key():
-        response: ModelResponse = completion(
-            model="amazon-nova/nova-micro-v1",
-            messages=[
-                {"role": "system", "content": "You are a helpful assistant"},
-                {
-                    "role": "user",
-                    "content": "What model are you? Can you calculate 777 times 9?",
-                },
-            ],
-            api_key=os.environ["AMAZON_NOVA_API_KEY"],
-        )
-    else:
-        # Use mock response when API key is not available
-        response = _create_mock_nova_response()
-        # Additional mock-specific assertions for code review reference
-        assert (
-            response.choices[0].message.content
-            == "I am Amazon Nova Micro. 777 times 9 equals 6993."
-        )
-        assert response.model == "amazon-nova/nova-micro-v1"
-        assert response.usage.prompt_tokens == 25
-        assert response.usage.completion_tokens == 15
-        assert response.object == "chat.completion"
-        assert response.choices[0].finish_reason == "stop"
-        assert response.choices[0].message.role == "assistant"
-
-    # Common assertions for both real and mock responses
-    assert response is not None
-    assert hasattr(response, "choices")
-    assert len(response.choices) > 0
-    assert response.choices[0].message.content is not None
-    assert response.usage.total_tokens > 0
-
-
-@pytest.mark.skipif(not _has_api_key(), reason="Amazon Nova API key not available")
-def test_amazon_nova_chat_completion_nova_lite():
-    response: ModelResponse = completion(
-        model="amazon-nova/nova-lite-v1",
-        messages=[
-            {"role": "system", "content": "You are a helpful assistant"},
-            {
-                "role": "user",
-                "content": "What model are you? Please tell me a poem on rain",
-            },
-        ],
-        api_key=os.environ["AMAZON_NOVA_API_KEY"],
-    )
-
-    assert response is not None
-    assert hasattr(response, "choices")
-    assert len(response.choices) > 0
-    assert response.choices[0].message.content is not None
-    assert response.usage.total_tokens > 0
-
-
-@pytest.mark.skipif(not _has_api_key(), reason="Amazon Nova API key not available")
-def test_amazon_nova_chat_completion_nova_pro():
-    response: ModelResponse = completion(
-        model="amazon-nova/nova-pro-v1",
-        messages=[
-            {"role": "system", "content": "You are a helpful assistant"},
-            {
-                "role": "user",
-                "content": "What model are you? What is MCP server and how does that help in building GenAI applications?",
-            },
-        ],
-        timeout=30,
-        api_key=os.environ["AMAZON_NOVA_API_KEY"],
-    )
-
-    assert response is not None
-    assert hasattr(response, "choices")
-    assert len(response.choices) > 0
-    assert response.choices[0].message.content is not None
-    assert response.usage.total_tokens > 0
-
-
-@pytest.mark.skipif(not _has_api_key(), reason="Amazon Nova API key not available")
-def test_amazon_nova_chat_completion_nova_premier():
-    response: ModelResponse = completion(
-        model="amazon-nova/nova-premier-v1",
-        messages=[
-            {"role": "system", "content": "You are a helpful assistant"},
-            {
-                "role": "user",
-                "content": "What model are you? Can you help me understand what Trigonometry is?",
-            },
-        ],
-        timeout=60,
-        api_key=os.environ["AMAZON_NOVA_API_KEY"],
-    )
-
-    assert response is not None
-    print(response.choices[0].message.content)
-    assert hasattr(response, "choices")
-    assert len(response.choices) > 0
-    assert response.choices[0].message.content is not None
-    assert response.usage.total_tokens > 0
-
-
-@pytest.mark.skipif(not _has_api_key(), reason="Amazon Nova API key not available")
-def test_amazon_nova_chat_completion_with_tool_usage():
-    response: ModelResponse = completion(
-        model="amazon-nova/nova-micro-v1",
-        messages=[
-            {"role": "system", "content": "You are a helpful assistant"},
-            {"role": "user", "content": "What is the temperature in SFO?"},
-        ],
-        tools=[
-            {
-                "type": "function",
-                "function": {
-                    "name": "getCurrentWeather",
-                    "description": "Get the current weather in a given city",
-                    "parameters": {
-                        "type": "object",
-                        "properties": {
-                            "location": {
-                                "type": "string",
-                                "description": "City and country e.g. Bogotá, Colombia",
-                            }
-                        },
-                        "required": ["location"],
-                    },
-                },
-            }
-        ],
-        api_key=os.environ["AMAZON_NOVA_API_KEY"],
-    )
-
-    assert response is not None
-    assert hasattr(response, "choices")
-    assert len(response.choices) > 0
-    assert response.choices[0].message is not None
-
-
-@pytest.mark.skipif(not _has_api_key(), reason="Amazon Nova API key not available")
-def test_amazon_nova_chat_completion_with_stream_response():
-    response = completion(
-        model="amazon-nova/nova-micro-v1",
-        stream=True,
-        messages=[
-            {"role": "system", "content": "You are a helpful assistant"},
-            {
-                "role": "user",
-                "content": "What are MMO games? Can you give me some sample references?",
-            },
-        ],
-        api_key=os.environ["AMAZON_NOVA_API_KEY"],
-    )
-
-    assert response is not None
-    chunks = list(response)
-    assert chunks is not None
-    assert len(chunks) > 0
diff --git a/tests/test_litellm/llms/anthropic/experimental_pass_through/adapters/test_handler_output_config_passthrough.py b/tests/test_litellm/llms/anthropic/experimental_pass_through/adapters/test_handler_output_config_passthrough.py
index a944afc6152..6246f502344 100644
--- a/tests/test_litellm/llms/anthropic/experimental_pass_through/adapters/test_handler_output_config_passthrough.py
+++ b/tests/test_litellm/llms/anthropic/experimental_pass_through/adapters/test_handler_output_config_passthrough.py
@@ -110,6 +110,19 @@ class TestOutputConfigStrippedFromCompletionKwargs:
             "reject it with 400 'Extra inputs are not permitted'"
         )
 
+    def test_safeguards_is_stripped_for_non_anthropic_target(self):
+        extra_kwargs = {
+            "custom_llm_provider": "azure",
+            "safeguards": [{"type": "dangerous_tool_use", "classifier_context": {"v": 1}}],
+        }
+
+        result = _call_prepare(extra_kwargs=extra_kwargs)
+
+        completion_kwargs = result[0] if isinstance(result, tuple) else result
+        assert "safeguards" not in completion_kwargs, (
+            "safeguards is an Anthropic-only field; OpenAI-format backends reject it with 400"
+        )
+
     def test_output_config_format_translated_to_response_format(self):
         """When ``output_config`` carries structured-output ``format``, the
         translator now maps it to OpenAI's ``response_format`` so non-Anthropic
diff --git a/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_anthropic_experimental_pass_through_messages_handler.py b/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_anthropic_experimental_pass_through_messages_handler.py
index 9fa3ef153be..cc4eb1d4136 100644
--- a/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_anthropic_experimental_pass_through_messages_handler.py
+++ b/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_anthropic_experimental_pass_through_messages_handler.py
@@ -1480,3 +1480,107 @@ async def test_provider_messages_api_base_env_is_not_shadowed_by_the_chat_defaul
 
     assert seen_urls == ["https://deepseek.internal.example/anthropic/v1/messages"]
 
+@pytest.mark.asyncio
+async def test_anthropic_messages_forwards_safeguards_and_unknown_beta_to_anthropic():
+    """Shapes are what Claude Code 2.1.278 sends and api.anthropic.com returns, captured 2026-09-21."""
+    from litellm.llms.anthropic.experimental_pass_through.messages import handler
+
+    safeguards = [{"type": "dangerous_tool_use", "classifier_context": {"v": 1, "permission_mode": "auto"}}]
+    client_betas = "dangerous-tool-use-2026-09-03,interleaved-thinking-2025-05-14"
+    safeguard_results = [{"type": "dangerous_tool_use", "status": {"type": "available", "tool_uses": {}}}]
+    captured: dict[str, object] = {}
+
+    def upstream_records_the_request(request: httpx.Request) -> httpx.Response:
+        captured["body"] = json.loads(request.content)
+        captured["anthropic-beta"] = request.headers.get("anthropic-beta")
+        return httpx.Response(
+            200,
+            json={
+                "id": "msg_1",
+                "type": "message",
+                "role": "assistant",
+                "model": "claude-haiku-4-5",
+                "content": [{"type": "text", "text": "ok"}],
+                "stop_reason": "end_turn",
+                "stop_sequence": None,
+                "usage": {"input_tokens": 1, "output_tokens": 1},
+                "safeguard_results": safeguard_results,
+            },
+            request=request,
+        )
+
+    upstream = AsyncHTTPHandler()
+    upstream.client = httpx.AsyncClient(transport=httpx.MockTransport(upstream_records_the_request))
+
+    response = await handler.anthropic_messages(
+        max_tokens=16,
+        messages=[{"role": "user", "content": "hi"}],
+        model="anthropic/claude-haiku-4-5",
+        custom_llm_provider="anthropic",
+        api_key="sk-test",
+        client=upstream,
+        safeguards=safeguards,
+        extra_headers={"anthropic-beta": client_betas},
+    )
+
+    assert captured["body"]["safeguards"] == safeguards
+    assert set(captured["anthropic-beta"].split(",")) == set(client_betas.split(","))
+    assert response["safeguard_results"] == safeguard_results
+
+
+@pytest.mark.asyncio
+async def test_anthropic_messages_streaming_forwards_safeguards_and_keeps_safeguard_results():
+    """Shapes are what Claude Code 2.1.278 sends and api.anthropic.com returns, captured 2026-09-21."""
+    from litellm.llms.anthropic.experimental_pass_through.messages import handler
+
+    safeguards = [{"type": "dangerous_tool_use", "classifier_context": {"v": 1, "permission_mode": "auto"}}]
+    tool_verdicts = {"toolu_01": {"type": "evaluated", "outcome": "not_flagged"}}
+    safeguard_results = [{"type": "dangerous_tool_use", "status": {"type": "available", "tool_uses": tool_verdicts}}]
+    captured: dict[str, object] = {}
+    message_start = {
+        "type": "message_start",
+        "message": {
+            "id": "msg_1",
+            "type": "message",
+            "role": "assistant",
+            "model": "claude-haiku-4-5",
+            "content": [],
+            "stop_reason": None,
+            "stop_sequence": None,
+            "usage": {"input_tokens": 1, "output_tokens": 0},
+            "safeguard_results": safeguard_results,
+        },
+    }
+    message_delta = {
+        "type": "message_delta",
+        "delta": {"stop_reason": "end_turn", "stop_sequence": None, "safeguard_results": safeguard_results},
+        "usage": {"output_tokens": 1},
+    }
+    sse = "".join(
+        f"event: {event['type']}\ndata: {json.dumps(event)}\n\n"
+        for event in (message_start, message_delta, {"type": "message_stop"})
+    )
+
+    def upstream_streams_safeguard_results(request: httpx.Request) -> httpx.Response:
+        captured["body"] = json.loads(request.content)
+        return httpx.Response(200, headers={"content-type": "text/event-stream"}, content=sse.encode(), request=request)
+
+    upstream = AsyncHTTPHandler()
+    upstream.client = httpx.AsyncClient(transport=httpx.MockTransport(upstream_streams_safeguard_results))
+
+    stream = await handler.anthropic_messages(
+        max_tokens=16,
+        messages=[{"role": "user", "content": "hi"}],
+        model="anthropic/claude-haiku-4-5",
+        custom_llm_provider="anthropic",
+        api_key="sk-test",
+        client=upstream,
+        stream=True,
+        safeguards=safeguards,
+    )
+    raw = b"".join([chunk async for chunk in stream]).decode()
+    events = [json.loads(line[len("data: ") :]) for line in raw.splitlines() if line.startswith("data: ")]
+
+    assert captured["body"]["safeguards"] == safeguards
+    assert events[0]["message"]["safeguard_results"] == safeguard_results
+    assert [e for e in events if e["type"] == "message_delta"][0]["delta"]["safeguard_results"] == safeguard_results
diff --git a/tests/test_litellm/llms/azure_ai/image_generation/test_mai_image_generation.py b/tests/test_litellm/llms/azure_ai/image_generation/test_mai_image_generation.py
index 55656b97c57..27e78d35c69 100644
--- a/tests/test_litellm/llms/azure_ai/image_generation/test_mai_image_generation.py
+++ b/tests/test_litellm/llms/azure_ai/image_generation/test_mai_image_generation.py
@@ -453,6 +453,38 @@ class TestAzureMAIImageGeneration:
         )
         assert round(cost, 10) == round(expected_cost, 10)
 
+    def test_mai_image_pro_edit_cost_splits_text_and_image_input(self, monkeypatch):
+        monkeypatch.setenv("LITELLM_LOCAL_MODEL_COST_MAP", "True")
+        litellm.model_cost = litellm.get_model_cost_map(url="")
+        model = "azure_ai/MAI-Image-2.5-Pro"
+        model_info = litellm.get_model_info(model=model, custom_llm_provider="azure_ai")
+        text_tokens = 37
+        image_tokens = 1024
+        output_image_tokens = 1024
+
+        image_response = ImageResponse(
+            data=[ImageObject(b64_json="img1")],
+            usage=ImageUsage(
+                input_tokens=text_tokens + image_tokens,
+                input_tokens_details=ImageUsageInputTokensDetails(
+                    text_tokens=text_tokens,
+                    image_tokens=image_tokens,
+                ),
+                output_tokens=output_image_tokens,
+                total_tokens=text_tokens + image_tokens + output_image_tokens,
+            ),
+        )
+
+        cost = azure_ai_image_cost_calculator(model=model, image_response=image_response)
+
+        expected_cost = (
+            text_tokens * model_info["input_cost_per_token"]
+            + image_tokens * model_info["input_cost_per_image_token"]
+            + output_image_tokens * model_info["output_cost_per_image_token"]
+        )
+        assert round(cost, 10) == round(expected_cost, 10)
+        assert model_info["input_cost_per_image_token"] != model_info["input_cost_per_token"]
+
     def test_mai_image_cost_calculator_falls_back_to_flat_image_pricing(self, monkeypatch):
         monkeypatch.setenv("LITELLM_LOCAL_MODEL_COST_MAP", "True")
         litellm.model_cost = litellm.get_model_cost_map(url="")
diff --git a/tests/test_litellm/llms/bedrock/files/test_bedrock_files_integration.py b/tests/test_litellm/llms/bedrock/files/test_bedrock_files_integration.py
deleted file mode 100644
index 6d37d43b028..00000000000
--- a/tests/test_litellm/llms/bedrock/files/test_bedrock_files_integration.py
+++ /dev/null
@@ -1,115 +0,0 @@
-"""
-Test Bedrock files integration with main files API
-"""
-
-import base64
-from unittest.mock import MagicMock, patch
-
-import pytest
-
-import litellm
-from litellm.types.llms.openai import HttpxBinaryResponseContent
-from litellm.types.utils import SpecialEnums
-
-
-class TestBedrockFilesIntegration:
-    """Test integration of Bedrock files with main litellm API"""
-
-    @pytest.mark.asyncio
-    async def test_litellm_afile_content_bedrock_provider_with_s3_uri(self):
-        """Test litellm.afile_content with bedrock provider using direct S3 URI"""
-        file_id = "s3://test-bucket/test-file.jsonl"
-        expected_content = (
-            b'{"recordId": "request-1", "modelInput": {}, "modelOutput": {}}'
-        )
-
-        # Create a mock HttpxBinaryResponseContent response
-        import httpx
-
-        mock_response = httpx.Response(
-            status_code=200,
-            content=expected_content,
-            headers={"content-type": "application/octet-stream"},
-            request=httpx.Request(method="GET", url="s3://test-bucket/test-file.jsonl"),
-        )
-        mock_result = HttpxBinaryResponseContent(response=mock_response)
-
-        # Mock the base_llm_http_handler.retrieve_file_content since the code
-        # now routes through ProviderConfigManager -> base_llm_http_handler
-        with patch(
-            "litellm.files.main.base_llm_http_handler.retrieve_file_content",
-            new_callable=MagicMock,
-        ) as mock_retrieve:
-            mock_retrieve.return_value = mock_result
-
-            # Call litellm.afile_content
-            result = await litellm.afile_content(
-                file_id=file_id,
-                custom_llm_provider="bedrock",
-                aws_region_name="us-west-2",
-            )
-
-            # Verify the result
-            assert isinstance(result, HttpxBinaryResponseContent)
-            assert result.response.content == expected_content
-            assert result.response.status_code == 200
-
-            # Verify the mock was called with correct parameters
-            mock_retrieve.assert_called_once()
-            call_kwargs = mock_retrieve.call_args.kwargs
-            assert call_kwargs["_is_async"] is True
-            assert call_kwargs["file_content_request"]["file_id"] == file_id
-
-    @pytest.mark.asyncio
-    async def test_litellm_afile_content_bedrock_provider_with_unified_file_id(self):
-        """Test litellm.afile_content with bedrock provider using unified file ID"""
-        # Create a unified file ID
-        s3_uri = "s3://test-bucket/batch-outputs/output.jsonl"
-        unified_id = "test-unified-id-123"
-        model_id = "test-model-id-456"
-
-        unified_file_id_str = f"litellm_proxy:application/json;unified_id,{unified_id};target_model_names,;llm_output_file_id,{s3_uri};llm_output_file_model_id,{model_id}"
-        encoded_file_id = (
-            base64.urlsafe_b64encode(unified_file_id_str.encode()).decode().rstrip("=")
-        )
-
-        expected_content = (
-            b'{"recordId": "request-1", "modelInput": {}, "modelOutput": {}}'
-        )
-
-        # Create a mock HttpxBinaryResponseContent response
-        import httpx
-
-        mock_response = httpx.Response(
-            status_code=200,
-            content=expected_content,
-            headers={"content-type": "application/octet-stream"},
-            request=httpx.Request(method="GET", url=s3_uri),
-        )
-        mock_result = HttpxBinaryResponseContent(response=mock_response)
-
-        # Mock the base_llm_http_handler.retrieve_file_content
-        with patch(
-            "litellm.files.main.base_llm_http_handler.retrieve_file_content",
-            new_callable=MagicMock,
-        ) as mock_retrieve:
-            mock_retrieve.return_value = mock_result
-
-            # Call litellm.afile_content with unified file ID
-            result = await litellm.afile_content(
-                file_id=encoded_file_id,
-                custom_llm_provider="bedrock",
-                aws_region_name="us-west-2",
-            )
-
-            # Verify the result
-            assert isinstance(result, HttpxBinaryResponseContent)
-            assert result.response.content == expected_content
-            assert result.response.status_code == 200
-
-            # Verify the mock was called
-            mock_retrieve.assert_called_once()
-            call_kwargs = mock_retrieve.call_args.kwargs
-            assert call_kwargs["_is_async"] is True
-            # The handler passes the encoded file_id as-is
-            assert call_kwargs["file_content_request"]["file_id"] == encoded_file_id
diff --git a/tests/test_litellm/llms/bedrock/image/test_bedrock_image_bearer_token.py b/tests/test_litellm/llms/bedrock/image/test_bedrock_image_bearer_token.py
deleted file mode 100644
index 0b11a66c100..00000000000
--- a/tests/test_litellm/llms/bedrock/image/test_bedrock_image_bearer_token.py
+++ /dev/null
@@ -1,158 +0,0 @@
-import json
-import os
-from unittest.mock import Mock, patch
-import pytest
-
-
-import litellm
-from litellm.llms.custom_httpx.http_handler import HTTPHandler, AsyncHTTPHandler
-
-# Mock response for Bedrock image generation
-mock_image_response = {"images": ["base64_encoded_image_data"], "error": None}
-
-
-class TestBedrockImageGeneration:
-    def test_image_generation_with_api_key_bearer_token(self):
-        """Test image generation with bearer token authentication"""
-        test_api_key = "test-bearer-token-12345"
-        model = "bedrock/stability.sd3-large-v1:0"
-        prompt = "A cute baby sea otter"
-
-        with patch(
-            "litellm.llms.bedrock.image_generation.image_handler.BedrockImageGeneration.image_generation"
-        ) as mock_bedrock_image_gen:
-            # Setup mock response
-            mock_image_response_obj = litellm.ImageResponse()
-            mock_image_response_obj.data = [{"url": "https://example.com/image.jpg"}]
-            mock_bedrock_image_gen.return_value = mock_image_response_obj
-
-            response = litellm.image_generation(
-                model=model,
-                prompt=prompt,
-                aws_region_name="us-west-2",
-                api_key=test_api_key,
-            )
-
-            assert response is not None
-            assert len(response.data) > 0
-
-            mock_bedrock_image_gen.assert_called_once()
-            for call in mock_bedrock_image_gen.call_args_list:
-                if "headers" in call.kwargs:
-                    headers = call.kwargs["headers"]
-                    if (
-                        "Authorization" in headers
-                        and headers["Authorization"] == f"Bearer {test_api_key}"
-                    ):
-                        break
-
-    def test_image_generation_with_env_variable_bearer_token(self, monkeypatch):
-        """Test image generation with bearer token from environment variable"""
-        test_api_key = "env-bearer-token-12345"
-        model = "bedrock/stability.sd3-large-v1:0"
-        prompt = "A cute baby sea otter"
-
-        # Mock the environment variable
-        with (
-            patch.dict(os.environ, {"AWS_BEARER_TOKEN_BEDROCK": test_api_key}),
-            patch(
-                "litellm.llms.bedrock.image_generation.image_handler.BedrockImageGeneration.image_generation"
-            ) as mock_bedrock_image_gen,
-        ):
-
-            mock_image_response_obj = litellm.ImageResponse()
-            mock_image_response_obj.data = [{"url": "https://example.com/image.jpg"}]
-            mock_bedrock_image_gen.return_value = mock_image_response_obj
-
-            response = litellm.image_generation(
-                model=model, prompt=prompt, aws_region_name="us-west-2"
-            )
-
-            assert response is not None
-            assert len(response.data) > 0
-
-            mock_bedrock_image_gen.assert_called_once()
-            for call in mock_bedrock_image_gen.call_args_list:
-                if "headers" in call.kwargs:
-                    headers = call.kwargs["headers"]
-                    if (
-                        "Authorization" in headers
-                        and headers["Authorization"] == f"Bearer {test_api_key}"
-                    ):
-                        break
-
-    @pytest.mark.asyncio
-    async def test_async_image_generation_with_bearer_token(self):
-        """Test async image generation with bearer token authentication"""
-        test_api_key = "async-bearer-token-12345"
-        model = "bedrock/stability.sd3-large-v1:0"
-        prompt = "A cute baby sea otter"
-
-        with patch(
-            "litellm.llms.bedrock.image_generation.image_handler.BedrockImageGeneration.async_image_generation"
-        ) as mock_async_bedrock_image_gen:
-            mock_image_response_obj = litellm.ImageResponse()
-            mock_image_response_obj.data = [{"url": "https://example.com/image.jpg"}]
-            mock_async_bedrock_image_gen.return_value = mock_image_response_obj
-
-            # Call async image generation with api_key parameter
-            response = await litellm.aimage_generation(
-                model=model,
-                prompt=prompt,
-                aws_region_name="us-west-2",
-                api_key=test_api_key,
-            )
-
-            assert response is not None
-            assert len(response.data) > 0
-
-            mock_async_bedrock_image_gen.assert_called_once()
-            for call in mock_async_bedrock_image_gen.call_args_list:
-                if "headers" in call.kwargs:
-                    headers = call.kwargs["headers"]
-                    if (
-                        "Authorization" in headers
-                        and headers["Authorization"] == f"Bearer {test_api_key}"
-                    ):
-                        break
-
-    def test_image_generation_with_sigv4(self):
-        """Test image generation falls back to SigV4 auth when no bearer token is provided"""
-        model = "bedrock/stability.sd3-large-v1:0"
-        prompt = "A cute baby sea otter"
-
-        with patch(
-            "litellm.llms.bedrock.image_generation.image_handler.BedrockImageGeneration.image_generation"
-        ) as mock_bedrock_image_gen:
-            mock_image_response_obj = litellm.ImageResponse()
-            mock_image_response_obj.data = [{"url": "https://example.com/image.jpg"}]
-            mock_bedrock_image_gen.return_value = mock_image_response_obj
-
-            response = litellm.image_generation(
-                model=model, prompt=prompt, aws_region_name="us-west-2"
-            )
-
-            assert response is not None
-            assert len(response.data) > 0
-            mock_bedrock_image_gen.assert_called_once()
-
-
-def test_image_generation_bearer_token_never_runs_the_sigv4_credential_chain(monkeypatch):
-    """The deployment's AWS profile does not exist, so resolving SigV4 credentials
-    raises; a bearer-token deployment must still sign the request with the
-    bearer token alone."""
-    from litellm.llms.bedrock.image_generation.image_handler import BedrockImageGeneration
-
-    monkeypatch.setenv("AWS_BEARER_TOKEN_BEDROCK", "env-bearer-token-12345")
-
-    request = BedrockImageGeneration()._prepare_request(
-        model="amazon.nova-canvas-v1:0",
-        prompt="A cute baby sea otter",
-        optional_params={"aws_region_name": "us-west-2", "aws_profile_name": "litellm-no-such-aws-profile"},
-        api_base=None,
-        extra_headers=None,
-        api_key=None,
-        logging_obj=Mock(),
-    )
-
-    assert request.prepped.headers["Authorization"] == "Bearer env-bearer-token-12345"
diff --git a/tests/test_litellm/llms/fal_ai/test_cost_calculator.py b/tests/test_litellm/llms/fal_ai/test_cost_calculator.py
deleted file mode 100644
index 419aff42059..00000000000
--- a/tests/test_litellm/llms/fal_ai/test_cost_calculator.py
+++ /dev/null
@@ -1,19 +0,0 @@
-import pytest
-
-import litellm
-from litellm.litellm_core_utils.llm_cost_calc.utils import CostCalculatorUtils
-from litellm.llms.fal_ai.cost_calculator import cost_calculator
-from litellm.types.utils import ImageObject, ImageResponse
-
-
-@pytest.fixture(autouse=True)
-def _use_local_model_cost_map(monkeypatch):
-    monkeypatch.setenv("LITELLM_LOCAL_MODEL_COST_MAP", "True")
-    monkeypatch.setattr(litellm, "model_cost", litellm.get_model_cost_map(url=""))
-    litellm.get_model_info.cache_clear()
-    yield
-    litellm.get_model_info.cache_clear()
-
-
-def _image_response(num_images: int = 1) -> ImageResponse:
-    return ImageResponse(data=[ImageObject(url="https://example.com/img.png") for _ in range(num_images)])
diff --git a/tests/test_litellm/llms/fal_ai/videos/test_fal_ai_video_transformation.py b/tests/test_litellm/llms/fal_ai/videos/test_fal_ai_video_transformation.py
new file mode 100644
index 00000000000..5e2e4532265
--- /dev/null
+++ b/tests/test_litellm/llms/fal_ai/videos/test_fal_ai_video_transformation.py
@@ -0,0 +1,298 @@
+from unittest.mock import Mock
+
+import httpx
+import pytest
+
+import litellm
+import litellm.llms.fal_ai.videos.transformation as fal_video_module
+from litellm.cost_calculator import default_video_cost_calculator
+from litellm.llms.fal_ai.videos.transformation import (
+    FalAIVideoConfig,
+    FalAIVideoError,
+    _queue_request_base_path,
+)
+from litellm.types.router import GenericLiteLLMParams
+from litellm.types.utils import LlmProviders
+from litellm.types.videos.utils import decode_video_id_with_provider
+from litellm.utils import ProviderConfigManager
+
+MODEL = "bytedance/seedance-2.5/text-to-video"
+
+
+class TestFalAIVideoTransformation:
+    def setup_method(self):
+        self.config = FalAIVideoConfig()
+        self.logging_obj = Mock()
+
+    def test_map_openai_params(self):
+        mapped = self.config.map_openai_params(
+            {
+                "seconds": "5",
+                "size": "1280x720",
+                "input_reference": "https://example.com/image.png",
+                "user": "user-123",
+                "generate_audio": False,
+            },
+            MODEL,
+            False,
+        )
+
+        assert mapped == {
+            "duration": "5",
+            "resolution": "720p",
+            "aspect_ratio": "16:9",
+            "image_url": "https://example.com/image.png",
+            "end_user_id": "user-123",
+            "generate_audio": False,
+        }
+
+        assert self.config.map_openai_params({"size": "1080x1080"}, MODEL, False) == {
+            "resolution": "1080p",
+            "aspect_ratio": "1:1",
+        }
+        assert self.config.map_openai_params({"size": "720p"}, MODEL, False) == {"resolution": "720p"}
+        assert self.config.map_openai_params({"size": "720x1280"}, MODEL, False) == {
+            "resolution": "720p",
+            "aspect_ratio": "9:16",
+        }
+        assert self.config.map_openai_params({"size": "1080x1920"}, MODEL, False) == {
+            "resolution": "1080p",
+            "aspect_ratio": "9:16",
+        }
+
+    def test_map_openai_params_rejects_non_url_input_reference(self):
+        with pytest.raises(ValueError, match="public image URL"):
+            self.config.map_openai_params({"input_reference": b"image"}, MODEL, False)
+
+    def test_transform_video_create_request(self):
+        body, files, url = self.config.transform_video_create_request(
+            model=MODEL,
+            prompt="A quiet ocean at sunrise",
+            api_base="https://queue.fal.run",
+            video_create_optional_request_params={
+                "duration": "5",
+                "resolution": "480p",
+                "aspect_ratio": "16:9",
+                "generate_audio": False,
+                "model": MODEL,
+            },
+            litellm_params=GenericLiteLLMParams(),
+            headers={},
+        )
+
+        assert url == f"https://queue.fal.run/{MODEL}"
+        assert files == []
+        assert body == {
+            "prompt": "A quiet ocean at sunrise",
+            "duration": "5",
+            "resolution": "480p",
+            "aspect_ratio": "16:9",
+            "generate_audio": False,
+        }
+        assert "model" not in body
+
+    def test_get_complete_url_respects_api_base_override(self):
+        url = self.config.get_complete_url(
+            model=MODEL,
+            api_base="https://proxy.internal/",
+            litellm_params={},
+        )
+
+        assert url == "https://proxy.internal"
+
+    def test_validate_environment_requires_fal_ai_api_key(self, monkeypatch):
+        monkeypatch.setattr(fal_video_module, "get_secret_str", lambda _: None)
+
+        with pytest.raises(ValueError, match="FAL_AI_API_KEY is not set"):
+            self.config.validate_environment(
+                headers={},
+                model=MODEL,
+                api_key=None,
+                litellm_params=GenericLiteLLMParams(),
+            )
+
+    def test_transform_video_create_response_encodes_model_and_usage(self):
+        response = Mock(spec=httpx.Response)
+        response.json.return_value = {"request_id": "abc"}
+
+        video = self.config.transform_video_create_response(
+            model=MODEL,
+            raw_response=response,
+            logging_obj=self.logging_obj,
+            custom_llm_provider="fal_ai",
+            request_data={"duration": "5", "resolution": "480p"},
+        )
+
+        decoded = decode_video_id_with_provider(video.id)
+        assert decoded["custom_llm_provider"] == "fal_ai"
+        assert decoded["model_id"] == MODEL
+        assert decoded["video_id"] == "abc"
+        assert video.status == "queued"
+        assert video.usage == {"duration_seconds": 5.0, "video_resolution": "480p"}
+
+        auto_video = self.config.transform_video_create_response(
+            model=MODEL,
+            raw_response=response,
+            logging_obj=self.logging_obj,
+            custom_llm_provider="fal_ai",
+            request_data={"duration": "auto"},
+        )
+        assert auto_video.usage == {"video_resolution": "720p"}
+        assert auto_video.seconds is None
+        assert auto_video.size is None
+
+    def test_status_request_uses_queue_base_path(self):
+        response = Mock(spec=httpx.Response)
+        response.json.return_value = {"request_id": "abc"}
+        video = self.config.transform_video_create_response(
+            model=MODEL,
+            raw_response=response,
+            logging_obj=self.logging_obj,
+            custom_llm_provider="fal_ai",
+            request_data={},
+        )
+
+        url, params = self.config.transform_video_status_retrieve_request(
+            video_id=video.id,
+            api_base="https://queue.fal.run",
+            litellm_params=GenericLiteLLMParams(),
+            headers={},
+        )
+        assert url == "https://queue.fal.run/bytedance/seedance-2.5/requests/abc/status"
+        assert params == {}
+        assert _queue_request_base_path("workflows/owner/app/x") == "workflows/owner/app"
+        assert _queue_request_base_path("comfy/owner/app/x") == "comfy/owner/app"
+
+    def test_status_request_rejects_unencoded_video_id(self):
+        with pytest.raises(ValueError, match="must be created through litellm"):
+            self.config.transform_video_status_retrieve_request(
+                video_id="abc",
+                api_base="https://queue.fal.run",
+                litellm_params=GenericLiteLLMParams(),
+                headers={},
+            )
+
+    @pytest.mark.parametrize(
+        ("response_data", "expected_status"),
+        [
+            ({"request_id": "abc", "status": "IN_QUEUE"}, "queued"),
+            ({"request_id": "abc", "status": "IN_PROGRESS"}, "in_progress"),
+            ({"request_id": "abc", "status": "COMPLETED"}, "completed"),
+        ],
+    )
+    def test_status_response_mapping(self, response_data, expected_status):
+        status_url = "https://queue.fal.run/bytedance/seedance-2.5/requests/abc/status"
+        response = httpx.Response(200, json=response_data, request=httpx.Request("GET", status_url))
+
+        video = self.config.transform_video_status_retrieve_response(
+            raw_response=response,
+            logging_obj=self.logging_obj,
+            custom_llm_provider="fal_ai",
+        )
+
+        assert video.status == expected_status
+        assert video.created_at == 0
+        decoded = decode_video_id_with_provider(video.id)
+        assert decoded["model_id"] == "bytedance/seedance-2.5"
+        assert decoded["video_id"] == "abc"
+
+        poll_url, _ = self.config.transform_video_status_retrieve_request(
+            video_id=video.id,
+            api_base="https://queue.fal.run",
+            litellm_params=GenericLiteLLMParams(),
+            headers={},
+        )
+        assert poll_url == status_url
+
+    def test_status_response_error(self):
+        response_data = {
+            "request_id": "abc",
+            "status": "COMPLETED",
+            "error": "generation failed",
+        }
+        response = httpx.Response(
+            200,
+            json=response_data,
+            request=httpx.Request(
+                "GET",
+                "https://queue.fal.run/bytedance/seedance-2.5/requests/abc/status",
+            ),
+        )
+
+        video = self.config.transform_video_status_retrieve_response(
+            raw_response=response,
+            logging_obj=self.logging_obj,
+            custom_llm_provider="fal_ai",
+        )
+
+        assert video.status == "failed"
+        assert video.error == {"code": "fal_error", "message": "generation failed"}
+
+    def test_status_response_uses_namespaced_request_url(self):
+        response = httpx.Response(
+            200,
+            json={"status": "IN_PROGRESS"},
+            request=httpx.Request(
+                "GET",
+                "https://example.com/proxy/workflows/owner/app/requests/xyz/status",
+            ),
+        )
+
+        video = self.config.transform_video_status_retrieve_response(
+            raw_response=response,
+            logging_obj=self.logging_obj,
+            custom_llm_provider="fal_ai",
+        )
+
+        decoded = decode_video_id_with_provider(video.id)
+        assert decoded["model_id"] == "workflows/owner/app"
+        assert decoded["video_id"] == "xyz"
+        assert video.model == "workflows/owner/app"
+
+    def test_content_response_downloads_video_url(self, monkeypatch):
+        content_response = httpx.Response(
+            200,
+            content=b"video-bytes",
+            request=httpx.Request("GET", "https://cdn.example.com/video.mp4"),
+        )
+
+        class FakeHTTPClient:
+            def get(self, url):
+                assert url == "https://cdn.example.com/video.mp4"
+                return content_response
+
+        monkeypatch.setattr(fal_video_module, "_get_httpx_client", lambda: FakeHTTPClient())
+        response = Mock(spec=httpx.Response)
+        response.json.return_value = {"video": {"url": "https://cdn.example.com/video.mp4"}}
+
+        assert self.config.transform_video_content_response(response, self.logging_obj) == b"video-bytes"
+
+    def test_content_response_rejects_missing_video(self):
+        response = Mock(spec=httpx.Response)
+        response.json.return_value = {"error": "generation failed"}
+
+        with pytest.raises(ValueError, match="generation failed"):
+            self.config.transform_video_content_response(response, self.logging_obj)
+
+    def test_provider_config_and_error_class(self):
+        provider_config = ProviderConfigManager.get_provider_video_config(
+            model=MODEL,
+            provider=LlmProviders.FAL_AI,
+        )
+        assert isinstance(provider_config, FalAIVideoConfig)
+        assert isinstance(self.config.get_error_class("bad key", 401, {}), FalAIVideoError)
+
+    def test_video_cost_uses_tiered_rows(self):
+        rows = {
+            model: row
+            for model, row in litellm.model_cost.items()
+            if row.get("litellm_provider") == "fal_ai" and row.get("mode") == "video_generation"
+        }
+        assert rows
+        for model, row in rows.items():
+            assert default_video_cost_calculator(model, 5, "fal_ai", video_resolution="480p") == (
+                5 * row["output_cost_per_second_480p"]
+            )
+            assert default_video_cost_calculator(model, 5, "fal_ai", video_resolution="720p") == (
+                5 * row["output_cost_per_second"]
+            )
diff --git a/tests/test_litellm/llms/hosted_vllm/chat/test_hosted_vllm_ssl_verify.py b/tests/test_litellm/llms/hosted_vllm/chat/test_hosted_vllm_ssl_verify.py
deleted file mode 100644
index 2364468efe1..00000000000
--- a/tests/test_litellm/llms/hosted_vllm/chat/test_hosted_vllm_ssl_verify.py
+++ /dev/null
@@ -1,147 +0,0 @@
-"""
-Test SSL verification for hosted_vllm provider.
-
-This test ensures that the ssl_verify parameter is properly passed through
-to the HTTP client when using the hosted_vllm provider.
-
-Issue: ssl_verify parameter was being ignored because hosted_vllm fell through
-to the OpenAI catch-all path in main.py, which doesn't pass ssl_verify to the HTTP client.
-"""
-
-from unittest.mock import MagicMock, patch
-
-import pytest
-
-
-import litellm
-
-
-class TestHostedVLLMSSLVerify:
-    """Test suite for SSL verification in hosted_vllm provider."""
-
-    @patch("litellm.llms.custom_httpx.llm_http_handler._get_httpx_client")
-    def test_hosted_vllm_ssl_verify_false_sync(self, mock_get_httpx_client):
-        """Test that ssl_verify=False is passed to the HTTP client for sync calls."""
-        # Setup mock client
-        mock_client = MagicMock()
-        mock_response = MagicMock()
-        mock_response.status_code = 200
-        mock_response.headers = {"content-type": "application/json"}
-        mock_response.json.return_value = {
-            "id": "chatcmpl-test",
-            "object": "chat.completion",
-            "created": 1234567890,
-            "model": "test-model",
-            "choices": [
-                {
-                    "index": 0,
-                    "message": {
-                        "role": "assistant",
-                        "content": "Test response",
-                    },
-                    "finish_reason": "stop",
-                }
-            ],
-            "usage": {
-                "prompt_tokens": 10,
-                "completion_tokens": 5,
-                "total_tokens": 15,
-            },
-        }
-        mock_response.text = '{"id": "chatcmpl-test", "object": "chat.completion", "created": 1234567890, "model": "test-model", "choices": [{"index": 0, "message": {"role": "assistant", "content": "Test response"}, "finish_reason": "stop"}], "usage": {"prompt_tokens": 10, "completion_tokens": 5, "total_tokens": 15}}'
-        mock_client.post.return_value = mock_response
-        mock_get_httpx_client.return_value = mock_client
-
-        try:
-            litellm.completion(
-                model="hosted_vllm/test-model",
-                messages=[{"role": "user", "content": "Hello"}],
-                api_base="https://test-vllm.example.com/v1",
-                ssl_verify=False,
-            )
-        except Exception:
-            # Even if the response parsing fails, we just need to verify
-            # that the mock was called with the correct ssl_verify parameter
-            pass
-
-        # Verify _get_httpx_client was called with ssl_verify=False
-        mock_get_httpx_client.assert_called()
-        call_args = mock_get_httpx_client.call_args
-
-        # Check that params contains ssl_verify=False
-        if call_args[0]:
-            # Positional argument
-            params = call_args[0][0]
-        else:
-            # Keyword argument
-            params = call_args[1].get("params", {})
-
-        assert (
-            params.get("ssl_verify") is False
-        ), f"Expected ssl_verify=False in params, got {params}"
-
-    @patch("litellm.llms.custom_httpx.llm_http_handler.get_async_httpx_client")
-    @pytest.mark.asyncio
-    async def test_hosted_vllm_ssl_verify_false_async(
-        self, mock_get_async_httpx_client
-    ):
-        """Test that ssl_verify=False is passed to the HTTP client for async calls."""
-        # Setup mock async client
-        mock_client = MagicMock()
-        mock_response = MagicMock()
-        mock_response.status_code = 200
-        mock_response.headers = {"content-type": "application/json"}
-        mock_response.json.return_value = {
-            "id": "chatcmpl-test",
-            "object": "chat.completion",
-            "created": 1234567890,
-            "model": "test-model",
-            "choices": [
-                {
-                    "index": 0,
-                    "message": {
-                        "role": "assistant",
-                        "content": "Test response",
-                    },
-                    "finish_reason": "stop",
-                }
-            ],
-            "usage": {
-                "prompt_tokens": 10,
-                "completion_tokens": 5,
-                "total_tokens": 15,
-            },
-        }
-        mock_response.text = '{"id": "chatcmpl-test", "object": "chat.completion", "created": 1234567890, "model": "test-model", "choices": [{"index": 0, "message": {"role": "assistant", "content": "Test response"}, "finish_reason": "stop"}], "usage": {"prompt_tokens": 10, "completion_tokens": 5, "total_tokens": 15}}'
-
-        async def mock_post(*args, **kwargs):
-            return mock_response
-
-        mock_client.post = mock_post
-        mock_get_async_httpx_client.return_value = mock_client
-
-        try:
-            await litellm.acompletion(
-                model="hosted_vllm/test-model",
-                messages=[{"role": "user", "content": "Hello"}],
-                api_base="https://test-vllm.example.com/v1",
-                ssl_verify=False,
-            )
-        except Exception:
-            # Even if the response parsing fails, we just need to verify
-            # that the mock was called with the correct ssl_verify parameter
-            pass
-
-        # Verify get_async_httpx_client was called with ssl_verify=False
-        mock_get_async_httpx_client.assert_called()
-        call_kwargs = mock_get_async_httpx_client.call_args[1]
-
-        # Check that params contains ssl_verify=False
-        params = call_kwargs.get("params", {})
-        assert (
-            params.get("ssl_verify") is False
-        ), f"Expected ssl_verify=False in params, got {params}"
-
-
-if __name__ == "__main__":
-    pytest.main([__file__, "-v", "-s"])
diff --git a/tests/test_litellm/llms/hosted_vllm/embedding/test_hosted_vllm_embedding_ssl_verify.py b/tests/test_litellm/llms/hosted_vllm/embedding/test_hosted_vllm_embedding_ssl_verify.py
deleted file mode 100644
index de94da49384..00000000000
--- a/tests/test_litellm/llms/hosted_vllm/embedding/test_hosted_vllm_embedding_ssl_verify.py
+++ /dev/null
@@ -1,135 +0,0 @@
-"""
-Test SSL verification for hosted_vllm provider embeddings.
-
-This test ensures that the ssl_verify parameter is properly passed through
-to the HTTP client when using the hosted_vllm provider for embeddings.
-
-Issue: ssl_verify parameter was being ignored because hosted_vllm fell through
-to the openai_like catch-all path in main.py, which doesn't pass ssl_verify to the HTTP client.
-"""
-
-from unittest.mock import MagicMock, patch
-
-import pytest
-
-
-import litellm
-
-
-class TestHostedVLLMEmbeddingSSLVerify:
-    """Test suite for SSL verification in hosted_vllm provider embeddings."""
-
-    @patch("litellm.llms.custom_httpx.llm_http_handler._get_httpx_client")
-    def test_hosted_vllm_embedding_ssl_verify_false_sync(self, mock_get_httpx_client):
-        """Test that ssl_verify=False is passed to the HTTP client for sync embedding calls."""
-        # Setup mock client
-        mock_client = MagicMock()
-        mock_response = MagicMock()
-        mock_response.status_code = 200
-        mock_response.headers = {"content-type": "application/json"}
-        mock_response.json.return_value = {
-            "object": "list",
-            "data": [
-                {
-                    "object": "embedding",
-                    "index": 0,
-                    "embedding": [0.1, 0.2, 0.3, 0.4, 0.5],
-                }
-            ],
-            "model": "text-embedding-model",
-            "usage": {
-                "prompt_tokens": 5,
-                "total_tokens": 5,
-            },
-        }
-        mock_response.text = '{"object": "list", "data": [{"object": "embedding", "index": 0, "embedding": [0.1, 0.2, 0.3, 0.4, 0.5]}], "model": "text-embedding-model", "usage": {"prompt_tokens": 5, "total_tokens": 5}}'
-        mock_client.post.return_value = mock_response
-        mock_get_httpx_client.return_value = mock_client
-
-        try:
-            litellm.embedding(
-                model="hosted_vllm/text-embedding-model",
-                input=["hello world"],
-                api_base="https://test-vllm.example.com/v1",
-                ssl_verify=False,
-            )
-        except Exception:
-            # Even if the response parsing fails, we just need to verify
-            # that the mock was called with the correct ssl_verify parameter
-            pass
-
-        # Verify _get_httpx_client was called with ssl_verify=False
-        mock_get_httpx_client.assert_called()
-        call_args = mock_get_httpx_client.call_args
-
-        # Check that params contains ssl_verify=False
-        if call_args[0]:
-            # Positional argument
-            params = call_args[0][0]
-        else:
-            # Keyword argument
-            params = call_args[1].get("params", {})
-
-        assert (
-            params.get("ssl_verify") is False
-        ), f"Expected ssl_verify=False in params, got {params}"
-
-    @patch("litellm.llms.custom_httpx.llm_http_handler.get_async_httpx_client")
-    @pytest.mark.asyncio
-    async def test_hosted_vllm_embedding_ssl_verify_false_async(
-        self, mock_get_async_httpx_client
-    ):
-        """Test that ssl_verify=False is passed to the HTTP client for async embedding calls."""
-        # Setup mock async client
-        mock_client = MagicMock()
-        mock_response = MagicMock()
-        mock_response.status_code = 200
-        mock_response.headers = {"content-type": "application/json"}
-        mock_response.json.return_value = {
-            "object": "list",
-            "data": [
-                {
-                    "object": "embedding",
-                    "index": 0,
-                    "embedding": [0.1, 0.2, 0.3, 0.4, 0.5],
-                }
-            ],
-            "model": "text-embedding-model",
-            "usage": {
-                "prompt_tokens": 5,
-                "total_tokens": 5,
-            },
-        }
-        mock_response.text = '{"object": "list", "data": [{"object": "embedding", "index": 0, "embedding": [0.1, 0.2, 0.3, 0.4, 0.5]}], "model": "text-embedding-model", "usage": {"prompt_tokens": 5, "total_tokens": 5}}'
-
-        async def mock_post(*args, **kwargs):
-            return mock_response
-
-        mock_client.post = mock_post
-        mock_get_async_httpx_client.return_value = mock_client
-
-        try:
-            await litellm.aembedding(
-                model="hosted_vllm/text-embedding-model",
-                input=["hello world"],
-                api_base="https://test-vllm.example.com/v1",
-                ssl_verify=False,
-            )
-        except Exception:
-            # Even if the response parsing fails, we just need to verify
-            # that the mock was called with the correct ssl_verify parameter
-            pass
-
-        # Verify get_async_httpx_client was called with ssl_verify=False
-        mock_get_async_httpx_client.assert_called()
-        call_kwargs = mock_get_async_httpx_client.call_args[1]
-
-        # Check that params contains ssl_verify=False
-        params = call_kwargs.get("params", {})
-        assert (
-            params.get("ssl_verify") is False
-        ), f"Expected ssl_verify=False in params, got {params}"
-
-
-if __name__ == "__main__":
-    pytest.main([__file__, "-v", "-s"])
diff --git a/tests/test_litellm/llms/openai/evals/__init__.py b/tests/test_litellm/llms/openai/evals/__init__.py
deleted file mode 100644
index 47a8a2f0aed..00000000000
--- a/tests/test_litellm/llms/openai/evals/__init__.py
+++ /dev/null
@@ -1 +0,0 @@
-"""OpenAI Evals API tests"""
diff --git a/tests/test_litellm/llms/openai/responses/test_openai_responses_guardrail_handler.py b/tests/test_litellm/llms/openai/responses/test_openai_responses_guardrail_handler.py
index 81adb283dcc..b45cd2ec299 100644
--- a/tests/test_litellm/llms/openai/responses/test_openai_responses_guardrail_handler.py
+++ b/tests/test_litellm/llms/openai/responses/test_openai_responses_guardrail_handler.py
@@ -1610,13 +1610,14 @@ class TestOpenAIResponsesHandlerStreamingOutputProcessing:
         events = self._ended_custom_tool_call_stream_events()
         events[5]["response"]["output"] = [{**events[5]["response"]["output"][0], "call_id": "call_999"}]
 
-        with pytest.raises(UndeliverableStreamRewrite):
+        with pytest.raises(UndeliverableStreamRewrite) as undeliverable:
             await handler.process_output_streaming_response(
                 responses_so_far=events,
                 guardrail_to_apply=PersimmonMaskingGuardrail(guardrail_name="mask"),
                 litellm_logging_obj=None,
                 deliver_ended_stream_rewrites=True,
             )
+        assert undeliverable.value.reason == "no stream event carries the rewritten call_id call_999"
 
     @staticmethod
     def _bridged_function_call_stream_events() -> List[dict]:
@@ -1688,8 +1689,21 @@ class TestOpenAIResponsesHandlerStreamingOutputProcessing:
         assert events[1]["item"] == {"type": "reasoning", "id": "rs_1", "summary": []}
 
     @pytest.mark.asyncio
-    @pytest.mark.parametrize("mismatch", ["orphan_call_id", "duplicate_call_id"])
-    async def test_deliver_ended_stream_function_call_rewrite_without_matching_events_fails_closed(self, mismatch):
+    @pytest.mark.parametrize(
+        ("mismatch", "expected_reason"),
+        [
+            ("orphan_call_id", "no stream event carries the rewritten call_id call_999"),
+            ("duplicate_call_id", "the stream's tool call items repeat a call_id"),
+            ("missing_call_id", "1 of the stream's 1 tool call items carry no call_id"),
+            (
+                "unknown_argument_item_id",
+                "a tool call argument event names an item_id that no output_item event introduced",
+            ),
+        ],
+    )
+    async def test_deliver_ended_stream_function_call_rewrite_without_matching_events_fails_closed(
+        self, mismatch, expected_reason
+    ):
         from litellm.proxy.policy_engine.pipeline_executor import UndeliverableStreamRewrite
 
         handler = OpenAIResponsesHandler()
@@ -1697,16 +1711,22 @@ class TestOpenAIResponsesHandlerStreamingOutputProcessing:
         envelope_item = events[5]["response"]["output"][0]
         if mismatch == "orphan_call_id":
             events[5]["response"]["output"] = [{**envelope_item, "call_id": "call_999"}]
-        else:
+        elif mismatch == "duplicate_call_id":
             events[5]["response"]["output"] = [dict(envelope_item), dict(envelope_item)]
+        elif mismatch == "missing_call_id":
+            events[5]["response"]["output"] = [{key: value for key, value in envelope_item.items() if key != "call_id"}]
+        else:
+            events[1]["item_id"] = "fc_unknown"
 
-        with pytest.raises(UndeliverableStreamRewrite):
+        with pytest.raises(UndeliverableStreamRewrite) as undeliverable:
             await handler.process_output_streaming_response(
                 responses_so_far=events,
                 guardrail_to_apply=self._argument_masking_guardrail(),
                 litellm_logging_obj=None,
                 deliver_ended_stream_rewrites=True,
             )
+        assert undeliverable.value.reason == expected_reason
+        assert str(undeliverable.value).endswith(f"cannot be written back to the stream: {expected_reason}")
 
     @pytest.mark.asyncio
     async def test_ended_stream_function_call_rewrite_leaves_events_untouched_by_default(self):
diff --git a/tests/test_litellm/llms/openai_like/embedding/__init__.py b/tests/test_litellm/llms/openai_like/embedding/__init__.py
deleted file mode 100644
index 2cb77227ed0..00000000000
--- a/tests/test_litellm/llms/openai_like/embedding/__init__.py
+++ /dev/null
@@ -1 +0,0 @@
-# Test module for OpenAI-like embedding handler
diff --git a/tests/test_litellm/llms/vertex_ai/files/test_vertex_ai_files_integration.py b/tests/test_litellm/llms/vertex_ai/files/test_vertex_ai_files_integration.py
deleted file mode 100644
index 8f9acafa49d..00000000000
--- a/tests/test_litellm/llms/vertex_ai/files/test_vertex_ai_files_integration.py
+++ /dev/null
@@ -1,214 +0,0 @@
-"""
-Test Vertex AI files integration with main files API
-"""
-
-import pytest
-from unittest.mock import AsyncMock, MagicMock, patch
-
-import litellm
-from litellm.types.llms.openai import HttpxBinaryResponseContent
-
-
-class TestVertexAIFilesIntegration:
-    """Test integration of Vertex AI files with main litellm API"""
-
-    @pytest.mark.asyncio
-    async def test_litellm_afile_content_vertex_ai_provider(self):
-        """Test litellm.afile_content with vertex_ai provider"""
-        file_id = "gs%3A%2F%2Ftest-bucket%2Ftest-file.txt"
-        expected_content = b"test file content"
-
-        # Create a mock HttpxBinaryResponseContent response
-        import httpx
-
-        mock_response = httpx.Response(
-            status_code=200,
-            content=expected_content,
-            headers={"content-type": "application/octet-stream"},
-            request=httpx.Request(method="GET", url="gs://test-bucket/test-file.txt"),
-        )
-        mock_result = HttpxBinaryResponseContent(response=mock_response)
-
-        # Mock the base_llm_http_handler.retrieve_file_content since the code
-        # now routes through ProviderConfigManager -> base_llm_http_handler
-        with patch(
-            "litellm.files.main.base_llm_http_handler.retrieve_file_content",
-            new_callable=MagicMock,
-        ) as mock_retrieve:
-            # Make it return a coroutine for async path
-            mock_retrieve.return_value = mock_result
-
-            result = await litellm.afile_content(
-                file_id=file_id,
-                custom_llm_provider="vertex_ai",
-                vertex_project="test-project",
-                vertex_location="us-central1",
-                vertex_credentials=None,
-            )
-
-            # Verify the result
-            assert isinstance(result, HttpxBinaryResponseContent)
-            assert result.response.content == expected_content
-            assert result.response.status_code == 200
-
-            # Verify the mock was called
-            mock_retrieve.assert_called_once()
-
-    def test_litellm_file_content_vertex_ai_provider(self):
-        """Test litellm.file_content with vertex_ai provider (sync)"""
-        file_id = "gs%3A%2F%2Ftest-bucket%2Ftest-file.txt"
-        expected_content = b"test file content"
-
-        # Create a mock HttpxBinaryResponseContent response
-        import httpx
-
-        mock_response = httpx.Response(
-            status_code=200,
-            content=expected_content,
-            headers={"content-type": "application/octet-stream"},
-            request=httpx.Request(method="GET", url="gs://test-bucket/test-file.txt"),
-        )
-        mock_result = HttpxBinaryResponseContent(response=mock_response)
-
-        # Mock the base_llm_http_handler.retrieve_file_content
-        with patch(
-            "litellm.files.main.base_llm_http_handler.retrieve_file_content",
-            return_value=mock_result,
-        ) as mock_retrieve:
-            result = litellm.file_content(
-                file_id=file_id,
-                custom_llm_provider="vertex_ai",
-                vertex_project="test-project",
-                vertex_location="us-central1",
-                vertex_credentials=None,
-            )
-
-            # Verify the result
-            assert isinstance(result, HttpxBinaryResponseContent)
-            assert result.response.content == expected_content
-            assert result.response.status_code == 200
-
-            # Verify the mock was called
-            mock_retrieve.assert_called_once()
-
-    def test_litellm_file_content_vertex_ai_with_model_provider_detection(self):
-        """Test litellm.file_content with model parameter for provider detection"""
-        file_id = "gs%3A%2F%2Ftest-bucket%2Ftest-file.txt"
-        expected_content = b"test file content"
-
-        # Create a mock HttpxBinaryResponseContent response
-        import httpx
-
-        mock_response = httpx.Response(
-            status_code=200,
-            content=expected_content,
-            headers={"content-type": "application/octet-stream"},
-            request=httpx.Request(method="GET", url="gs://test-bucket/test-file.txt"),
-        )
-        mock_result = HttpxBinaryResponseContent(response=mock_response)
-
-        # Mock the base_llm_http_handler.retrieve_file_content
-        with patch(
-            "litellm.files.main.base_llm_http_handler.retrieve_file_content",
-            return_value=mock_result,
-        ):
-            # Mock get_llm_provider to return vertex_ai
-            with patch("litellm.files.main.get_llm_provider") as mock_get_provider:
-                mock_get_provider.return_value = (
-                    "vertex_ai/gemini-pro",
-                    "vertex_ai",
-                    None,
-                    None,
-                )
-
-                # Call litellm.file_content with model to trigger provider detection
-                result = litellm.file_content(
-                    file_id=file_id,
-                    model="vertex_ai/gemini-pro",
-                    vertex_project="test-project",
-                    vertex_location="us-central1",
-                )
-
-                # Verify the result
-                assert isinstance(result, HttpxBinaryResponseContent)
-                assert result.response.content == expected_content
-
-                # Verify provider detection was called
-                mock_get_provider.assert_called_once()
-
-    def test_litellm_file_content_vertex_ai_error_cases(self):
-        """Test error handling in vertex_ai file_content"""
-        # Test missing file_id - the VertexAI provider config's
-        # transform_file_content_request should handle empty file_id.
-        # Since the code now goes through base_llm_http_handler, we mock
-        # ProviderConfigManager to return None so it falls through to the
-        # old vertex_ai code path that validates file_id.
-        with patch(
-            "litellm.files.main.ProviderConfigManager.get_provider_files_config",
-            return_value=None,
-        ):
-            with pytest.raises(ValueError, match="file_id is required"):
-                litellm.file_content(
-                    file_id="",  # Empty file_id should cause error
-                    custom_llm_provider="vertex_ai",
-                    vertex_project="test-project",
-                )
-
-    def test_vertex_ai_provider_in_supported_providers_list(self):
-        """Test that vertex_ai is included in supported providers for file_content"""
-        # This test ensures the type annotations and error messages include vertex_ai
-
-        # Test that calling with unsupported provider raises appropriate error
-        with pytest.raises(Exception, match="unsupported_provider' is not a valid LlmProviders") as exc_info:
-            litellm.file_content(
-                file_id="test-file-id",
-                custom_llm_provider="unsupported_provider",  # This should fail
-            )
-
-        # The error message should mention supported providers including vertex_ai
-        error_message = str(exc_info.value)
-        assert "vertex_ai" in error_message or "supported" in error_message.lower()
-
-    @pytest.mark.asyncio
-    async def test_vertex_ai_file_content_with_timeout_and_retries(self):
-        """Test vertex_ai file_content with timeout and retry configuration"""
-        file_id = "gs%3A%2F%2Ftest-bucket%2Ftest-file.txt"
-        expected_content = b"test file content"
-
-        # Create a mock HttpxBinaryResponseContent response
-        import httpx
-
-        mock_response = httpx.Response(
-            status_code=200,
-            content=expected_content,
-            headers={"content-type": "application/octet-stream"},
-            request=httpx.Request(method="GET", url="gs://test-bucket/test-file.txt"),
-        )
-        mock_result = HttpxBinaryResponseContent(response=mock_response)
-
-        # Mock the base_llm_http_handler.retrieve_file_content
-        with patch(
-            "litellm.files.main.base_llm_http_handler.retrieve_file_content",
-            new_callable=MagicMock,
-        ) as mock_retrieve:
-            mock_retrieve.return_value = mock_result
-
-            # Call with custom timeout and max_retries
-            result = await litellm.afile_content(
-                file_id=file_id,
-                custom_llm_provider="vertex_ai",
-                vertex_project="test-project",
-                vertex_location="us-central1",
-                timeout=120,
-                max_retries=5,
-            )
-
-            # Verify the result
-            assert isinstance(result, HttpxBinaryResponseContent)
-            assert result.response.content == expected_content
-
-            # Verify the mock was called
-            mock_retrieve.assert_called_once()
-            # Verify the timeout was passed through
-            call_kwargs = mock_retrieve.call_args.kwargs
-            assert call_kwargs["timeout"] == 120
diff --git a/tests/test_litellm/llms/wandb/test_wandb_chat_transformation.py b/tests/test_litellm/llms/wandb/test_wandb_chat_transformation.py
index dd0d1bdbb9d..a25ed585ecc 100644
--- a/tests/test_litellm/llms/wandb/test_wandb_chat_transformation.py
+++ b/tests/test_litellm/llms/wandb/test_wandb_chat_transformation.py
@@ -47,7 +47,6 @@ WANDB_REASONING_MODELS: Final = (
 @pytest.fixture
 def wandb_test_config(local_model_cost_map, monkeypatch: pytest.MonkeyPatch) -> None:
     monkeypatch.setattr(litellm, "disable_aiohttp_transport", True)
-    monkeypatch.setattr(litellm, "telemetry", False)
     monkeypatch.setattr(litellm, "drop_params", False)
 
 
diff --git a/tests/test_litellm/llms/watsonx/audio_transcription/test_watsonx_audio_transcription_transformation.py b/tests/test_litellm/llms/watsonx/audio_transcription/test_watsonx_audio_transcription_transformation.py
deleted file mode 100644
index e269e782061..00000000000
--- a/tests/test_litellm/llms/watsonx/audio_transcription/test_watsonx_audio_transcription_transformation.py
+++ /dev/null
@@ -1,337 +0,0 @@
-"""
-Tests for IBM WatsonX Audio Transcription.
-
-Validates that litellm.transcription transforms requests correctly for WatsonX.
-"""
-
-import json
-from unittest.mock import AsyncMock, MagicMock, patch
-
-import pytest
-
-
-import litellm
-from litellm.llms.watsonx.audio_transcription.transformation import (
-    IBMWatsonXAudioTranscriptionConfig,
-)
-from litellm.types.utils import TranscriptionResponse
-
-
-class TestWatsonXAudioTranscription:
-    """Tests for WatsonX audio transcription via litellm.transcription."""
-
-    @pytest.mark.asyncio
-    async def test_watsonx_transcription_url_and_headers(self):
-        """
-        Test that litellm.transcription sends request to correct WatsonX URL with proper headers.
-        """
-        captured_request = {}
-
-        async def mock_post(*args, **kwargs):
-            captured_request["url"] = str(kwargs.get("url", args[0] if args else None))
-            captured_request["headers"] = kwargs.get("headers", {})
-            captured_request["data"] = kwargs.get("data", {})
-            captured_request["files"] = kwargs.get("files", {})
-
-            mock_response = MagicMock()
-            mock_response.json.return_value = {
-                "text": "test transcription",
-                "duration": 1.0,
-            }
-            mock_response.status_code = 200
-            return mock_response
-
-        with patch(
-            "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
-            new=mock_post,
-        ):
-            try:
-                await litellm.atranscription(
-                    model="watsonx/whisper-large-v3-turbo",
-                    file=b"fake_audio_data",
-                    api_base="https://us-south.ml.cloud.ibm.com",
-                    api_key="test-api-key",
-                    project_id="test-project-123",
-                    token="test-bearer-token",
-                )
-            except Exception:
-                pass  # We just want to capture the request
-
-        # Validate URL contains WatsonX audio transcription endpoint
-        assert "/ml/v1/audio/transcriptions" in captured_request["url"]
-        assert "version=" in captured_request["url"]
-        # project_id should NOT be in URL (it should be in form data instead)
-        assert "project_id=test-project-123" not in captured_request["url"]
-
-        # Validate headers contain WatsonX auth
-        assert "Authorization" in captured_request["headers"]
-        assert (
-            "Bearer test-bearer-token" in captured_request["headers"]["Authorization"]
-        )
-
-        # Validate Content-Type is NOT set (httpx sets multipart/form-data automatically)
-        assert "Content-Type" not in captured_request["headers"]
-
-        # Validate project_id is in form data, not URL
-        assert captured_request["data"].get("project_id") == "test-project-123"
-
-        # Validate file is in files dict
-        assert "file" in captured_request["files"]
-
-    @pytest.mark.asyncio
-    async def test_watsonx_transcription_request_body(self):
-        """
-        Test that litellm.transcription sends correct request body for WatsonX.
-
-        Validates that:
-        - Request uses multipart/form-data (data + files)
-        - Model name has watsonx/ prefix removed
-        - project_id is in form data, not URL
-        - Audio file is in files dict
-        - OpenAI params are included in form data
-        """
-        captured_request = {}
-
-        async def mock_post(*args, **kwargs):
-            captured_request["data"] = kwargs.get("data", {})
-            captured_request["files"] = kwargs.get("files", {})
-
-            mock_response = MagicMock()
-            mock_response.json.return_value = {
-                "text": "test transcription",
-                "duration": 1.0,
-            }
-            mock_response.status_code = 200
-            return mock_response
-
-        with patch(
-            "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
-            new=mock_post,
-        ):
-            try:
-                await litellm.atranscription(
-                    model="watsonx/whisper-large-v3-turbo",
-                    file=b"fake_audio_data",
-                    api_base="https://us-south.ml.cloud.ibm.com",
-                    api_key="test-api-key",
-                    project_id="test-project-123",
-                    token="test-bearer-token",
-                    language="en",
-                    temperature=0.5,
-                )
-            except Exception:
-                pass  # We just want to capture the request
-
-        # Validate form data contains expected fields
-        data = captured_request.get("data", {})
-
-        print("JSON DUMPS captured_request:")
-        print(json.dumps(captured_request, indent=4, default=str))
-
-        # Model name should NOT have watsonx/ prefix
-        assert data.get("model") == "whisper-large-v3-turbo"
-
-        # project_id should be in form data
-        assert data.get("project_id") == "test-project-123"
-
-        # OpenAI params should be in form data
-        assert data.get("language") == "en"
-        assert data.get("temperature") == 0.5
-        # response_format should NOT be set by default - only send what user specifies
-        assert "response_format" not in data
-
-        # Validate file is in files dict (multipart/form-data)
-        files = captured_request.get("files", {})
-        assert "file" in files
-        assert isinstance(
-            files["file"], tuple
-        )  # Should be (filename, content, content_type)
-
-    @pytest.mark.asyncio
-    async def test_watsonx_transcription_only_user_params_sent_with_project_id(self):
-        """
-        Test that only user-specified params are sent in request body to WatsonX.
-
-        LiteLLM should NOT add extra params like response_format if user didn't specify them.
-        """
-        captured_request = {}
-
-        async def mock_post(*args, **kwargs):
-            captured_request["data"] = kwargs.get("data", {})
-            captured_request["files"] = kwargs.get("files", {})
-
-            mock_response = MagicMock()
-            mock_response.json.return_value = {
-                "text": "test transcription",
-                "duration": 1.0,
-            }
-            mock_response.status_code = 200
-            return mock_response
-
-        with patch(
-            "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
-            new=mock_post,
-        ):
-            try:
-                # Minimal request - only required params
-                await litellm.atranscription(
-                    model="watsonx/whisper-large-v3-turbo",
-                    file=b"fake_audio_data",
-                    api_base="https://us-south.ml.cloud.ibm.com",
-                    api_key="test-api-key",
-                    project_id="test-project-123",
-                    token="test-bearer-token",
-                )
-            except Exception:
-                pass  # We just want to capture the request
-
-        data = captured_request.get("data", {})
-
-        # These are the ONLY keys that should be in data
-        expected_keys = {"model", "project_id"}
-        actual_keys = set(data.keys())
-
-        assert actual_keys == expected_keys, (
-            f"Request body should only contain {expected_keys}, "
-            f"but got {actual_keys}. "
-            f"Extra keys: {actual_keys - expected_keys}"
-        )
-
-        # Specifically verify response_format is NOT added
-        assert (
-            "response_format" not in data
-        ), "response_format should NOT be added by default"
-
-        # Verify file is sent separately
-        files = captured_request.get("files", {})
-        assert "file" in files
-
-    @pytest.mark.asyncio
-    async def test_watsonx_transcription_only_user_params_sent_with_space_id(self):
-        """
-        Test that only user-specified params are sent in request body to WatsonX.
-
-        LiteLLM should NOT add extra params like response_format if user didn't specify them.
-        """
-        captured_request = {}
-
-        async def mock_post(*args, **kwargs):
-            captured_request["data"] = kwargs.get("data", {})
-            captured_request["files"] = kwargs.get("files", {})
-
-            mock_response = MagicMock()
-            mock_response.json.return_value = {
-                "text": "test transcription",
-                "duration": 1.0,
-            }
-            mock_response.status_code = 200
-            return mock_response
-
-        with patch(
-            "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
-            new=mock_post,
-        ):
-            try:
-                # Minimal request - only required params
-                await litellm.atranscription(
-                    model="watsonx/whisper-large-v3-turbo",
-                    file=b"fake_audio_data",
-                    api_base="https://us-south.ml.cloud.ibm.com",
-                    api_key="test-api-key",
-                    space_id="test-space_id-123",
-                    token="test-bearer-token",
-                )
-            except Exception:
-                pass  # We just want to capture the request
-
-        data = captured_request.get("data", {})
-
-        # These are the ONLY keys that should be in data
-        expected_keys = {"model", "space_id"}
-        actual_keys = set(data.keys())
-
-        assert actual_keys == expected_keys, (
-            f"Request body should only contain {expected_keys}, "
-            f"but got {actual_keys}. "
-            f"Extra keys: {actual_keys - expected_keys}"
-        )
-
-        # Specifically verify response_format is NOT added
-        assert (
-            "response_format" not in data
-        ), "response_format should NOT be added by default"
-
-        # Verify file is sent separately
-        files = captured_request.get("files", {})
-        assert "file" in files
-
-    def test_transform_audio_transcription_response_removes_model_field(self):
-        """
-        Test that transform_audio_transcription_response removes the 'model' field
-        from WatsonX response before creating TranscriptionResponse.
-
-        This test ensures that when WatsonX returns a response with a 'model' field,
-        it is removed before creating the TranscriptionResponse object, since
-        TranscriptionResponse doesn't accept a 'model' parameter.
-        """
-        handler = IBMWatsonXAudioTranscriptionConfig()
-
-        # Mock response with 'model' field (as WatsonX may return)
-        mock_response = MagicMock()
-        mock_response.json.return_value = {
-            "text": "Hello, this is a test transcription.",
-            "model": "whisper-large-v3-turbo",  # This field should be removed
-            "duration": 5.5,
-        }
-        mock_response.text = '{"text": "Hello, this is a test transcription.", "model": "whisper-large-v3-turbo", "duration": 5.5}'
-
-        # This should not raise a TypeError - model field should be removed
-        result = handler.transform_audio_transcription_response(mock_response)
-
-        # Verify the result is a TranscriptionResponse
-        assert isinstance(result, TranscriptionResponse)
-
-        # Verify the text is correct
-        assert result.text == "Hello, this is a test transcription."
-
-        # Verify duration is set via dictionary assignment
-        assert result["duration"] == 5.5
-
-        # Verify the model field is NOT in the serialized result
-        # Check via model_dump() or dict() to ensure it's not in the output
-        try:
-            result_dict = result.model_dump()
-        except AttributeError:
-            # Fallback for pydantic v1
-            result_dict = result.dict()
-
-        # The 'model' field should not be in the result
-        assert "model" not in result_dict, "Model field should be removed from response"
-
-    def test_transform_audio_transcription_response_without_model_field(self):
-        """
-        Test that transform_audio_transcription_response works correctly
-        when WatsonX response doesn't include a 'model' field.
-        """
-        handler = IBMWatsonXAudioTranscriptionConfig()
-
-        # Mock response without 'model' field
-        mock_response = MagicMock()
-        mock_response.json.return_value = {
-            "text": "Hello, this is a test transcription.",
-            "duration": 5.5,
-        }
-        mock_response.text = (
-            '{"text": "Hello, this is a test transcription.", "duration": 5.5}'
-        )
-
-        result = handler.transform_audio_transcription_response(mock_response)
-
-        # Verify the result is a TranscriptionResponse
-        assert isinstance(result, TranscriptionResponse)
-
-        # Verify the text is correct
-        assert result.text == "Hello, this is a test transcription."
-
-        # Verify duration is set via dictionary assignment
-        assert result["duration"] == 5.5
diff --git a/tests/test_litellm/llms/watsonx/test_watsonx.py b/tests/test_litellm/llms/watsonx/test_watsonx.py
deleted file mode 100644
index 285afffefc0..00000000000
--- a/tests/test_litellm/llms/watsonx/test_watsonx.py
+++ /dev/null
@@ -1,577 +0,0 @@
-import json
-
-from typing import Optional
-from unittest.mock import Mock, patch
-
-import pytest
-
-import litellm
-from litellm import completion
-from litellm.llms.custom_httpx.http_handler import HTTPHandler
-
-
-@pytest.fixture
-def watsonx_chat_completion_call():
-    def _call(
-        model="watsonx/my-test-model",
-        messages=None,
-        api_key="test_api_key",
-        space_id: Optional[str] = None,
-        headers=None,
-        client=None,
-        patch_token_call=True,
-    ):
-        if messages is None:
-            messages = [{"role": "user", "content": "Hello, how are you?"}]
-        if client is None:
-            client = HTTPHandler()
-
-        if patch_token_call:
-            mock_response = Mock()
-            mock_response.json.return_value = {
-                "access_token": "mock_access_token",
-                "expires_in": 3600,
-            }
-            mock_response.raise_for_status = Mock()  # No-op to simulate no exception
-
-            with (
-                patch.object(client, "post") as mock_post,
-                patch.object(
-                    litellm.module_level_client, "post", return_value=mock_response
-                ) as mock_get,
-            ):
-                try:
-                    completion(
-                        model=model,
-                        messages=messages,
-                        api_key=api_key,
-                        headers=headers or {},
-                        client=client,
-                        space_id=space_id,
-                    )
-                except Exception as e:
-                    print(e)
-
-                return mock_post, mock_get
-        else:
-            with patch.object(client, "post") as mock_post:
-                try:
-                    completion(
-                        model=model,
-                        messages=messages,
-                        api_key=api_key,
-                        headers=headers or {},
-                        client=client,
-                        space_id=space_id,
-                    )
-                except Exception as e:
-                    print(e)
-                return mock_post, None
-
-    return _call
-
-
-def test_watsonx_deployment_model_id_not_in_payload(
-    monkeypatch, watsonx_chat_completion_call
-):
-    """Test that deployment models do not include 'model_id' in the request payload"""
-    monkeypatch.setenv("WATSONX_PROJECT_ID", "test-project-id")
-    monkeypatch.setenv("WATSONX_API_BASE", "https://test-api.watsonx.ai")
-    model = "watsonx/deployment/test-deployment-id"
-    messages = [{"role": "user", "content": "Test message"}]
-
-    mock_post, _ = watsonx_chat_completion_call(model=model, messages=messages)
-
-    assert mock_post.call_count == 1
-    json_data = json.loads(mock_post.call_args.kwargs["data"])
-    # Ensure model_id is not in the payload for deployment models
-    assert "model_id" not in json_data or json_data["model_id"] is None
-    # Ensure project_id is also not in the payload for deployment models
-    assert "project_id" not in json_data or json_data["project_id"] is None
-
-
-def test_watsonx_regular_model_includes_model_id(
-    monkeypatch, watsonx_chat_completion_call
-):
-    """Test that regular models include 'model_id' in the request payload"""
-    monkeypatch.setenv("WATSONX_PROJECT_ID", "test-project-id")
-    monkeypatch.setenv("WATSONX_API_BASE", "https://test-api.watsonx.ai")
-    model = "watsonx/regular-model"
-    messages = [{"role": "user", "content": "Test message"}]
-
-    mock_post, _ = watsonx_chat_completion_call(model=model, messages=messages)
-
-    assert mock_post.call_count == 1
-    json_data = json.loads(mock_post.call_args.kwargs["data"])
-    # Ensure model_id is included in the payload for regular models
-    assert "model_id" in json_data
-    assert json_data["model_id"] == "regular-model"  # Provider prefix is stripped
-    # Ensure project_id is also included for regular models
-    assert "project_id" in json_data
-
-
-@pytest.fixture
-def watsonx_completion_call():
-    def _call(
-        model="watsonx_text/my-test-model",
-        prompt="Hello, how are you?",
-        api_key="test_api_key",
-        space_id: Optional[str] = None,
-        headers=None,
-        client=None,
-        patch_token_call=True,
-    ):
-        if client is None:
-            client = HTTPHandler()
-
-        if patch_token_call:
-            mock_response = Mock()
-            mock_response.json.return_value = {
-                "access_token": "mock_access_token",
-                "expires_in": 3600,
-            }
-            mock_response.raise_for_status = Mock()
-
-            with (
-                patch.object(client, "post") as mock_post,
-                patch.object(
-                    litellm.module_level_client, "post", return_value=mock_response
-                ) as mock_get,
-            ):
-                try:
-                    litellm.text_completion(
-                        model=model,
-                        prompt=prompt,
-                        api_key=api_key,
-                        headers=headers or {},
-                        client=client,
-                        space_id=space_id,
-                    )
-                except Exception as e:
-                    print(e)
-
-                return mock_post, mock_get
-        else:
-            with patch.object(client, "post") as mock_post:
-                try:
-                    litellm.text_completion(
-                        model=model,
-                        prompt=prompt,
-                        api_key=api_key,
-                        headers=headers or {},
-                        client=client,
-                        space_id=space_id,
-                    )
-                except Exception as e:
-                    print(e)
-                return mock_post, None
-
-    return _call
-
-
-def test_watsonx_completion_deployment_model_id_not_in_payload(
-    monkeypatch, watsonx_completion_call
-):
-    """Test that deployment models do not include 'model_id' in completion request payload"""
-    monkeypatch.setenv("WATSONX_PROJECT_ID", "test-project-id")
-    monkeypatch.setenv("WATSONX_API_BASE", "https://test-api.watsonx.ai")
-    model = "watsonx_text/deployment/test-deployment-id"
-    prompt = "Test prompt"
-
-    mock_post, _ = watsonx_completion_call(model=model, prompt=prompt)
-
-    assert mock_post.call_count == 1
-    json_data = json.loads(mock_post.call_args.kwargs["data"])
-    # Ensure model_id is not in the payload for deployment models
-    assert "model_id" not in json_data
-    # Ensure project_id is also not in the payload for deployment models
-    assert "project_id" not in json_data
-
-
-def test_watsonx_completion_regular_model_includes_model_id(
-    monkeypatch, watsonx_completion_call
-):
-    """Test that regular models include 'model_id' in completion request payload"""
-    monkeypatch.setenv("WATSONX_PROJECT_ID", "test-project-id")
-    monkeypatch.setenv("WATSONX_API_BASE", "https://test-api.watsonx.ai")
-    model = "watsonx_text/regular-model"
-    prompt = "Test prompt"
-
-    mock_post, _ = watsonx_completion_call(model=model, prompt=prompt)
-
-    assert mock_post.call_count == 1
-    json_data = json.loads(mock_post.call_args.kwargs["data"])
-    # Ensure model_id is included in the payload for regular models
-    assert "model_id" in json_data
-    assert json_data["model_id"] == "regular-model"  # Provider prefix is stripped
-    # Ensure project_id is also included for regular models
-    assert "project_id" in json_data
-
-
-def test_watsonx_gpt_oss_prompt_transformation(monkeypatch):
-    """
-    Test that gpt-oss-120b model transforms messages to proper format instead of simple concatenation.
-
-    This test calls litellm.completion (sync) and verifies what gets sent in the final POST request body.
-    Input messages should be transformed using the HuggingFace chat template from openai/gpt-oss-120b,
-    not just concatenated as "You are chatgpt Hi there".
-    """
-    monkeypatch.setenv("WATSONX_PROJECT_ID", "test-project-id")
-    monkeypatch.setenv("WATSONX_API_BASE", "https://test-api.watsonx.ai")
-
-    # Test with gpt-oss model using watsonx_text provider (text generation endpoint)
-    model = "watsonx_text/openai/gpt-oss-120b"
-
-    # Input messages
-    messages = [
-        {"role": "system", "content": "You are chatgpt"},
-        {"role": "user", "content": "Hi there"},
-    ]
-
-    client = HTTPHandler()
-
-    # Mock HuggingFace template fetch to make test deterministic and avoid network flakiness.
-    # The test verifies that prompt transformation occurs (not simple concatenation), not the exact
-    # HuggingFace template format. Using a mock template that produces the correct format is sufficient.
-    #
-    # Mock template that produces gpt-oss-120b-like format.
-    # Note: This is a simplified version of the actual template. The real template is more complex
-    # (adds metadata, handles tools, thinking messages, etc.), but this captures the key aspects:
-    # - Converts system role to developer (matching real template behavior)
-    # - Uses the same tag structure (<|start|>, <|message|>, <|end|>)
-    # - Preserves message content
-    mock_tokenizer_config = {
-        "status": "success",
-        "tokenizer": {
-            "chat_template": "{% for message in messages %}{% if message['role'] == 'system' %}<|start|>developer<|message|>{% else %}<|start|>{{ message['role'] }}<|message|>{% endif %}{{ message['content'] }}<|end|>{% endfor %}",
-            "bos_token": None,
-            "eos_token": None,
-        },
-    }
-
-    # Isolate known_tokenizer_config so parallel tests don't interfere.
-    # monkeypatch.setitem restores the original value on teardown.
-    hf_model = "openai/gpt-oss-120b"
-    monkeypatch.setitem(litellm.known_tokenizer_config, hf_model, mock_tokenizer_config)
-
-    # Mock IAM token generation to avoid real HTTP calls.
-    mock_token_response = Mock()
-    mock_token_response.json.return_value = {
-        "access_token": "mock_access_token",
-        "expires_in": 3600,
-    }
-    mock_token_response.raise_for_status = Mock()
-
-    with (
-        patch.object(client, "post") as mock_post,
-        patch.object(
-            litellm.module_level_client, "post", return_value=mock_token_response
-        ),
-    ):
-        try:
-            completion(
-                model=model,
-                messages=messages,
-                api_key="test_api_key",
-                client=client,
-            )
-        except Exception as e:
-            print(f"Caught expected exception: {e}")
-
-    # Verify the POST was called
-    assert (
-        mock_post.call_count == 1
-    ), f"POST should have been called exactly once, got {mock_post.call_count}"
-
-    # Get the request body
-    call_args = mock_post.call_args
-    assert "data" in call_args.kwargs, "call_args.kwargs should contain 'data'"
-    json_data = json.loads(call_args.kwargs["data"])
-
-    # Verify the transformed input is in the request
-    assert "input" in json_data, "Request should have 'input' field"
-    transformed_prompt = json_data["input"]
-
-    # Verify it's NOT simple concatenation
-    simple_concat = "You are chatgpt Hi there"
-    assert transformed_prompt != simple_concat, (
-        f"Prompt should not be simple concatenation.\n"
-        f"Expected: Chat template with <|start|> tags\n"
-        f"Got: {transformed_prompt}"
-    )
-
-    # Verify it contains proper chat template formatting
-    assert "<|start|>" in transformed_prompt, "Prompt should contain <|start|> tag"
-    assert "<|message|>" in transformed_prompt, "Prompt should contain <|message|> tag"
-    assert "<|end|>" in transformed_prompt, "Prompt should contain <|end|> tag"
-    assert (
-        "You are chatgpt" in transformed_prompt
-    ), "Prompt should contain system message content"
-    assert (
-        "Hi there" in transformed_prompt
-    ), "Prompt should contain user message content"
-
-
-@pytest.mark.asyncio
-@pytest.mark.xdist_group("watsonx_heavy")
-async def test_watsonx_gpt_oss_uses_async_http_handler():
-    """
-    Test that verifies async HTTP client is used when fetching HuggingFace templates.
-    """
-    from unittest.mock import AsyncMock, MagicMock, patch
-
-    from litellm.litellm_core_utils.prompt_templates.huggingface_template_handler import (
-        _aget_chat_template_file,
-    )
-
-    # Mock the async HTTP client
-    mock_async_client = MagicMock()
-    mock_get = AsyncMock()
-    mock_async_client.get = mock_get
-
-    # Create mock response for chat template file
-    mock_response = MagicMock()
-    mock_response.status_code = 200
-    mock_response.content = b"test template content"
-    mock_get.return_value = mock_response
-
-    # Test the async function directly
-    with patch(
-        "litellm.litellm_core_utils.prompt_templates.huggingface_template_handler.get_async_httpx_client",
-        return_value=mock_async_client,
-    ):
-        result = await _aget_chat_template_file(hf_model_name="test/model")
-
-        # Verify async HTTP client was called
-        assert mock_get.called, "Async HTTP client's get method should be called"
-        assert mock_get.await_count > 0, "Async HTTP client's get should be awaited"
-
-        # Verify it was called with HuggingFace URL
-        call_args = mock_get.call_args
-        assert call_args is not None, "get should have been called with arguments"
-        called_url = call_args.kwargs.get("url", "")
-        assert (
-            "huggingface.co/test/model" in called_url
-        ), f"Should call HuggingFace API for test/model, got: {called_url}"
-        assert result["status"] == "success", "Should return success status"
-
-
-@pytest.mark.parametrize("tokenizer_config_cached", [False, True], ids=["tokenizer_config", "cached_config_jinja"])
-async def test_watsonx_text_gpt_oss_async_completion_fetches_hf_template_off_the_event_loop(
-    monkeypatch, tokenizer_config_cached
-):
-    import httpx
-
-    from litellm._uuid import uuid
-    from litellm.litellm_core_utils.prompt_templates import huggingface_template_handler
-    from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler
-
-    hf_model = f"openai/gpt-oss-{uuid.uuid4()}"
-    chat_template = "{% for m in messages %}<|{{ m['role'] }}|>{{ m['content'] }}{% endfor %}"
-    if tokenizer_config_cached:
-        cached_config = {"status": "success", "tokenizer": {"bos_token": None, "eos_token": None}}
-        monkeypatch.setattr(litellm, "known_tokenizer_config", {hf_model: cached_config})
-        expected_fetch = f"https://huggingface.co/{hf_model}/raw/main/chat_template.jinja"
-    else:
-        monkeypatch.setattr(litellm, "known_tokenizer_config", {})
-        expected_fetch = f"https://huggingface.co/{hf_model}/raw/main/tokenizer_config.json"
-    hf_fetched = []
-    captured = {}
-
-    def forbid_sync_client():
-        raise AssertionError("sync HuggingFace fetch ran on the request path")
-
-    async def serve_hf_file(url, **kwargs):
-        hf_fetched.append(url)
-        if url.endswith(".jinja"):
-            return httpx.Response(200, content=chat_template.encode())
-        return httpx.Response(200, json={"chat_template": chat_template, "bos_token": None, "eos_token": None})
-
-    monkeypatch.setattr(huggingface_template_handler, "_get_httpx_client", forbid_sync_client)
-    monkeypatch.setattr(huggingface_template_handler, "get_async_httpx_client", lambda **kwargs: Mock(get=serve_hf_file))
-
-    def handle(request):
-        captured["body"] = json.loads(request.content)
-        return httpx.Response(
-            200,
-            json={
-                "model_id": hf_model,
-                "results": [
-                    {
-                        "generated_text": "Hi",
-                        "generated_token_count": 1,
-                        "input_token_count": 1,
-                        "stop_reason": "eos_token",
-                    }
-                ],
-            },
-        )
-
-    client = AsyncHTTPHandler()
-    client.client = httpx.AsyncClient(transport=httpx.MockTransport(handle))
-
-    response = await litellm.acompletion(
-        model=f"watsonx_text/{hf_model}",
-        messages=[{"role": "user", "content": "Hi there"}],
-        api_base="https://test-api.watsonx.ai",
-        project_id="test-project-id",
-        token="test-token",
-        client=client,
-    )
-
-    assert response.choices[0].message.content == "Hi"
-    assert hf_fetched == [expected_fetch]
-    assert captured["body"]["input"] == "<|user|>Hi there"
-
-
-def test_watsonx_chat_completion_with_reasoning_effort(monkeypatch):
-    """
-    Test that 'reasoning_effort' is correctly passed through to the WatsonX API payload.
-    """
-    monkeypatch.setenv("WATSONX_PROJECT_ID", "test-project-id")
-    monkeypatch.setenv("WATSONX_API_BASE", "https://test-api.watsonx.ai")
-
-    model = "watsonx/openai/gpt-oss-120b"
-    messages = [{"role": "user", "content": "Test message"}]
-
-    client = HTTPHandler()
-
-    # Mock the token generation call
-    mock_token_response = Mock()
-    mock_token_response.json.return_value = {
-        "access_token": "mock_access_token",
-        "expires_in": 3600,
-    }
-    mock_token_response.raise_for_status = Mock()
-
-    # Call litellm.completion with the new parameter
-    with (
-        patch.object(client, "post") as mock_post,
-        patch.object(
-            litellm.module_level_client, "post", return_value=mock_token_response
-        ),
-    ):
-        try:
-            completion(
-                model=model,
-                messages=messages,
-                api_key="test_api_key",
-                client=client,
-                reasoning_effort="low",
-            )
-        except Exception as e:
-            print(f"Caught expected exception: {e}")
-
-    # Verify the parameter is in the final request payload
-    assert (
-        mock_post.call_count == 1
-    ), "The completion endpoint should have been called once."
-
-    # Get the JSON data sent in the POST request
-    request_kwargs = mock_post.call_args.kwargs
-    json_data = json.loads(request_kwargs["data"])
-
-    print("\nRequest payload sent to WatsonX API:")
-    print(json.dumps(json_data, indent=2))
-
-    # Check for the parameter at the top level of the payload
-    assert (
-        "reasoning_effort" in json_data
-    ), "'reasoning_effort' should be at the top level of the payload."
-    assert (
-        json_data["reasoning_effort"] == "low"
-    ), "The value of 'reasoning_effort' should be 'low'."
-
-
-def test_watsonx_zen_api_key_from_client(monkeypatch, watsonx_chat_completion_call):
-    """
-    Test that zen_api_key can be passed from client code and is used in Authorization header.
-    """
-    monkeypatch.setenv("WATSONX_PROJECT_ID", "test-project-id")
-    monkeypatch.setenv("WATSONX_API_BASE", "https://test-api.watsonx.ai")
-
-    model = "watsonx/ibm/granite-3-3-8b-instruct"
-    messages = [{"role": "user", "content": "What is your favorite color?"}]
-
-    client = HTTPHandler()
-
-    zen_api_key = "U1ZDLWQo="
-
-    # No need to patch token call since zen_api_key should skip token generation
-    with patch.object(client, "post") as mock_post:
-        try:
-            completion(
-                model=model,
-                messages=messages,
-                api_key="test_api_key",
-                client=client,
-                zen_api_key=zen_api_key,
-            )
-        except Exception as e:
-            print(f"Caught expected exception: {e}")
-
-    # Verify the request was made
-    assert (
-        mock_post.call_count == 1
-    ), "The completion endpoint should have been called once."
-
-    # Get the headers sent in the POST request
-    request_kwargs = mock_post.call_args.kwargs
-    headers = request_kwargs["headers"]
-
-    print("\nHeaders sent to WatsonX API:")
-    print(json.dumps(dict(headers), indent=2))
-
-    # Verify Authorization header uses ZenApiKey format
-    assert "Authorization" in headers, "Authorization header should be present."
-    assert headers["Authorization"] == f"ZenApiKey {zen_api_key}", (
-        f"Authorization header should use ZenApiKey format. "
-        f"Expected: 'ZenApiKey {zen_api_key}', Got: '{headers['Authorization']}'"
-    )
-
-
-def test_watsonx_zen_api_key_from_env(monkeypatch, watsonx_chat_completion_call):
-    """
-    Test that zen_api_key from environment variable is used in Authorization header.
-    """
-    monkeypatch.setenv("WATSONX_PROJECT_ID", "test-project-id")
-    monkeypatch.setenv("WATSONX_API_BASE", "https://test-api.watsonx.ai")
-
-    zen_api_key = "U1ZDLWxpdG--==="
-    monkeypatch.setenv("WATSONX_ZENAPIKEY", zen_api_key)
-
-    model = "watsonx/ibm/granite-3-3-8b-instruct"
-    messages = [{"role": "user", "content": "What is your favorite color?"}]
-
-    client = HTTPHandler()
-
-    # No need to patch token call since zen_api_key should skip token generation
-    with patch.object(client, "post") as mock_post:
-        try:
-            completion(
-                model=model,
-                messages=messages,
-                api_key="test_api_key",
-                client=client,
-            )
-        except Exception as e:
-            print(f"Caught expected exception: {e}")
-
-    # Verify the request was made
-    assert (
-        mock_post.call_count == 1
-    ), "The completion endpoint should have been called once."
-
-    # Get the headers sent in the POST request
-    request_kwargs = mock_post.call_args.kwargs
-    headers = request_kwargs["headers"]
-
-    print("\nHeaders sent to WatsonX API:")
-    print(json.dumps(dict(headers), indent=2))
-
-    # Verify Authorization header uses ZenApiKey format
-    assert "Authorization" in headers, "Authorization header should be present."
-    assert headers["Authorization"] == f"ZenApiKey {zen_api_key}", (
-        f"Authorization header should use ZenApiKey format. "
-        f"Expected: 'ZenApiKey {zen_api_key}', Got: '{headers['Authorization']}'"
-    )
diff --git a/tests/test_litellm/llms/xai/xai_responses/__init__.py b/tests/test_litellm/llms/xai/xai_responses/__init__.py
deleted file mode 100644
index 330e9f5a560..00000000000
--- a/tests/test_litellm/llms/xai/xai_responses/__init__.py
+++ /dev/null
@@ -1 +0,0 @@
-# XAI Responses API tests
diff --git a/tests/test_litellm/llms/xai/xai_responses/test_transformation.py b/tests/test_litellm/llms/xai/xai_responses/test_transformation.py
deleted file mode 100644
index 3ea3fe631bd..00000000000
--- a/tests/test_litellm/llms/xai/xai_responses/test_transformation.py
+++ /dev/null
@@ -1,105 +0,0 @@
-"""
-Tests for XAI Responses API transformation
-
-Tests the XAIResponsesAPIConfig class that handles XAI-specific
-transformations for the Responses API.
-
-Source: litellm/llms/xai/responses/transformation.py
-"""
-
-
-
-import pytest
-from litellm.types.utils import LlmProviders
-from litellm.utils import ProviderConfigManager
-from litellm.llms.xai.responses.transformation import XAIResponsesAPIConfig
-from litellm.types.llms.openai import ResponsesAPIOptionalRequestParams
-
-
-class TestXAIResponsesAPITransformation:
-    """Test XAI Responses API configuration and transformations"""
-
-    def test_xai_provider_config_registration(self):
-        """Test that XAI provider returns XAIResponsesAPIConfig"""
-        config = ProviderConfigManager.get_provider_responses_api_config(
-            model="xai/grok-4-fast",
-            provider=LlmProviders.XAI,
-        )
-
-        assert config is not None, "Config should not be None for XAI provider"
-        assert isinstance(
-            config, XAIResponsesAPIConfig
-        ), f"Expected XAIResponsesAPIConfig, got {type(config)}"
-        assert (
-            config.custom_llm_provider == LlmProviders.XAI
-        ), "custom_llm_provider should be XAI"
-
-    def test_code_interpreter_container_field_removed(self):
-        """Test that container field is removed from code_interpreter tools"""
-        config = XAIResponsesAPIConfig()
-
-        params = ResponsesAPIOptionalRequestParams(
-            tools=[{"type": "code_interpreter", "container": {"type": "auto"}}]
-        )
-
-        result = config.map_openai_params(
-            response_api_optional_params=params, model="grok-4-fast", drop_params=False
-        )
-
-        assert "tools" in result
-        assert len(result["tools"]) == 1
-        assert result["tools"][0]["type"] == "code_interpreter"
-        assert (
-            "container" not in result["tools"][0]
-        ), "Container field should be removed"
-
-    def test_instructions_parameter_forwarded(self):
-        """xAI supports 'instructions' on /v1/responses, so it must survive param mapping"""
-        config = XAIResponsesAPIConfig()
-
-        params = ResponsesAPIOptionalRequestParams(
-            instructions="You are a helpful assistant.", temperature=0.7
-        )
-
-        result = config.map_openai_params(
-            response_api_optional_params=params, model="grok-4-fast", drop_params=False
-        )
-
-        assert result.get("instructions") == "You are a helpful assistant."
-        assert result.get("temperature") == 0.7, "Other params should be preserved"
-
-    def test_supported_params_includes_instructions(self):
-        """A system message bridged to 'instructions' must not be rejected for xAI"""
-        config = XAIResponsesAPIConfig()
-        supported = config.get_supported_openai_params("grok-4-fast")
-
-        assert "instructions" in supported, "instructions should be supported"
-        assert "tools" in supported, "tools should be supported"
-        assert "temperature" in supported, "temperature should be supported"
-        assert "model" in supported, "model should be supported"
-
-    def test_xai_responses_endpoint_url(self):
-        """Test that get_complete_url returns correct XAI endpoint"""
-        config = XAIResponsesAPIConfig()
-
-        # Test with default XAI API base
-        url = config.get_complete_url(api_base=None, litellm_params={})
-        assert (
-            url == "https://api.x.ai/v1/responses"
-        ), f"Expected XAI responses endpoint, got {url}"
-
-        # Test with custom api_base
-        custom_url = config.get_complete_url(
-            api_base="https://custom.x.ai/v1", litellm_params={}
-        )
-        assert (
-            custom_url == "https://custom.x.ai/v1/responses"
-        ), f"Expected custom endpoint, got {custom_url}"
-
-        # Test with trailing slash
-        url_with_slash = config.get_complete_url(
-            api_base="https://api.x.ai/v1/", litellm_params={}
-        )
-        assert (
-            url_with_slash == "https://api.x.ai/v1/responses"
-        ), "Should handle trailing slash"
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py b/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
index 4380df194ed..087c5a03498 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
@@ -6339,15 +6339,15 @@ class TestMCPDcrBridgeDelegateAdmission:
                 )
         return exc_info.value
 
-    async def test_over_budget_admission_surfaces_429_not_401(self):
-        """A validly-authenticated but over-budget identity surfaces the standard pipeline's 429, not
+    async def test_over_budget_admission_surfaces_422_not_401(self):
+        """A validly-authenticated but over-budget identity surfaces the standard pipeline's 422, not
         a misleading 401. Flattening budget to 401 told the caller their credential was invalid, which
         on a DCR client reads as broken auth and triggers a re-authorize that cannot fix a budget
         problem. Regression for the status-flattening finding on the live-policy gate."""
         import litellm
 
         mapped = await self._enforce_with_gate_error(litellm.BudgetExceededError(current_cost=10.0, max_budget=1.0))
-        assert mapped.status_code == 429
+        assert mapped.status_code == 422
 
     async def test_db_outage_during_policy_surfaces_503_not_401(self):
         """A transient database outage during the live-policy gate surfaces a retryable 503, not a 401
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
index 47ec25a90f7..3668a06203c 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
@@ -7437,6 +7437,186 @@ async def test_execute_mcp_tool_rest_server_id_authoritative_for_unprefixed_tool
     assert captured["name"] == "echo"
 
 
+def _never_listed_passthrough_server() -> MCPServer:
+    return MCPServer(
+        server_id="lazy-map-1",
+        name="lazy_map",
+        server_name="lazy_map",
+        url="https://up.example.com/mcp",
+        transport=MCPTransport.http,
+        auth_type=MCPAuth.true_passthrough,
+    )
+
+
+@contextlib.contextmanager
+def _worker_that_never_listed(server: MCPServer, upstream_tools: tuple[str, ...]):
+    """A worker whose tool rows for ``server`` are empty, in front of an upstream that answers
+    tools/list with ``upstream_tools`` and a managed dispatch that records what reaches it."""
+    from mcp.types import Tool as MCPTool
+
+    from litellm.proxy._experimental.mcp_server import server as mcp_module
+
+    mcp_module.global_mcp_server_manager.registry[server.server_id] = server
+    dispatched: dict[str, object] = {}
+
+    async def fake_handle_managed_mcp_tool(**kwargs):
+        dispatched.update(kwargs)
+        return CallToolResult(content=[TextContent(type="text", text="ok")], is_error=False)
+
+    async def fake_fetch_tools(client, server_name):
+        return [MCPTool(name=tool_name, inputSchema={}) for tool_name in upstream_tools]
+
+    with (
+        patch.object(  # test-quality-ok: the upstream MCP session is the boundary; a real one needs an initialize handshake over a live server
+            mcp_module.global_mcp_server_manager,
+            "_create_mcp_client",
+            new=AsyncMock(return_value=MagicMock()),
+        ) as create_client,
+        patch.object(  # test-quality-ok: same boundary, this is the tools/list answer the upstream would give
+            mcp_module.global_mcp_server_manager,
+            "_fetch_tools_with_timeout",
+            side_effect=fake_fetch_tools,
+        ) as fetch_tools,
+        patch.object(  # test-quality-ok: records the resolved server and bare name the managed call would forward upstream
+            mcp_module, "_handle_managed_mcp_tool", new=fake_handle_managed_mcp_tool
+        ),
+    ):
+        yield SimpleNamespace(create_client=create_client, fetch_tools=fetch_tools, dispatched=dispatched)
+
+
+@pytest.mark.asyncio
+async def test_execute_mcp_tool_lists_never_listed_passthrough_server_with_caller_token_first():
+    """A prefixed tools/call on a worker that has not served tools/list must list that server once
+    with the caller's own credentials and then dispatch, instead of answering 404."""
+    from litellm.proxy._experimental.mcp_server import server as mcp_module
+
+    server = _never_listed_passthrough_server()
+    with _worker_that_never_listed(server, upstream_tools=("add",)) as worker:
+        await mcp_module.execute_mcp_tool(
+            name="lazy_map-add",
+            arguments={"a": 1, "b": 2},
+            allowed_mcp_servers=[server],
+            start_time=datetime.now(),
+            mcp_auth_header="Bearer caller-token",
+            raw_headers={"authorization": "Bearer caller-token"},
+        )
+
+    assert worker.fetch_tools.await_count == 1
+    assert "caller-token" in str(worker.create_client.await_args.kwargs.get("mcp_auth_header"))
+    assert worker.dispatched["server_name"] == "lazy_map"
+    assert worker.dispatched["name"] == "add"
+
+
+@pytest.mark.asyncio
+async def test_execute_mcp_tool_rest_server_id_lists_never_listed_server_first():
+    from litellm.proxy._experimental.mcp_server import server as mcp_module
+
+    server = _never_listed_passthrough_server()
+    with _worker_that_never_listed(server, upstream_tools=("add",)) as worker:
+        await mcp_module.execute_mcp_tool(
+            name="add",
+            arguments={"a": 1, "b": 2},
+            allowed_mcp_servers=[server],
+            start_time=datetime.now(),
+            mcp_auth_header="Bearer caller-token",
+            requested_server_id=server.server_id,
+        )
+
+    assert worker.fetch_tools.await_count == 1
+    assert worker.dispatched["server_name"] == "lazy_map"
+    assert worker.dispatched["name"] == "add"
+
+
+@pytest.mark.asyncio
+async def test_execute_mcp_tool_unknown_tool_on_never_listed_server_lists_once_then_404s():
+    from litellm.proxy._experimental.mcp_server import server as mcp_module
+
+    server = _never_listed_passthrough_server()
+    with (
+        _worker_that_never_listed(server, upstream_tools=("add",)) as worker,
+        pytest.raises(HTTPException) as exc_info,
+    ):
+        await mcp_module.execute_mcp_tool(
+            name="lazy_map-nope",
+            arguments={},
+            allowed_mcp_servers=[server],
+            start_time=datetime.now(),
+            mcp_auth_header="Bearer caller-token",
+        )
+
+    assert exc_info.value.status_code == 404
+    assert worker.fetch_tools.await_count == 1
+    assert worker.dispatched == {}
+
+
+@pytest.mark.asyncio
+async def test_execute_mcp_tool_does_not_relist_a_server_this_worker_already_listed():
+    from mcp.types import Tool as MCPTool
+
+    from litellm.proxy._experimental.mcp_server import server as mcp_module
+
+    server = _never_listed_passthrough_server()
+    with _worker_that_never_listed(server, upstream_tools=("add",)) as worker:
+        mcp_module.global_mcp_server_manager._create_prefixed_tools([MCPTool(name="add", inputSchema={})], server)
+        await mcp_module.execute_mcp_tool(
+            name="lazy_map-add",
+            arguments={"a": 1, "b": 2},
+            allowed_mcp_servers=[server],
+            start_time=datetime.now(),
+            mcp_auth_header="Bearer caller-token",
+        )
+
+    assert worker.fetch_tools.await_count == 0
+    assert worker.dispatched["name"] == "add"
+
+
+@pytest.mark.asyncio
+async def test_execute_mcp_tool_lists_a_tool_this_worker_has_not_yet_seen_on_a_listed_server():
+    """A worker that already holds one of the server's tools must still list when a caller asks
+    for a different tool it has not cached, so callers with wider upstream catalogs are not 404ed."""
+    from mcp.types import Tool as MCPTool
+
+    from litellm.proxy._experimental.mcp_server import server as mcp_module
+
+    server = _never_listed_passthrough_server()
+    with _worker_that_never_listed(server, upstream_tools=("add", "multiply")) as worker:
+        mcp_module.global_mcp_server_manager._create_prefixed_tools([MCPTool(name="add", inputSchema={})], server)
+        await mcp_module.execute_mcp_tool(
+            name="lazy_map-multiply",
+            arguments={"a": 1, "b": 2},
+            allowed_mcp_servers=[server],
+            start_time=datetime.now(),
+            mcp_auth_header="Bearer caller-token",
+        )
+
+    assert worker.fetch_tools.await_count == 1
+    assert worker.dispatched["server_name"] == "lazy_map"
+    assert worker.dispatched["name"] == "multiply"
+
+
+@pytest.mark.asyncio
+async def test_execute_mcp_tool_never_lists_a_server_the_caller_cannot_access():
+    from litellm.proxy._experimental.mcp_server import server as mcp_module
+
+    server = _never_listed_passthrough_server()
+    other_server = MCPServer(server_id="other-1", name="other", transport=MCPTransport.http)
+    with (
+        _worker_that_never_listed(server, upstream_tools=("add",)) as worker,
+        pytest.raises(HTTPException) as exc_info,
+    ):
+        await mcp_module.execute_mcp_tool(
+            name="lazy_map-add",
+            arguments={"a": 1, "b": 2},
+            allowed_mcp_servers=[other_server],
+            start_time=datetime.now(),
+            mcp_auth_header="Bearer caller-token",
+        )
+
+    assert exc_info.value.status_code == 403
+    assert worker.fetch_tools.await_count == 0
+    assert worker.dispatched == {}
+
+
 @pytest.mark.asyncio
 async def test_execute_mcp_tool_strips_a_prefix_that_contains_the_separator():
     """A server with no alias publishes its UUID server_id as the tool prefix.
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
index dc1eed9ed7f..9140ac61f1a 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
@@ -5556,6 +5556,59 @@ class TestMCPServerManager:
             )
             mock_inject.assert_awaited_once()
 
+    def test_server_owning_tool_name_prefix_is_known_before_the_server_is_ever_listed(self):
+        manager = MCPServerManager()
+        server = MCPServer(
+            server_id="lazy-map-1",
+            name="lazy_map",
+            server_name="lazy_map",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.true_passthrough,
+        )
+        manager.registry = {server.server_id: server}
+
+        assert manager._get_mcp_server_from_tool_name("lazy_map-add") is None
+        assert manager.server_owning_tool_name_prefix("lazy_map-add") is server
+        assert manager.server_owning_tool_name_prefix("someone_else-add") is None
+
+        manager._create_prefixed_tools([MCPTool(name="add", inputSchema={})], server)
+
+        assert manager._get_mcp_server_from_tool_name("lazy_map-add") is server
+
+    def test_server_exposes_tool_is_per_tool_not_per_server(self):
+        """A tool listed for the server does not make its unlisted siblings look exposed."""
+        manager = MCPServerManager()
+        server = MCPServer(
+            server_id="lazy-map-2",
+            name="lazy_map",
+            server_name="lazy_map",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.true_passthrough,
+        )
+        manager.registry = {server.server_id: server}
+
+        assert manager.server_exposes_tool(server, "add") is False
+
+        manager._create_prefixed_tools([MCPTool(name="add", inputSchema={})], server)
+
+        assert manager.server_exposes_tool(server, "add") is True
+        assert manager.server_exposes_tool(server, "lazy_map-add") is True
+        assert manager.server_exposes_tool(server, "multiply") is False
+
+    def test_known_prefix_to_server_keeps_the_first_registered_owner_of_a_shared_prefix(self):
+        manager = MCPServerManager()
+        first = MCPServer(server_id="first-id", name="first", server_name="first", transport=MCPTransport.http)
+        second = MCPServer(
+            server_id="second-id", name="second", server_name="second", alias="first", transport=MCPTransport.http
+        )
+        manager.registry = {"first-id": first, "second-id": second}
+
+        prefix_to_server = manager._known_prefix_to_server()
+
+        assert prefix_to_server["first"] is first
+        assert prefix_to_server["second"] is second
+        assert manager.server_owning_tool_name_prefix("first-add") is first
+
     def test_resolve_mcp_server_for_tool_call_via_prefixed_name(self):
         """Resolution succeeds when the prefixed tool name is in the mapping."""
         manager = MCPServerManager()
diff --git a/tests/test_litellm/proxy/auth/test_auth_checks.py b/tests/test_litellm/proxy/auth/test_auth_checks.py
index a0256e40b8c..2824708d502 100644
--- a/tests/test_litellm/proxy/auth/test_auth_checks.py
+++ b/tests/test_litellm/proxy/auth/test_auth_checks.py
@@ -67,6 +67,7 @@ from litellm.constants import (
     REGISTRY_ERROR_NEGATIVE_CACHE_TTL,
     TAG_REGISTRY_MAX_SIZE,
 )
+from litellm.proxy.auth.route_checks import RouteChecks
 from litellm.proxy.common_utils.encrypt_decrypt_utils import decrypt_value_helper
 from litellm.proxy.common_utils.user_api_key_cache import (
     END_USER_RESTRICTED_REGISTRY_OVERFLOW_SENTINEL,
@@ -8889,6 +8890,8 @@ def test_jwt_team_role_reaches_the_gateway_token_endpoint_by_default():
 def test_route_skips_budget_checks_marks_only_spend_free_routes() -> None:
     assert route_skips_budget_checks(route="/v1/models") is True
     assert route_skips_budget_checks(route="/spend/logs") is True
+    assert route_skips_budget_checks(route="/utils/model_info") is True
+    assert RouteChecks.is_llm_api_route(route="/utils/model_info") is True
     assert route_skips_budget_checks(route="/health") is False
     assert route_skips_budget_checks(route="/v1/chat/completions") is False
 
diff --git a/tests/test_litellm/proxy/auth/test_auth_exception_handler.py b/tests/test_litellm/proxy/auth/test_auth_exception_handler.py
index 125b8862dfc..3edc57af124 100644
--- a/tests/test_litellm/proxy/auth/test_auth_exception_handler.py
+++ b/tests/test_litellm/proxy/auth/test_auth_exception_handler.py
@@ -448,7 +448,7 @@ async def test_handle_authentication_error_budget_exceeded():
         )
 
     assert exc_info.value.type == ProxyErrorTypes.budget_exceeded
-    assert int(exc_info.value.code) == status.HTTP_429_TOO_MANY_REQUESTS
+    assert int(exc_info.value.code) == status.HTTP_422_UNPROCESSABLE_CONTENT
 
 
 @pytest.mark.asyncio
@@ -687,7 +687,7 @@ def _http_request(client_host: str | None = "10.1.2.3", headers: dict[str, str]
             {"allow_requests_on_db_unavailable": False},
             {},
             "10.1.2.3",
-            id="429_budget_exceeded",
+            id="422_budget_exceeded",
         ),
     ],
 )
@@ -697,7 +697,7 @@ async def test_auth_failure_logs_requester_ip_address(
     request_kwargs: dict[str, dict[str, str]],
     expected_ip: str,
 ) -> None:
-    """401s and budget 429s are rejected before `add_litellm_data_to_request` stamps
+    """401s and budget 422s are rejected before `add_litellm_data_to_request` stamps
     the caller IP, so without this the failure logs (spend logs, prometheus client_ip)
     had no IP, and a 401 rarely carries a key or user identity either."""
     with (
diff --git a/tests/test_litellm/proxy/auth/test_handle_jwt.py b/tests/test_litellm/proxy/auth/test_handle_jwt.py
index 15defb196af..e768139f04a 100644
--- a/tests/test_litellm/proxy/auth/test_handle_jwt.py
+++ b/tests/test_litellm/proxy/auth/test_handle_jwt.py
@@ -7144,3 +7144,52 @@ async def test_admin_jwt_team_header_only_provisions_during_admission(monkeypatc
     else:
         create_team.assert_not_awaited()
         assert result["team_id"] is None
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("existing_user", [False, True])
+@pytest.mark.parametrize("warm_cache", [False, True])
+@pytest.mark.parametrize("email", [None, "admin@external.example", "admin@allowed.example"])
+async def test_scope_admin_admission_resolves_existing_user_without_provisioning(
+    monkeypatch: pytest.MonkeyPatch, existing_user: bool, warm_cache: bool, email: str | None
+) -> None:
+    from litellm.proxy.common_utils.user_api_key_cache import UserApiKeyCache
+
+    private_key, jwk = _get_rsa_key_and_jwk("admin-status")
+    cache: Final = UserApiKeyCache()
+    cache.set_cache("litellm_jwt_auth_keys_https://admin.example/jwks", [jwk])
+    user_id: Final = f"admin-status-{existing_user}-{warm_cache}-{email}"
+    user: Final = LiteLLM_UserTable(user_id=user_id, user_email="admin@allowed.example", metadata={"scim_active": False}, organization_memberships=[])
+    if existing_user and warm_cache:
+        cache.set_cache(user_id, user)
+    database: Final = MagicMock()
+    users: Final = database.db.litellm_usertable
+    users.find_unique = AsyncMock(return_value=user if existing_user else None)
+    users.find_first = AsyncMock(return_value=None)
+    users.create = AsyncMock()
+    handler: Final = JWTHandler()
+    handler.update_environment(
+        prisma_client=database,
+        user_api_key_cache=cache,
+        litellm_jwtauth=LiteLLM_JWTAuth(
+            user_id_jwt_field="sub", user_id_upsert=True, user_email_jwt_field="email",
+            user_allowed_email_domain="allowed.example",
+        ),
+    )
+    monkeypatch.setenv("JWT_PUBLIC_KEY_URL", "https://admin.example/jwks")
+    monkeypatch.setenv("JWT_ISSUER", "https://admin.example")
+    monkeypatch.setenv("JWT_AUDIENCE", "gateway")
+    token: Final = _encode_rsa_jwt(
+        private_key, "https://admin.example", "gateway", "admin-status",
+        {"sub": user_id, "scope": "litellm_proxy_admin", **({"email": email} if email else {})},
+    )
+    result: Final = await JWTAuthManager.auth_builder(
+        api_key=token, jwt_handler=handler, prisma_client=database, user_api_key_cache=cache,
+        parent_otel_span=None, proxy_logging_obj=MagicMock(), request_data={}, general_settings={}, route="/user/info",
+    )
+    assert result["is_proxy_admin"] is True
+    assert result["user_id"] == user_id
+    assert result["user_object"] == (user if existing_user else None)
+    users.create.assert_not_awaited()
+    if existing_user:
+        assert users.find_unique.await_count == (0 if warm_cache else 1)
diff --git a/tests/test_litellm/proxy/auth/test_master_key_boot_check.py b/tests/test_litellm/proxy/auth/test_master_key_boot_check.py
new file mode 100644
index 00000000000..aca65f4c7e6
--- /dev/null
+++ b/tests/test_litellm/proxy/auth/test_master_key_boot_check.py
@@ -0,0 +1,427 @@
+import asyncio
+import re
+import shutil
+import subprocess
+import sys
+from collections.abc import Mapping
+from pathlib import Path
+
+import pytest
+
+from litellm.proxy.auth.master_key_boot_check import (
+    GENERATE_MASTER_KEY_COMMAND,
+    MASTER_KEY_ENV_VAR,
+    MIGRATE_FROM_MASTER_KEY_ENV_VAR,
+    PRINT_NEW_MASTER_KEY_COMMAND,
+    ROTATION_DOCS_URL,
+    WEAK_OR_UNSET_MASTER_KEY_OVERRIDE_ENV_VAR,
+    WEAK_OR_UNSET_MASTER_KEY_OVERRIDE_SETTING,
+    ConfigFileSource,
+    EnvironmentSource,
+    MasterKeyBootVerdict,
+    SafeMasterKey,
+    StoredSecretsMigration,
+    UnsafeMasterKeyAllowed,
+    UnsafeMasterKeyError,
+    UnsafeMasterKeyReason,
+    UnsafeMasterKeyRefused,
+    announce_on_stderr_at_exit,
+    enforce_master_key_boot_verdict,
+    master_key_boot_verdict,
+    render_refusal,
+    with_stored_secrets_counted,
+)
+
+
+def _verdict(
+    master_key: str | None,
+    general_settings: Mapping[str, object] | None = None,
+    *,
+    environment_master_key: str | None = None,
+    config_file_path: str | None = None,
+    override_env_is_on: bool = False,
+    salt_key_is_set: bool = False,
+    database_is_configured: bool = False,
+) -> MasterKeyBootVerdict:
+    return master_key_boot_verdict(
+        master_key=master_key,
+        environment_master_key=environment_master_key,
+        general_settings=general_settings or {},
+        config_file_path=config_file_path,
+        override_env_is_on=override_env_is_on,
+        salt_key_is_set=salt_key_is_set,
+        database_is_configured=database_is_configured,
+    )
+
+
+@pytest.mark.parametrize(
+    ("master_key", "reason"),
+    [
+        (None, UnsafeMasterKeyReason.NOT_SET),
+        ("", UnsafeMasterKeyReason.EMPTY),
+        (" \t\n", UnsafeMasterKeyReason.EMPTY),
+        ("sk-1234", UnsafeMasterKeyReason.PUBLICLY_KNOWN),
+        ("  sk-1234\n", UnsafeMasterKeyReason.PUBLICLY_KNOWN),
+    ],
+)
+def test_unsafe_master_keys_are_refused_with_their_reason(master_key: str | None, reason: UnsafeMasterKeyReason):
+    verdict = _verdict(master_key)
+
+    assert isinstance(verdict, UnsafeMasterKeyRefused)
+    assert verdict.reason is reason
+
+
+@pytest.mark.parametrize("master_key", ["sk-12345", "sk-1234567890", "1234", "sk-qa-9f2c1e7a44b0d3"])
+def test_keys_that_only_resemble_the_known_default_are_safe(master_key: str):
+    assert _verdict(master_key) == SafeMasterKey()
+
+
+@pytest.mark.parametrize("master_key", [None, "", "sk-1234"])
+def test_either_override_lets_an_unsafe_key_through(master_key: str | None):
+    from_env = _verdict(master_key, override_env_is_on=True)
+    from_yaml = _verdict(master_key, {WEAK_OR_UNSET_MASTER_KEY_OVERRIDE_SETTING: True})
+
+    assert isinstance(from_env, UnsafeMasterKeyAllowed)
+    assert from_env == from_yaml
+
+
+def test_override_switched_off_in_yaml_still_refuses():
+    assert isinstance(_verdict("sk-1234", {WEAK_OR_UNSET_MASTER_KEY_OVERRIDE_SETTING: False}), UnsafeMasterKeyRefused)
+
+
+def test_yaml_master_key_is_the_source_even_when_it_resolved_to_nothing():
+    verdict = _verdict(None, {"master_key": None}, config_file_path="/app/config.yaml")
+
+    assert isinstance(verdict, UnsafeMasterKeyRefused)
+    assert verdict.source == ConfigFileSource(config_file_path="/app/config.yaml")
+
+
+def test_yaml_master_key_is_the_source_when_it_differs_from_the_environment():
+    verdict = _verdict(
+        "sk-1234",
+        {"master_key": "sk-1234"},
+        environment_master_key="sk-qa-9f2c1e7a44b0d3",
+        config_file_path="/app/config.yaml",
+    )
+
+    assert isinstance(verdict, UnsafeMasterKeyRefused)
+    assert verdict.source == ConfigFileSource(config_file_path="/app/config.yaml")
+
+
+@pytest.mark.parametrize("unsafe_key", ["sk-1234", ""])
+def test_environment_is_the_source_when_yaml_only_relays_the_environment_variable(unsafe_key: str):
+    verdict = _verdict(
+        unsafe_key,
+        {"master_key": unsafe_key},
+        environment_master_key=unsafe_key,
+        config_file_path="/app/config.yaml",
+    )
+
+    assert isinstance(verdict, UnsafeMasterKeyRefused)
+    assert verdict.source == EnvironmentSource()
+
+
+def test_environment_is_the_source_when_yaml_does_not_set_a_master_key():
+    verdict = _verdict("sk-1234", {"database_url": "postgresql://db"}, config_file_path="/app/config.yaml")
+
+    assert isinstance(verdict, UnsafeMasterKeyRefused)
+    assert verdict.source == EnvironmentSource()
+
+
+@pytest.mark.parametrize(
+    ("master_key", "salt_key_is_set", "database_is_configured", "migration"),
+    [
+        ("sk-1234", False, True, StoredSecretsMigration(from_master_key="sk-1234", encrypted_value_count=None)),
+        ("", False, True, StoredSecretsMigration(from_master_key="", encrypted_value_count=None)),
+        (" sk-1234\n", False, True, StoredSecretsMigration(from_master_key=" sk-1234\n", encrypted_value_count=None)),
+        ("sk-1234", True, True, None),
+        ("sk-1234", False, False, None),
+        (None, False, True, None),
+    ],
+)
+def test_migration_is_offered_from_the_exact_key_that_may_encrypt_a_database(
+    master_key: str | None,
+    salt_key_is_set: bool,
+    database_is_configured: bool,
+    migration: StoredSecretsMigration | None,
+):
+    verdict = _verdict(master_key, salt_key_is_set=salt_key_is_set, database_is_configured=database_is_configured)
+
+    assert isinstance(verdict, UnsafeMasterKeyRefused)
+    assert verdict.migration == migration
+
+
+def _counted(verdict: MasterKeyBootVerdict, count: int | None) -> tuple[MasterKeyBootVerdict, list[str]]:
+    asked_about: list[str] = []
+
+    async def count_values_encrypted_with(signing_key: str) -> int | None:
+        asked_about.append(signing_key)
+        return count
+
+    return asyncio.run(with_stored_secrets_counted(verdict, count_values_encrypted_with)), asked_about
+
+
+def test_database_with_nothing_encrypted_needs_no_migration():
+    counted, asked_about = _counted(_verdict("sk-1234", database_is_configured=True), 0)
+
+    assert isinstance(counted, UnsafeMasterKeyRefused)
+    assert counted.migration is None
+    assert asked_about == ["sk-1234"]
+
+
+@pytest.mark.parametrize("count", [4, None])
+def test_database_with_encrypted_values_or_unreadable_keeps_the_migration(count: int | None):
+    counted, _ = _counted(_verdict("", database_is_configured=True), count)
+
+    assert isinstance(counted, UnsafeMasterKeyRefused)
+    assert counted.migration == StoredSecretsMigration(from_master_key="", encrypted_value_count=count)
+
+
+@pytest.mark.parametrize(
+    "verdict",
+    [
+        SafeMasterKey(),
+        UnsafeMasterKeyAllowed(reason=UnsafeMasterKeyReason.PUBLICLY_KNOWN),
+        _verdict("sk-1234", database_is_configured=False),
+    ],
+)
+def test_database_is_not_read_when_no_migration_is_on_the_table(verdict: MasterKeyBootVerdict):
+    counted, asked_about = _counted(verdict, 7)
+
+    assert counted == verdict
+    assert asked_about == []
+
+
+def _refusal(
+    reason: UnsafeMasterKeyReason = UnsafeMasterKeyReason.PUBLICLY_KNOWN,
+    source: ConfigFileSource | EnvironmentSource = EnvironmentSource(),
+    environment_variable_is_set: bool = False,
+    migration: StoredSecretsMigration | None = None,
+) -> UnsafeMasterKeyRefused:
+    return UnsafeMasterKeyRefused(
+        reason=reason,
+        source=source,
+        environment_variable_is_set=environment_variable_is_set,
+        migration=migration,
+    )
+
+
+_MIGRATION = StoredSecretsMigration(from_master_key="sk-1234", encrypted_value_count=3)
+
+
+def test_config_refusal_names_the_file_and_tells_it_to_read_the_environment():
+    text = render_refusal(_refusal(source=ConfigFileSource(config_file_path="/app/config.yaml")))
+
+    assert "general_settings.master_key in /app/config.yaml" in text
+    assert f"master_key: os.environ/{MASTER_KEY_ENV_VAR}" in text
+    assert GENERATE_MASTER_KEY_COMMAND in text
+
+
+def test_environment_refusal_gives_the_command_without_a_config_step():
+    text = render_refusal(_refusal(reason=UnsafeMasterKeyReason.NOT_SET, source=EnvironmentSource()))
+
+    assert f"the {MASTER_KEY_ENV_VAR} environment variable" in text
+    assert GENERATE_MASTER_KEY_COMMAND in text
+    assert "os.environ/" not in text
+
+
+@pytest.mark.parametrize(
+    ("master_key", "general_settings", "environment_master_key", "is_set"),
+    [
+        (None, {}, None, False),
+        ("sk-1234", {"master_key": "sk-1234"}, None, False),
+        ("sk-1234", {}, "sk-1234", True),
+        ("sk-1234", {"master_key": "sk-1234"}, "", True),
+    ],
+)
+def test_refusal_records_whether_the_environment_variable_is_already_set(
+    master_key: str | None, general_settings: Mapping[str, object], environment_master_key: str | None, is_set: bool
+):
+    refusal = _verdict(master_key, general_settings, environment_master_key=environment_master_key)
+
+    assert isinstance(refusal, UnsafeMasterKeyRefused)
+    assert refusal.environment_variable_is_set is is_set
+
+
+@pytest.mark.parametrize("source", [EnvironmentSource(), ConfigFileSource(config_file_path="/app/config.yaml")])
+def test_refusal_never_tells_a_user_with_an_exported_key_to_append_to_the_env_file(
+    source: ConfigFileSource | EnvironmentSource,
+):
+    text = render_refusal(_refusal(source=source, environment_variable_is_set=True))
+
+    assert PRINT_NEW_MASTER_KEY_COMMAND in text
+    assert "tee" not in text
+    assert "wins over .env" in text
+
+
+@pytest.mark.parametrize(
+    ("reason", "source", "source_line"),
+    [
+        (
+            UnsafeMasterKeyReason.NOT_SET,
+            EnvironmentSource(),
+            f"Neither general_settings.master_key nor the {MASTER_KEY_ENV_VAR} environment variable is set.",
+        ),
+        (
+            UnsafeMasterKeyReason.PUBLICLY_KNOWN,
+            EnvironmentSource(),
+            f"It comes from the {MASTER_KEY_ENV_VAR} environment variable.",
+        ),
+        (
+            UnsafeMasterKeyReason.NOT_SET,
+            ConfigFileSource(config_file_path="/app/config.yaml"),
+            "general_settings.master_key in /app/config.yaml is blank, "
+            "or points at an environment variable that is not set.",
+        ),
+        (
+            UnsafeMasterKeyReason.EMPTY,
+            ConfigFileSource(config_file_path="/app/config.yaml"),
+            "It comes from general_settings.master_key in /app/config.yaml.",
+        ),
+    ],
+)
+def test_refusal_says_where_the_unsafe_key_came_from(
+    reason: UnsafeMasterKeyReason, source: ConfigFileSource | EnvironmentSource, source_line: str
+):
+    assert render_refusal(_refusal(reason=reason, source=source)).splitlines()[1] == source_line
+
+
+def test_migration_steps_appear_only_when_the_database_needs_them():
+    with_migration = render_refusal(_refusal(migration=_MIGRATION))
+    without_migration = render_refusal(_refusal(migration=None))
+
+    assert f"{MIGRATE_FROM_MASTER_KEY_ENV_VAR}=sk-1234" in with_migration
+    assert "holds 3 value(s) encrypted with this master key" in with_migration
+    assert ROTATION_DOCS_URL in with_migration
+    assert MIGRATE_FROM_MASTER_KEY_ENV_VAR not in without_migration
+    assert ROTATION_DOCS_URL not in without_migration
+
+
+def test_unreadable_database_is_reported_as_unchecked_rather_than_counted():
+    text = render_refusal(
+        _refusal(migration=StoredSecretsMigration(from_master_key="sk-1234", encrypted_value_count=None))
+    )
+
+    assert "could not be checked" in text
+    assert "value(s)" not in text
+    assert f"{MIGRATE_FROM_MASTER_KEY_ENV_VAR}=sk-1234" in text
+
+
+@pytest.mark.parametrize(
+    ("from_master_key", "assignment"),
+    [
+        ("sk-1234", f"{MIGRATE_FROM_MASTER_KEY_ENV_VAR}=sk-1234"),
+        ("", f"{MIGRATE_FROM_MASTER_KEY_ENV_VAR}="),
+        (" sk-1234", f'{MIGRATE_FROM_MASTER_KEY_ENV_VAR}=" sk-1234"'),
+    ],
+)
+def test_migrate_from_assignment_carries_the_exact_previous_key(from_master_key: str, assignment: str):
+    text = render_refusal(
+        _refusal(
+            environment_variable_is_set=True,
+            migration=StoredSecretsMigration(from_master_key=from_master_key, encrypted_value_count=1),
+        )
+    )
+
+    assert f"     {assignment}\n" in text
+
+
+def test_migration_with_an_exported_key_replaces_it_in_place_and_numbers_every_step():
+    text = render_refusal(
+        _refusal(
+            source=ConfigFileSource(config_file_path="/app/config.yaml"),
+            environment_variable_is_set=True,
+            migration=_MIGRATION,
+        )
+    )
+
+    assert "tee" not in text
+    assert PRINT_NEW_MASTER_KEY_COMMAND in text
+    assert [line[:2] for line in text.splitlines() if re.match(r"\d\. ", line)] == ["1.", "2.", "3.", "4."]
+    assert text.index("os.environ/") < text.index(MIGRATE_FROM_MASTER_KEY_ENV_VAR + "=") < text.index("Start the proxy")
+
+
+@pytest.mark.skipif(shutil.which("openssl") is None, reason="the printed command shells out to openssl")
+@pytest.mark.parametrize("from_master_key", ["sk-1234", "", " sk-1234"])
+def test_printed_migration_commands_save_both_keys_to_the_env_file(tmp_path: Path, from_master_key: str):
+    from dotenv import dotenv_values
+
+    text = render_refusal(
+        _refusal(migration=StoredSecretsMigration(from_master_key=from_master_key, encrypted_value_count=1))
+    )
+    commands = [line.strip() for line in text.splitlines() if line.strip().startswith("echo ")]
+
+    subprocess.run(["bash", "-c", "\n".join(commands)], cwd=tmp_path, capture_output=True, text=True, check=True)
+
+    saved = dotenv_values(tmp_path / ".env")
+    assert saved[MIGRATE_FROM_MASTER_KEY_ENV_VAR] == from_master_key
+    assert _verdict(saved[MASTER_KEY_ENV_VAR]) == SafeMasterKey()
+    assert len(commands) == 2
+
+
+@pytest.mark.parametrize("migration", [_MIGRATION, None])
+def test_override_hint_is_the_last_paragraph(migration: StoredSecretsMigration | None):
+    text = render_refusal(_refusal(migration=migration))
+    last_paragraph = text.split("\n\n")[-1]
+
+    assert WEAK_OR_UNSET_MASTER_KEY_OVERRIDE_ENV_VAR in last_paragraph
+    assert f"general_settings.{WEAK_OR_UNSET_MASTER_KEY_OVERRIDE_SETTING}" in last_paragraph
+
+
+@pytest.mark.skipif(shutil.which("openssl") is None, reason="the printed command shells out to openssl")
+def test_printed_command_saves_a_key_the_boot_check_accepts(tmp_path: Path):
+    completed = subprocess.run(
+        ["bash", "-c", GENERATE_MASTER_KEY_COMMAND], cwd=tmp_path, capture_output=True, text=True, check=True
+    )
+
+    saved = (tmp_path / ".env").read_text()
+    match = re.fullmatch(rf"{MASTER_KEY_ENV_VAR}=(sk-[0-9a-f]{{64}})\n", saved)
+    assert match is not None
+    assert completed.stdout == saved
+    assert _verdict(match.group(1)) == SafeMasterKey()
+
+
+@pytest.mark.skipif(shutil.which("openssl") is None, reason="the printed command shells out to openssl")
+def test_rotation_command_prints_a_key_the_boot_check_accepts_and_saves_nothing(tmp_path: Path):
+    completed = subprocess.run(
+        ["bash", "-c", PRINT_NEW_MASTER_KEY_COMMAND], cwd=tmp_path, capture_output=True, text=True, check=True
+    )
+
+    assert re.fullmatch(r"sk-[0-9a-f]{64}\n", completed.stdout) is not None
+    assert _verdict(completed.stdout.strip()) == SafeMasterKey()
+    assert list(tmp_path.iterdir()) == []
+
+
+def test_refusal_announces_the_fix_and_aborts_the_boot():
+    announced: list[str] = []
+    refusal = _refusal(source=ConfigFileSource(config_file_path="/app/config.yaml"))
+
+    with pytest.raises(UnsafeMasterKeyError, match="refused to start"):
+        enforce_master_key_boot_verdict(refusal, announce=announced.append)
+
+    assert [message.strip() for message in announced] == [render_refusal(refusal)]
+
+
+@pytest.mark.parametrize("verdict", [SafeMasterKey(), UnsafeMasterKeyAllowed(reason=UnsafeMasterKeyReason.NOT_SET)])
+def test_safe_and_overridden_keys_boot_without_announcing(verdict: MasterKeyBootVerdict):
+    announced: list[str] = []
+
+    enforce_master_key_boot_verdict(verdict, announce=announced.append)
+
+    assert announced == []
+
+
+def test_announced_fix_is_the_last_thing_a_crashing_process_prints():
+    crash_after_announcing = (
+        "from litellm.proxy.auth.master_key_boot_check import announce_on_stderr_at_exit\n"
+        "announce_on_stderr_at_exit('THE FIX')\n"
+        "print('buffered stdout')\n"
+        "raise RuntimeError('lifespan failed')\n"
+    )
+
+    completed = subprocess.run([sys.executable, "-c", crash_after_announcing], capture_output=True, text=True)
+
+    assert completed.returncode != 0
+    assert "RuntimeError: lifespan failed" in completed.stderr
+    assert completed.stderr.endswith("THE FIX")
+    assert completed.stdout == "buffered stdout\n"
diff --git a/tests/test_litellm/proxy/auth/test_multi_budget_windows.py b/tests/test_litellm/proxy/auth/test_multi_budget_windows.py
index 0f01391b2f5..1c928448bd8 100644
--- a/tests/test_litellm/proxy/auth/test_multi_budget_windows.py
+++ b/tests/test_litellm/proxy/auth/test_multi_budget_windows.py
@@ -75,7 +75,7 @@ async def test_over_first_window_raises():
             await _virtual_key_multi_budget_check(valid_token=token)
 
     err = exc_info.value
-    assert err.status_code == 429
+    assert err.status_code == 422
     assert "24h" in str(err)
     assert "Key over" in str(err)
 
@@ -107,7 +107,7 @@ async def test_over_second_window_raises():
             await _virtual_key_multi_budget_check(valid_token=token)
 
     err = exc_info.value
-    assert err.status_code == 429
+    assert err.status_code == 422
     assert "30d" in str(err)
 
 
diff --git a/tests/test_litellm/proxy/auth/test_user_api_key_auth.py b/tests/test_litellm/proxy/auth/test_user_api_key_auth.py
index 8593be751fa..da36071a5b4 100644
--- a/tests/test_litellm/proxy/auth/test_user_api_key_auth.py
+++ b/tests/test_litellm/proxy/auth/test_user_api_key_auth.py
@@ -2091,7 +2091,8 @@ async def test_auto_register_binds_api_key_to_token_hash():
 
 
 @pytest.mark.asyncio
-async def test_auto_register_first_request_propagates_user_email():
+@pytest.mark.parametrize("active", [True, False])
+async def test_auto_register_first_request_propagates_user_email(active: bool) -> None:
     """
     The first auto-registered JWT request must also carry user_email (resolved
     from the validated LiteLLM_UserTable), so attribution is consistent with the
@@ -2120,6 +2121,7 @@ async def test_auto_register_first_request_propagates_user_email():
         user_id="validated-user",
         user_email="validated@example.com",
         user_role="internal_user",
+        metadata={"scim_active": active},
     )
     mock_jwt_result = {
         "is_proxy_admin": False,
@@ -2150,7 +2152,7 @@ async def test_auto_register_first_request_propagates_user_email():
         patch("litellm.proxy.proxy_server.master_key", "sk-master"),
         patch("litellm.proxy.proxy_server.prisma_client", prisma_client),
         patch("litellm.proxy.proxy_server.user_api_key_cache", user_api_key_cache),
-        patch("litellm.proxy.proxy_server.proxy_logging_obj", MagicMock()),
+        patch("litellm.proxy.proxy_server.proxy_logging_obj", MagicMock(post_call_failure_hook=AsyncMock(return_value=None))),
         patch("litellm.proxy.proxy_server.jwt_handler", jwt_handler),
         patch(
             "litellm.proxy.auth.user_api_key_auth._resolve_jwt_to_virtual_key",
@@ -2170,8 +2172,22 @@ async def test_auto_register_first_request_propagates_user_email():
             "litellm.proxy.auth.user_api_key_auth._auto_register_jwt_mapping",
             new_callable=AsyncMock,
             return_value=auto_registered_key,
-        ),
+        ) as auto_register,
     ):
+        if not active:
+            with pytest.raises(ProxyException, match="deactivated via SCIM") as exc:
+                await _user_api_key_auth_builder(
+                    request=mock_request,
+                    api_key=jwt_token,
+                    azure_api_key_header="",
+                    anthropic_api_key_header=None,
+                    google_ai_studio_api_key_header=None,
+                    azure_apim_header=None,
+                    request_data={},
+                )
+            assert int(exc.value.code) == 401
+            auto_register.assert_not_awaited()
+            return
         result = await _user_api_key_auth_builder(
             request=mock_request,
             api_key=jwt_token,
@@ -7315,15 +7331,15 @@ class TestJWTAuthUserEmail:
     the Prometheus `user_email` label and `user_api_key_user_email` in
     StandardLogging/SpendLogs metadata, which were always None for JWT traffic."""
 
-    def _jwt_request(self, jwt_token):
+    def _jwt_request(self, jwt_token, route="/v1/chat/completions"):
         mock_request = MagicMock()
-        mock_request.url.path = "/v1/chat/completions"
-        mock_request.method = "POST"
+        mock_request.url.path = route
+        mock_request.method = "GET" if route.endswith("/list") else "POST"
         mock_request.headers = {"authorization": f"Bearer {jwt_token}"}
         mock_request.query_params = {}
         return mock_request
 
-    async def _run_jwt_auth(self, mock_jwt_result, jwt_token):
+    async def _run_jwt_auth(self, mock_jwt_result, jwt_token, route="/v1/chat/completions"):
         with (
             patch(
                 "litellm.proxy.proxy_server.general_settings",
@@ -7344,7 +7360,7 @@ class TestJWTAuthUserEmail:
                 litellm_jwtauth=LiteLLM_JWTAuth(),
             )
             return await user_api_key_auth(
-                request=self._jwt_request(jwt_token),
+                request=self._jwt_request(jwt_token, route),
                 api_key=f"Bearer {jwt_token}",
             )
 
@@ -7376,6 +7392,44 @@ class TestJWTAuthUserEmail:
         assert result.user_id == "jwt-human-user"
         assert result.user_email == "resolved@example.com"
 
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize("route", ["/mcp-rest/tools/list", "/mcp-rest/tools/call", "/v1/chat/completions", "/user/info"])
+    @pytest.mark.parametrize("active", [False, True, None, "false", 0])
+    @pytest.mark.parametrize("is_admin", [False, True])
+    async def test_jwt_auth_rejects_deactivated_user(
+        self, route: str, active: bool | str | int | None, is_admin: bool
+    ) -> None:
+        from typing import Final
+
+        jwt_token: Final = "eyJhbGciOiJSUzI1NiJ9.eyJzdWIiOiJ1c2VyMSJ9.signature"
+        result: Final = {
+            "is_proxy_admin": is_admin,
+            "team_object": None,
+            "user_object": LiteLLM_UserTable(
+                user_id="jwt-human-user",
+                user_role=LitellmUserRoles.PROXY_ADMIN.value if is_admin else LitellmUserRoles.INTERNAL_USER.value,
+                metadata={} if active is None else {"scim_active": active},
+            ),
+            "end_user_object": None,
+            "org_object": None,
+            "token": jwt_token,
+            "team_id": None,
+            "user_id": "jwt-human-user",
+            "user_email": None,
+            "end_user_id": None,
+            "org_id": None,
+            "team_membership": None,
+            "jwt_claims": {"sub": "user1"},
+        }
+
+        if active is False:
+            with pytest.raises(ProxyException, match="deactivated via SCIM") as exc:
+                await self._run_jwt_auth(result, jwt_token, route)
+            assert int(exc.value.code) == 401
+        else:
+            token: Final = await self._run_jwt_auth(result, jwt_token, route)
+            assert token.user_id == "jwt-human-user"
+
     @pytest.mark.asyncio
     async def test_jwt_auth_populates_user_email_on_proxy_admin(self):
         jwt_token = "eyJhbGciOiJSUzI1NiJ9.eyJzdWIiOiJ1c2VyMSJ9.signature"
diff --git a/tests/test_litellm/proxy/batches_endpoints/test_endpoints.py b/tests/test_litellm/proxy/batches_endpoints/test_endpoints.py
index 8571ff20e57..2d597abf3b8 100644
--- a/tests/test_litellm/proxy/batches_endpoints/test_endpoints.py
+++ b/tests/test_litellm/proxy/batches_endpoints/test_endpoints.py
@@ -1438,9 +1438,11 @@ async def call_retrieve(
     user: Optional[UserAPIKeyAuth] = None,
     headers: Optional[Dict[str, str]] = None,
     query: Optional[Dict[str, str]] = None,
+    enriched_data: Optional[Dict[str, Any]] = None,
 ):
-    # Mirror the real flow: data starts as RetrieveBatchRequest(batch_id=...).
-    harness.data["data"] = {"batch_id": batch_id}
+    # Mirror the real flow: data starts as RetrieveBatchRequest(batch_id=...),
+    # then pre-call enrichment adds key/team metadata to it.
+    harness.data["data"] = {"batch_id": batch_id, **(enriched_data or {})}
     return await endpoints.retrieve_batch(
         request=FakeRequest(headers=headers, query=query),
         fastapi_response=Response(),
@@ -1476,6 +1478,7 @@ async def test_retrieve__model_encoded_id(retrieve_harness):
         "api_key": "sk-azure",
         "api_base": "https://azure.test",
         "model": "azure/gpt-4o",
+        "litellm_metadata": {"model_group": "azure/gpt-4o"},
     }
 
     # 4. OUTPUT SHAPE - ids re-encoded with the model for the round-trip.
@@ -1522,6 +1525,39 @@ async def test_retrieve__model_encoded_id__forwards_decoded_model_not_deployment
     assert retrieve_harness.aretrieve_kwargs()["model"] == "azure/gpt-4o"
 
 
+@pytest.mark.asyncio
+async def test_retrieve__model_encoded_id__stamps_model_group(retrieve_harness):
+    """This path never goes through the router, so nothing else labels the call.
+    Without the stamp the spend log lands under a blank model group and the batch
+    disappears from per-model usage."""
+    await call_retrieve(retrieve_harness, AZURE_BATCH_ID)
+
+    litellm_metadata = retrieve_harness.aretrieve_kwargs()["litellm_metadata"]
+
+    assert litellm_metadata["model_group"] == "azure/gpt-4o"
+
+
+@pytest.mark.asyncio
+async def test_retrieve__model_encoded_id__stamps_model_group_beside_existing_metadata(
+    retrieve_harness,
+):
+    """The stamp joins the metadata pre-call enrichment already built. Replacing
+    that dict instead of adding to it drops the key and team labels the spend log
+    is attributed with."""
+    await call_retrieve(
+        retrieve_harness,
+        AZURE_BATCH_ID,
+        enriched_data={"litellm_metadata": {"user_api_key_alias": "team-a-key"}},
+    )
+
+    litellm_metadata = retrieve_harness.aretrieve_kwargs()["litellm_metadata"]
+
+    assert litellm_metadata == {
+        "user_api_key_alias": "team-a-key",
+        "model_group": "azure/gpt-4o",
+    }
+
+
 @pytest.mark.asyncio
 async def test_retrieve__model_encoded_id__encodes_output_and_error_ids(
     retrieve_harness,
diff --git a/tests/test_litellm/proxy/common_utils/test_admin_ui_utils.py b/tests/test_litellm/proxy/common_utils/test_admin_ui_utils.py
new file mode 100644
index 00000000000..b8ebf7884cc
--- /dev/null
+++ b/tests/test_litellm/proxy/common_utils/test_admin_ui_utils.py
@@ -0,0 +1,12 @@
+import re
+
+from litellm.proxy.common_utils.admin_ui_utils import missing_keys_form
+
+
+def test_missing_keys_form_shows_generate_command_instead_of_a_literal_master_key():
+    html = missing_keys_form(missing_key_names="DATABASE_URL, LITELLM_MASTER_KEY")
+
+    assert "DATABASE_URL, LITELLM_MASTER_KEY" in html
+    assert 'echo "LITELLM_MASTER_KEY=sk-$(openssl rand -hex 32)"' in html
+    suggested_master_key_values = re.findall(r'LITELLM_MASTER_KEY="([^"]*)"', html)
+    assert suggested_master_key_values == [""]
diff --git a/tests/test_litellm/proxy/common_utils/test_callback_config_validation.py b/tests/test_litellm/proxy/common_utils/test_callback_config_validation.py
index 5a06bb92059..a707c92dc15 100644
--- a/tests/test_litellm/proxy/common_utils/test_callback_config_validation.py
+++ b/tests/test_litellm/proxy/common_utils/test_callback_config_validation.py
@@ -1,5 +1,9 @@
+import pytest
+
 from litellm.proxy.common_utils.callback_config_validation import (
     callback_config_error,
+    conflicting_span_scope_error,
+    logging_metadata_config_error,
 )
 
 
@@ -10,3 +14,71 @@ def test_callback_config_error_rejects_invalid_langfuse_environment():
 
     assert callback_config_error("langfuse", {"langfuse_environment": "team-a-prod"}) is None
     assert callback_config_error("langfuse", {"langfuse_public_key": "pk"}) is None
+
+
+def test_callback_config_error_rejects_an_unknown_langfuse_span_scope():
+    for bad in ["everything", "LLM_ONLY", "llm-only", ""]:
+        error = callback_config_error("langfuse_otel", {"langfuse_span_scope": bad})
+        assert error is not None and "langfuse_span_scope" in error and "llm_only" in error
+
+    assert callback_config_error("langfuse_otel", {"langfuse_span_scope": "llm_only"}) is None
+    assert callback_config_error("langfuse_otel", {"langfuse_span_scope": "full"}) is None
+
+
+def test_a_span_scope_on_a_callback_that_does_not_read_it_is_rejected():
+    """Only langfuse_otel filters on the scope. Accepting it on the classic Langfuse
+    callback or on an unrelated backend would store a setting that never takes
+    effect, with the full tree still exported."""
+    for callback_name in ["langfuse", "datadog", "otel", None]:
+        error = callback_config_error(callback_name, {"langfuse_span_scope": "llm_only"})
+        assert error is not None and "langfuse_span_scope" in error and "langfuse_otel" in error
+
+    assert callback_config_error("langfuse", {"langfuse_environment": "team-a-prod"}) is None
+
+
+def test_a_bad_span_scope_is_reported_even_when_the_environment_is_fine():
+    error = callback_config_error(
+        "langfuse_otel", {"langfuse_environment": "team-a-prod", "langfuse_span_scope": "everything"}
+    )
+    assert error is not None and "langfuse_span_scope" in error
+
+
+@pytest.mark.parametrize(
+    "new_vars, stored, rejected",
+    [
+        ({"langfuse_span_scope": "llm_only"}, [{"langfuse_span_scope": "full"}], True),
+        ({"langfuse_span_scope": "full"}, [{"langfuse_public_key": "pk"}, {"langfuse_span_scope": "llm_only"}], True),
+        ({"langfuse_span_scope": "llm_only"}, [{"langfuse_span_scope": "llm_only"}], False),
+        ({"langfuse_span_scope": "llm_only"}, [{"langfuse_public_key": "pk"}], False),
+        ({"langfuse_span_scope": "llm_only"}, [], False),
+        ({"langfuse_public_key": "pk"}, [{"langfuse_span_scope": "llm_only"}], False),
+        (None, [{"langfuse_span_scope": "llm_only"}], False),
+    ],
+)
+def test_one_span_scope_per_team(new_vars, stored, rejected):
+    """The entries flatten last-wins, so a second scope would export whichever entry
+    was stored last. An entry that names no scope leaves the stored one in charge."""
+    error = conflicting_span_scope_error(new_vars, stored)
+    assert (error is not None) is rejected
+    if rejected:
+        assert "langfuse_span_scope" in error and stored[-1]["langfuse_span_scope"] in error
+
+
+def test_key_logging_entries_may_not_disagree_on_the_span_scope():
+    disagreeing = {
+        "logging": [
+            {"callback_name": "langfuse_otel", "callback_type": "success", "callback_vars": {"langfuse_span_scope": "full"}},
+            {"callback_name": "langfuse_otel", "callback_type": "failure", "callback_vars": {"langfuse_span_scope": "llm_only"}},
+        ]
+    }
+    error = logging_metadata_config_error(disagreeing)
+    assert error is not None and "langfuse_span_scope" in error and "'full'" in error
+
+    agreeing = {
+        "logging": [
+            {"callback_name": "langfuse_otel", "callback_type": "success", "callback_vars": {"langfuse_span_scope": "llm_only"}},
+            {"callback_name": "langfuse_otel", "callback_type": "failure", "callback_vars": {"langfuse_span_scope": "llm_only"}},
+            {"callback_name": "otel", "callback_type": "success", "callback_vars": {}},
+        ]
+    }
+    assert logging_metadata_config_error(agreeing) is None
diff --git a/tests/test_litellm/proxy/common_utils/test_encrypt_decrypt_utils.py b/tests/test_litellm/proxy/common_utils/test_encrypt_decrypt_utils.py
index 08cf1e45812..9c07242bd23 100644
--- a/tests/test_litellm/proxy/common_utils/test_encrypt_decrypt_utils.py
+++ b/tests/test_litellm/proxy/common_utils/test_encrypt_decrypt_utils.py
@@ -6,12 +6,16 @@ gate, and the backward-compatibility guarantees that let legacy XSalsa20-Poly130
 (nacl) ciphertext and new AES values coexist and decrypt correctly.
 """
 
+import base64
+
 import pytest
 
 from litellm.proxy import proxy_server
 from litellm.proxy.common_utils.encrypt_decrypt_utils import (
     _V2_GCM_PREFIX,
+    decrypt_if_encrypted_with,
     decrypt_value_helper,
+    encrypt_value,
     encrypt_value_helper,
 )
 
@@ -185,3 +189,50 @@ def test_decrypt_failure_debug_log_omits_raw_value(monkeypatch):
         "the failing key should still be named in the breadcrumb"
     )
     assert result == secret
+
+
+@pytest.mark.parametrize("use_aes", [False, True])
+def test_explicit_key_decrypt_reads_only_values_written_under_that_key(monkeypatch, use_aes: bool):
+    if use_aes:
+        _use_aes(monkeypatch)
+    written_with_previous_key = encrypt_value_helper("stored-secret", new_encryption_key="sk-1234")
+
+    assert decrypt_if_encrypted_with(written_with_previous_key, "sk-1234") == "stored-secret"
+    assert decrypt_if_encrypted_with(written_with_previous_key, "sk-another-key") is None
+    assert decrypt_value_helper(written_with_previous_key, key="t", exception_type="debug") is None
+
+
+@pytest.mark.parametrize(
+    "not_a_ciphertext",
+    [
+        "",
+        "gpt-5.4-mini",
+        "https://example.invalid/v1",
+        "v2:gcm:",
+        "aGVsbG8=",
+        "*",
+        "-",
+        "_",
+        "...",
+        " ",
+        "{}",
+        "[]",
+        "=",
+    ],
+)
+def test_explicit_key_decrypt_rejects_values_that_are_not_ciphertexts(not_a_ciphertext: str):
+    assert decrypt_if_encrypted_with(not_a_ciphertext, "sk-1234") is None
+
+
+@pytest.mark.parametrize("use_aes", [False, True])
+def test_explicit_key_decrypt_tells_an_encrypted_empty_string_from_no_ciphertext(monkeypatch, use_aes: bool):
+    if use_aes:
+        _use_aes(monkeypatch)
+
+    assert decrypt_if_encrypted_with(encrypt_value_helper("", new_encryption_key="sk-1234"), "sk-1234") == ""
+
+
+def test_explicit_key_decrypt_supports_the_empty_master_key():
+    written_with_empty_key = encrypt_value(value="stored-secret", signing_key="")
+
+    assert decrypt_if_encrypted_with(base64.urlsafe_b64encode(written_with_empty_key).decode(), "") == "stored-secret"
diff --git a/tests/test_litellm/proxy/conftest.py b/tests/test_litellm/proxy/conftest.py
index 65e12b7d777..8ef5017a952 100644
--- a/tests/test_litellm/proxy/conftest.py
+++ b/tests/test_litellm/proxy/conftest.py
@@ -268,6 +268,7 @@ def create_proxy_test_client(
 
     # Set environment variables
     set_proxy_environment_variables(monkeypatch, database_url=database_url)
+    monkeypatch.setenv("LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY", "true")
 
     # Initialize proxy
     asyncio.run(initialize(config=config_fp, debug=init_options.get("debug", False)))
diff --git a/tests/test_litellm/proxy/db/test_db_spend_update_writer.py b/tests/test_litellm/proxy/db/test_db_spend_update_writer.py
index 2ed5f263775..a997939ed34 100644
--- a/tests/test_litellm/proxy/db/test_db_spend_update_writer.py
+++ b/tests/test_litellm/proxy/db/test_db_spend_update_writer.py
@@ -14,6 +14,7 @@ from unittest.mock import AsyncMock, MagicMock, call, patch
 
 import httpx
 import pytest
+from prisma.errors import DataError as PrismaDataError
 from prisma.errors import RawQueryError
 from redis.exceptions import DataError
 
@@ -24,6 +25,8 @@ from litellm.proxy.db.db_spend_update_writer import (
     _TEAM_ADVISORY_LOCK_SQL,
     _TEAM_MEMBER_SPEND_SQL,
     DBSpendUpdateWriter,
+    _SpendTableName,
+    _spend_tables_left_to_send,
 )
 from litellm.proxy.db.db_transaction_queue.spend_update_queue import SpendUpdateQueue
 from litellm.proxy.db.db_transaction_queue.window_spend_update_queue import (
@@ -3025,6 +3028,29 @@ def _postgres_rejection(sqlstate: str) -> RawQueryError:
     )
 
 
+def _batched_postgres_rejection(sqlstate: str) -> PrismaDataError:
+    return PrismaDataError(
+        data={
+            "user_facing_error": {
+                "is_panic": False,
+                "message": "Error occurred during query execution:\nConnectorError(ConnectorError { "
+                f'user_facing_error: None, kind: QueryError(PostgresError {{ code: "{sqlstate}", '
+                'message: "db error", severity: "ERROR" }) })',
+                "batch_request_idx": 0,
+            }
+        }
+    )
+
+
+_REQUEUE_SAFETY_CASES: Final = [
+    pytest.param(httpx.ReadTimeout("no reply"), False, id="reply lost after the statement was sent"),
+    pytest.param(httpx.ConnectError("refused"), True, id="statement never reached the database"),
+    pytest.param(_postgres_rejection("23514"), False, id="postgres refused a constraint violation"),
+    pytest.param(_batched_postgres_rejection("23514"), False, id="postgres refused a batched constraint violation"),
+    pytest.param(_postgres_rejection("42P01"), True, id="table missing"),
+]
+
+
 @pytest.mark.parametrize(
     ("failure", "lands_on_the_next_tick"),
     [
@@ -3193,6 +3219,169 @@ async def test_failed_window_spend_commit_from_redis_is_restored_to_redis():
     db_writer.pod_lock_manager.release_lock.assert_awaited_once()
 
 
+@pytest.mark.parametrize(("failure", "safe_to_resend"), _REQUEUE_SAFETY_CASES)
+@pytest.mark.asyncio
+async def test_failed_per_entity_increment_from_redis_restores_only_what_may_still_be_sent(
+    failure: Exception, safe_to_resend: bool
+):
+    db_writer = DBSpendUpdateWriter()
+    db_spend_transactions = _empty_spend_transactions(
+        user_list_transactions={"user-1": 1.5},
+        key_list_transactions={"key-1": 1.5},
+        team_list_transactions={"team-1": 1.5},
+    )
+    mock_redis_update_buffer = AsyncMock()
+    mock_redis_update_buffer.get_all_transactions_from_redis_buffer_pipeline = AsyncMock(
+        return_value=(db_spend_transactions, None, None, None, None, None, None)
+    )
+    mock_redis_update_buffer.restore_transactions_to_redis = AsyncMock()
+    db_writer.redis_update_buffer = mock_redis_update_buffer
+    db_writer.pod_lock_manager = AsyncMock()
+    db_writer.pod_lock_manager.acquire_lock = AsyncMock(return_value=True)
+
+    mock_batcher = MagicMock()
+    for table_name in (
+        "litellm_usertable",
+        "litellm_verificationtoken",
+        "litellm_teamtable",
+        "litellm_teammembership",
+        "litellm_organizationtable",
+        "litellm_organizationmembership",
+        "litellm_projecttable",
+        "litellm_tagtable",
+        "litellm_modelaccessgroupbudgettable",
+        "litellm_agentstable",
+    ):
+        setattr(mock_batcher, table_name, MagicMock())
+    mock_batcher.litellm_verificationtoken.update_many.side_effect = failure
+
+    class _BatchContext:
+        async def __aenter__(self):
+            return mock_batcher
+
+        async def __aexit__(self, exc_type, exc_value, traceback):
+            return False
+
+    class _Transaction:
+        def batch_(self):
+            return _BatchContext()
+
+        async def __aenter__(self):
+            return self
+
+        async def __aexit__(self, exc_type, exc_value, traceback):
+            return False
+
+    mock_prisma_client = MagicMock()
+    mock_prisma_client.db.tx = MagicMock(return_value=_Transaction())
+    proxy_logging_obj = MagicMock()
+    proxy_logging_obj.failure_handler = AsyncMock()
+
+    with patch(  # test-quality-ok: retry sleeps are disabled to exercise ConnectError without waiting
+        "litellm.proxy.db.db_spend_update_writer.asyncio.sleep",
+        new_callable=AsyncMock,
+    ):
+        await db_writer._commit_spend_updates_to_db_with_redis(
+            prisma_client=mock_prisma_client,
+            n_retry_times=0,
+            proxy_logging_obj=proxy_logging_obj,
+        )
+
+    mock_redis_update_buffer.restore_transactions_to_redis.assert_awaited_once()
+    restored = mock_redis_update_buffer.restore_transactions_to_redis.call_args.kwargs[
+        "db_spend_update_transactions"
+    ]
+    assert restored["user_list_transactions"] is None
+    assert restored["team_list_transactions"] == {"team-1": 1.5}
+    assert restored["key_list_transactions"] == ({"key-1": 1.5} if safe_to_resend else None)
+    mock_batcher.litellm_usertable.update_many.assert_called_once()
+
+
+@pytest.mark.parametrize(("failure", "safe_to_resend"), _REQUEUE_SAFETY_CASES)
+@pytest.mark.asyncio
+async def test_failed_window_spend_commit_from_redis_is_restored_only_when_safe_to_resend(
+    failure: Exception, safe_to_resend: bool
+):
+    db_writer = DBSpendUpdateWriter()
+    window_transactions = (
+        build_window_spend_transaction(
+            entity_type="team",
+            entity_id="team-1",
+            window_duration="7d",
+            window_start=datetime(2026, 8, 1, tzinfo=timezone.utc),
+            spend=2.0,
+        ),
+    )
+    mock_redis_update_buffer = AsyncMock()
+    mock_redis_update_buffer.get_all_transactions_from_redis_buffer_pipeline = AsyncMock(
+        return_value=(None, None, None, None, None, None, window_transactions)
+    )
+    mock_redis_update_buffer.restore_transactions_to_redis = AsyncMock()
+    db_writer.redis_update_buffer = mock_redis_update_buffer
+    db_writer.pod_lock_manager = AsyncMock()
+    db_writer.pod_lock_manager.acquire_lock = AsyncMock(return_value=True)
+    db = _WindowSpendFakeDB()
+    db.query_raw = AsyncMock(side_effect=failure)
+
+    await db_writer._commit_spend_updates_to_db_with_redis(
+        prisma_client=_WindowSpendFakePrisma(db),
+        n_retry_times=0,
+        proxy_logging_obj=MagicMock(),
+    )
+
+    assert _window_spend_upserts(db) == []
+    if safe_to_resend:
+        mock_redis_update_buffer.restore_transactions_to_redis.assert_awaited_once_with(
+            window_spend_update_transactions=window_transactions
+        )
+    else:
+        mock_redis_update_buffer.restore_transactions_to_redis.assert_not_awaited()
+    db_writer.pod_lock_manager.release_lock.assert_awaited_once()
+
+
+@pytest.mark.parametrize(("failure", "safe_to_resend"), _REQUEUE_SAFETY_CASES)
+@pytest.mark.asyncio
+async def test_failed_window_spend_commit_is_requeued_only_when_the_rows_are_provably_uncommitted(
+    failure: Exception, safe_to_resend: bool
+):
+    class _WindowSpendFailureDB(_WindowSpendFakeDB):
+        def __init__(self, failure: Exception | None) -> None:
+            super().__init__()
+            self.failure = failure
+
+        async def query_raw(self, query, *args):
+            if self.failure is not None:
+                raise self.failure
+            return await super().query_raw(query, *args)
+
+    db_writer = DBSpendUpdateWriter()
+    transaction = build_window_spend_transaction(
+        entity_type="key",
+        entity_id="hashed-token",
+        window_duration="30d",
+        window_start=datetime(2026, 8, 1, tzinfo=timezone.utc),
+        spend=0.5,
+    )
+    await db_writer.window_spend_update_queue.add_update(transaction)
+    db = _WindowSpendFailureDB(failure)
+    db_writer._flush_tool_discovery_queue = AsyncMock()
+
+    await db_writer._commit_spend_updates_to_db_without_redis_buffer(
+        prisma_client=_WindowSpendFakePrisma(db),
+        n_retry_times=0,
+        proxy_logging_obj=MagicMock(),
+    )
+    db.failure = None
+    await db_writer._commit_spend_updates_to_db_without_redis_buffer(
+        prisma_client=_WindowSpendFakePrisma(db),
+        n_retry_times=0,
+        proxy_logging_obj=MagicMock(),
+    )
+
+    assert len(_window_spend_upserts(db)) == (1 if safe_to_resend else 0)
+    assert db_writer.window_spend_update_queue.update_queue.empty()
+
+
 @pytest.mark.asyncio
 async def test_commit_spend_updates_to_db_does_not_stamp_key_settings_updated_at():
     """Spend flushes must leave settings_updated_at alone, or it decays into
@@ -3257,6 +3446,84 @@ async def test_commit_spend_updates_to_db_does_not_stamp_key_settings_updated_at
     assert call_kwargs["data"]["spend"] == {"increment": response_cost}
 
 
+@pytest.mark.asyncio
+async def test_commit_spend_updates_to_db_reports_each_completed_table():
+    db_writer = DBSpendUpdateWriter()
+    mock_prisma_client = MagicMock()
+    mock_prisma_client.db.tx = MagicMock(return_value=_good_tx(MagicMock()))
+    proxy_logging_obj = MagicMock()
+    proxy_logging_obj.call_details = {}
+    on_table_committed = MagicMock()
+
+    await db_writer._commit_spend_updates_to_db(
+        prisma_client=mock_prisma_client,
+        n_retry_times=0,
+        proxy_logging_obj=proxy_logging_obj,
+        db_spend_update_transactions=_empty_spend_transactions(
+            org_member_list_transactions={},
+            project_list_transactions={},
+            model_access_group_list_transactions={},
+        ),
+        on_table_committed=on_table_committed,
+    )
+
+    assert on_table_committed.call_args_list == [
+        call("user_list_transactions"),
+        call("end_user_list_transactions"),
+        call("key_list_transactions"),
+        call("team_list_transactions"),
+        call("team_member_list_transactions"),
+        call("org_list_transactions"),
+        call("org_member_list_transactions"),
+        call("project_list_transactions"),
+        call("tag_list_transactions"),
+        call("model_access_group_list_transactions"),
+        call("agent_list_transactions"),
+    ]
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "transactions, table",
+    [
+        pytest.param(
+            {"team_member_list_transactions": {"team_id::t1::user_id::u1": 0.5}},
+            "team_member_list_transactions",
+            id="team membership spend landed before its cache invalidation failed",
+        ),
+        pytest.param(
+            {"project_list_transactions": {"p1": 0.5}},
+            "project_list_transactions",
+            id="project spend landed before its cache invalidation failed",
+        ),
+    ],
+)
+async def test_commit_spend_updates_to_db_reports_table_committed_before_cache_invalidation(
+    transactions: dict[str, dict[str, float]], table: _SpendTableName
+):
+    db_writer = DBSpendUpdateWriter()
+    mock_prisma_client = MagicMock()
+    mock_prisma_client.db.tx = MagicMock(return_value=_good_tx(MagicMock()))
+    user_api_key_cache = MagicMock()
+    user_api_key_cache.async_delete_cache = AsyncMock(side_effect=ConnectionError("redis down"))
+    proxy_logging_obj = MagicMock()
+    proxy_logging_obj.call_details = {"user_api_key_cache": user_api_key_cache}
+    committed = []
+
+    with pytest.raises(ConnectionError):
+        await db_writer._commit_spend_updates_to_db(
+            prisma_client=mock_prisma_client,
+            n_retry_times=0,
+            proxy_logging_obj=proxy_logging_obj,
+            db_spend_update_transactions=_empty_spend_transactions(**transactions),
+            on_table_committed=committed.append,
+        )
+
+    user_api_key_cache.async_delete_cache.assert_awaited_once()
+    assert committed[-1] == table
+    assert _spend_tables_left_to_send(_empty_spend_transactions(**transactions), committed, ConnectionError()) is None
+
+
 @pytest.mark.asyncio
 async def test_daily_transaction_internal_call_keeps_spend_but_not_request_counts():
     """Internal sub-calls (auto-router classifier, shadow eval's shadow and judge) bill
diff --git a/tests/test_litellm/proxy/db/test_exception_handler.py b/tests/test_litellm/proxy/db/test_exception_handler.py
index f7cc5e3ed83..613ca847115 100644
--- a/tests/test_litellm/proxy/db/test_exception_handler.py
+++ b/tests/test_litellm/proxy/db/test_exception_handler.py
@@ -677,13 +677,28 @@ def test_is_deadlock_error_excludes_non_deadlocks(error):
         (RawQueryError(data={"user_facing_error": {"error_code": "P2010", "meta": {"message": "m"}}}), None),
         (RawQueryError(data={"user_facing_error": {"error_code": "P2010", "meta": {"code": 42, "message": "m"}}}), None),
         (prisma_errors.DataError(data={"user_facing_error": {"meta": None}}), None),
+        (
+            prisma_errors.DataError(
+                data={
+                    "user_facing_error": {
+                        "is_panic": False,
+                        "message": "Error occurred during query execution:\nConnectorError(ConnectorError { "
+                        'user_facing_error: None, kind: QueryError(PostgresError { code: "23514", '
+                        'message: "new row violates check constraint", severity: "ERROR" }) })',
+                        "batch_request_idx": 0,
+                    }
+                }
+            ),
+            "23514",
+        ),
         (PrismaError("db error"), None),
         (httpx.ReadTimeout("no reply"), None),
     ],
 )
 def test_postgres_sqlstate_reads_the_code_prisma_attached_to_the_failed_statement(error: Exception, sqlstate: str | None):
-    """Only a prisma data error carrying Postgres's own error code yields a SQLSTATE; a
-    codeless or malformed payload, an engine-level error, and a transport error yield None."""
+    """Only a prisma data error carrying Postgres's own error code yields a SQLSTATE, whether in ``meta``
+    or, for a batched statement, only in the message; a codeless or malformed payload, an engine-level
+    error, and a transport error yield None."""
     assert PrismaDBExceptionHandler.postgres_sqlstate(error) == sqlstate
 
 
diff --git a/tests/test_litellm/proxy/db/test_master_key_migration.py b/tests/test_litellm/proxy/db/test_master_key_migration.py
new file mode 100644
index 00000000000..9c0fc163b9f
--- /dev/null
+++ b/tests/test_litellm/proxy/db/test_master_key_migration.py
@@ -0,0 +1,563 @@
+import json
+import re
+from collections.abc import Mapping, Sequence
+from functools import reduce
+
+import pytest
+from pydantic import JsonValue
+
+from litellm.constants import DEFAULT_MAX_RECURSE_DEPTH
+from litellm.proxy import proxy_server
+from litellm.proxy.auth.master_key_boot_check import MIGRATE_FROM_MASTER_KEY_ENV_VAR, SALT_KEY_ENV_VAR
+from litellm.proxy.common_utils.encrypt_decrypt_utils import decrypt_if_encrypted_with, encrypt_value_helper
+from litellm.proxy.db.master_key_migration import (
+    _SECRET_COLUMNS,
+    Migrated,
+    MigrationFailed,
+    NothingToMigrate,
+    count_values_encrypted_with,
+    describe_outcome,
+    migrate_from_previous_master_key,
+    migrate_if_requested,
+    reencrypt_stored_values,
+    replace_ciphertexts,
+)
+
+PREVIOUS_KEY = "sk-1234"
+NEW_KEY = "sk-qa-9f2c1e7a44b0d3"
+UNRELATED_KEY = "sk-some-other-deployment"
+
+Tables = dict[str, list[dict[str, object]]]
+
+
+@pytest.fixture(autouse=True)
+def _legacy_algorithm_and_no_salt_key(monkeypatch: pytest.MonkeyPatch):
+    monkeypatch.delenv(SALT_KEY_ENV_VAR, raising=False)
+    monkeypatch.setattr(proxy_server, "general_settings", {})
+
+
+def _encrypted(plaintext: str, key: str = PREVIOUS_KEY) -> str:
+    return str(encrypt_value_helper(plaintext, new_encryption_key=key))
+
+
+class _FakeDatabase:
+    def __init__(self, tables: Tables, tables_missing_from_the_schema: frozenset[str] = frozenset()) -> None:
+        self.tables = tables
+        self.tables_missing_from_the_schema = tables_missing_from_the_schema
+        self.writes: list[tuple[str, str, str]] = []
+
+    async def query_raw(self, query: str, *args: object) -> Sequence[Mapping[str, object]]:
+        if "information_schema.columns" in query:
+            assert "table_schema = ANY (current_schemas(false))" in query
+            return [
+                {"table_name": secret_column.table, "column_name": secret_column.column}
+                for secret_column in _SECRET_COLUMNS
+                if secret_column.table not in self.tables_missing_from_the_schema
+            ]
+        select = re.fullmatch(r'SELECT "(\w+)", "(\w+)" FROM "(\w+)" WHERE "\2" IS NOT NULL(.*)', query)
+        assert select is not None, query
+        primary_key, column, table, row_filter = select.groups()
+        assert row_filter in ("", f" AND \"{column}\"::text LIKE '%litellm_enc::%'")
+        assert table not in self.tables_missing_from_the_schema, f'relation "{table}" does not exist'
+        return [
+            {primary_key: row[primary_key], column: json.loads(json.dumps(row[column]))}
+            for row in self.tables.get(table, [])
+            if row.get(column) is not None and (not row_filter or "litellm_enc::" in json.dumps(row[column]))
+        ]
+
+    async def execute_raw(self, query: str, *args: object) -> int:
+        update = re.fullmatch(r'UPDATE "(\w+)" SET "(\w+)" = \$1(::jsonb|) WHERE "(\w+)" = \$2 AND "\2" = \$3\3', query)
+        assert update is not None, query
+        table, column, json_cast, primary_key = update.groups()
+        new_value, row_id, expected = (
+            json.loads(str(arg)) if json_cast and index != 1 else arg for index, arg in enumerate(args)
+        )
+        matching = [row for row in self.tables[table] if row[primary_key] == row_id and row[column] == expected]
+        for row in matching:
+            row[column] = new_value
+            self.writes.append((table, column, str(row_id)))
+        return len(matching)
+
+
+class _DatabaseThatMustNotBeTouched:
+    async def query_raw(self, query: str, *args: object) -> Sequence[Mapping[str, object]]:
+        raise AssertionError(f"unexpected read: {query}")
+
+    async def execute_raw(self, query: str, *args: object) -> int:
+        raise AssertionError(f"unexpected write: {query}")
+
+
+def _seeded_tables() -> Tables:
+    return {
+        "LiteLLM_ProxyModelTable": [
+            {
+                "model_id": "model-1",
+                "litellm_params": {
+                    "api_key": _encrypted("provider-key"),
+                    "model": _encrypted("openai/gpt-5.4-mini"),
+                    "rpm": 10,
+                    "use_in_pass_through": False,
+                    "api_base": None,
+                },
+            },
+            {"model_id": "model-2", "litellm_params": {"api_key": _encrypted("other-deployment", UNRELATED_KEY)}},
+        ],
+        "LiteLLM_Config": [
+            {"param_name": "environment_variables", "param_value": {"LANGFUSE_SECRET_KEY": _encrypted("env-secret")}},
+            {"param_name": "general_settings", "param_value": {"proxy_batch_write_at": 10, "ui_name": "plain text"}},
+            {"param_name": "cleared", "param_value": None},
+        ],
+        "LiteLLM_MCPServerTable": [
+            {
+                "server_id": "mcp-1",
+                "credentials": {"auth_value": _encrypted("mcp-token"), "aws_region_name": "us-east-1"},
+                "static_headers": _encrypted('{"X-Api-Key": "header-secret"}'),
+                "env_vars": [
+                    {"name": "GLOBAL", "scope": "global", "value": _encrypted("global-env")},
+                    {"name": "PER_USER", "scope": "user", "value": ""},
+                ],
+                "env": {},
+            }
+        ],
+        "LiteLLM_MCPUserCredentials": [{"id": "cred-row-1", "credential_b64": _encrypted("byok-secret")}],
+        "LiteLLM_TeamTable": [
+            {
+                "team_id": "team-1",
+                "metadata": {
+                    "logging": [
+                        {
+                            "callback_name": "langfuse",
+                            "callback_vars": {
+                                "langfuse_host": "https://example.invalid",
+                                "langfuse_secret_key": "litellm_enc::" + _encrypted("team-callback-secret"),
+                            },
+                        }
+                    ]
+                },
+            },
+            {"team_id": "team-without-callbacks", "metadata": {"note": _encrypted("unmarked, so never selected")}},
+        ],
+    }
+
+
+_VALUES_UNDER_THE_PREVIOUS_KEY = 8
+
+
+@pytest.mark.asyncio
+async def test_reencryption_moves_every_stored_shape_to_the_new_key_and_nothing_else():
+    tables = _seeded_tables()
+    untouched_before = json.dumps(
+        [tables["LiteLLM_ProxyModelTable"][1], tables["LiteLLM_Config"][1:], tables["LiteLLM_TeamTable"][1]]
+    )
+
+    migrated = await reencrypt_stored_values(_FakeDatabase(tables), from_key=PREVIOUS_KEY, to_key=NEW_KEY)
+
+    assert migrated == _VALUES_UNDER_THE_PREVIOUS_KEY
+    model_params = tables["LiteLLM_ProxyModelTable"][0]["litellm_params"]
+    assert isinstance(model_params, dict)
+    assert decrypt_if_encrypted_with(model_params["api_key"], NEW_KEY) == "provider-key"
+    assert decrypt_if_encrypted_with(model_params["model"], NEW_KEY) == "openai/gpt-5.4-mini"
+    assert decrypt_if_encrypted_with(model_params["api_key"], PREVIOUS_KEY) is None
+    assert (model_params["rpm"], model_params["use_in_pass_through"], model_params["api_base"]) == (10, False, None)
+    mcp_server = tables["LiteLLM_MCPServerTable"][0]
+    assert decrypt_if_encrypted_with(mcp_server["static_headers"], NEW_KEY) == '{"X-Api-Key": "header-secret"}'
+    assert mcp_server["credentials"]["aws_region_name"] == "us-east-1"
+    assert decrypt_if_encrypted_with(mcp_server["env_vars"][0]["value"], NEW_KEY) == "global-env"
+    assert mcp_server["env_vars"][1] == {"name": "PER_USER", "scope": "user", "value": ""}
+    assert (
+        decrypt_if_encrypted_with(tables["LiteLLM_MCPUserCredentials"][0]["credential_b64"], NEW_KEY) == "byok-secret"
+    )
+    callback_secret = tables["LiteLLM_TeamTable"][0]["metadata"]["logging"][0]["callback_vars"]["langfuse_secret_key"]
+    assert callback_secret.startswith("litellm_enc::")
+    assert decrypt_if_encrypted_with(callback_secret.removeprefix("litellm_enc::"), NEW_KEY) == "team-callback-secret"
+    assert untouched_before == json.dumps(
+        [tables["LiteLLM_ProxyModelTable"][1], tables["LiteLLM_Config"][1:], tables["LiteLLM_TeamTable"][1]]
+    )
+
+
+@pytest.mark.asyncio
+async def test_count_follows_the_values_from_the_previous_key_to_the_new_one():
+    database = _FakeDatabase(_seeded_tables())
+
+    assert await count_values_encrypted_with(database, PREVIOUS_KEY) == _VALUES_UNDER_THE_PREVIOUS_KEY
+    assert await count_values_encrypted_with(database, NEW_KEY) == 0
+
+    await reencrypt_stored_values(database, from_key=PREVIOUS_KEY, to_key=NEW_KEY)
+
+    assert await count_values_encrypted_with(database, PREVIOUS_KEY) == 0
+    assert await count_values_encrypted_with(database, NEW_KEY) == _VALUES_UNDER_THE_PREVIOUS_KEY
+    assert await count_values_encrypted_with(database, UNRELATED_KEY) == 1
+
+
+@pytest.mark.asyncio
+async def test_only_rows_holding_values_under_the_previous_key_are_written():
+    database = _FakeDatabase(_seeded_tables())
+
+    await reencrypt_stored_values(database, from_key=PREVIOUS_KEY, to_key=NEW_KEY)
+
+    assert sorted(database.writes) == [
+        ("LiteLLM_Config", "param_value", "environment_variables"),
+        ("LiteLLM_MCPServerTable", "credentials", "mcp-1"),
+        ("LiteLLM_MCPServerTable", "env_vars", "mcp-1"),
+        ("LiteLLM_MCPServerTable", "static_headers", "mcp-1"),
+        ("LiteLLM_MCPUserCredentials", "credential_b64", "cred-row-1"),
+        ("LiteLLM_ProxyModelTable", "litellm_params", "model-1"),
+        ("LiteLLM_TeamTable", "metadata", "team-1"),
+    ]
+
+
+@pytest.mark.asyncio
+async def test_plaintext_that_base64_decodes_to_nothing_is_neither_counted_nor_rewritten():
+    settings = {"allowed_routes": ["*"], "ui_name": "-", "separator": "...", "blank": " ", "shape": "{}"}
+    tables: Tables = {
+        "LiteLLM_Config": [{"param_name": "general_settings", "param_value": dict(settings)}],
+        "LiteLLM_VerificationToken": [
+            {"token": "hashed", "metadata": {"notes": "...", "secret": "litellm_enc::" + _encrypted("callback-secret")}}
+        ],
+    }
+    database = _FakeDatabase(tables)
+
+    found = await count_values_encrypted_with(database, PREVIOUS_KEY)
+    migrated = await reencrypt_stored_values(database, from_key=PREVIOUS_KEY, to_key=NEW_KEY)
+
+    assert found == migrated == 1
+    assert tables["LiteLLM_Config"][0]["param_value"] == settings
+    assert tables["LiteLLM_VerificationToken"][0]["metadata"]["notes"] == "..."
+    assert database.writes == [("LiteLLM_VerificationToken", "metadata", "hashed")]
+
+
+@pytest.mark.asyncio
+async def test_schema_without_some_of_the_tables_is_migrated_for_the_tables_it_has():
+    missing = frozenset({"LiteLLM_MCPUserCredentials", "LiteLLM_SSOIdentityAssertion"})
+    tables = _seeded_tables()
+    database = _FakeDatabase(tables, tables_missing_from_the_schema=missing)
+
+    found = await count_values_encrypted_with(database, PREVIOUS_KEY)
+    migrated = await reencrypt_stored_values(database, from_key=PREVIOUS_KEY, to_key=NEW_KEY)
+
+    assert found == migrated == _VALUES_UNDER_THE_PREVIOUS_KEY - 1
+    assert decrypt_if_encrypted_with(str(tables["LiteLLM_MCPUserCredentials"][0]["credential_b64"]), PREVIOUS_KEY)
+
+
+class _SomeoneEditsEachRowAfterItIsRead(_FakeDatabase):
+    async def query_raw(self, query: str, *args: object) -> Sequence[Mapping[str, object]]:
+        rows = await super().query_raw(query, *args)
+        for row in self.tables.get("LiteLLM_MCPUserCredentials", []):
+            row["credential_b64"] = "edited-by-an-admin"
+        return rows
+
+
+@pytest.mark.asyncio
+async def test_value_edited_while_the_migration_runs_is_not_overwritten():
+    tables: Tables = {"LiteLLM_MCPUserCredentials": [{"id": "cred-row-1", "credential_b64": _encrypted("byok-secret")}]}
+
+    migrated = await reencrypt_stored_values(
+        _SomeoneEditsEachRowAfterItIsRead(tables), from_key=PREVIOUS_KEY, to_key=NEW_KEY
+    )
+
+    assert migrated == 0
+    assert tables["LiteLLM_MCPUserCredentials"][0]["credential_b64"] == "edited-by-an-admin"
+
+
+def test_replacing_ciphertexts_keeps_structure_markers_and_non_strings():
+    value = {"keep": [1, True, None, "plain"], "swap": ["old", {"nested": "litellm_enc::old"}]}
+
+    replaced, count = replace_ciphertexts(value, lambda text: "new" if text == "old" else None)
+
+    assert replaced == {"keep": [1, True, None, "plain"], "swap": ["new", {"nested": "litellm_enc::new"}]}
+    assert count == 2
+    assert value["swap"] == ["old", {"nested": "litellm_enc::old"}]
+
+
+def _nested(levels: int, leaf: str) -> JsonValue:
+    return reduce(lambda inner, _: [inner], range(levels), leaf)
+
+
+@pytest.mark.parametrize("levels_past_the_cap, replaced_count", [(0, 1), (1, 0), (50, 0)])
+def test_walk_stops_at_the_recursion_cap_and_leaves_deeper_values_as_they_were(
+    levels_past_the_cap: int, replaced_count: int
+):
+    value = _nested(DEFAULT_MAX_RECURSE_DEPTH + levels_past_the_cap, "old")
+
+    replaced, count = replace_ciphertexts(value, lambda text: "new")
+
+    assert count == replaced_count
+    assert replaced == _nested(DEFAULT_MAX_RECURSE_DEPTH + levels_past_the_cap, "new" if replaced_count else "old")
+
+
+async def _run(
+    database: _FakeDatabase | _DatabaseThatMustNotBeTouched | None,
+    *,
+    previous_master_key: str = PREVIOUS_KEY,
+    master_key: str = NEW_KEY,
+    salt_key_is_set: bool = False,
+) -> tuple[object, list[str]]:
+    logged: list[str] = []
+    outcome = await migrate_from_previous_master_key(
+        previous_master_key=previous_master_key,
+        master_key=master_key,
+        salt_key_is_set=salt_key_is_set,
+        database=database,
+        log=logged.append,
+    )
+    return outcome, logged
+
+
+@pytest.mark.asyncio
+async def test_migration_announces_itself_then_says_the_variable_can_go():
+    database = _FakeDatabase(_seeded_tables())
+
+    outcome, logged = await _run(database)
+
+    assert outcome == Migrated(migrated=_VALUES_UNDER_THE_PREVIOUS_KEY, remaining=0)
+    assert len(logged) == 2
+    assert logged[0].startswith(f"Re-encrypting {_VALUES_UNDER_THE_PREVIOUS_KEY} stored value(s)")
+    assert logged[1].startswith(f"Done re-encrypting {_VALUES_UNDER_THE_PREVIOUS_KEY} stored value(s)")
+    assert f"You may now delete the {MIGRATE_FROM_MASTER_KEY_ENV_VAR} environment variable" in logged[1]
+
+
+@pytest.mark.asyncio
+async def test_variable_left_set_after_the_migration_is_a_no_op_with_one_notice():
+    database = _FakeDatabase(_seeded_tables())
+    await _run(database)
+    writes_after_the_migration = list(database.writes)
+    stored_after_the_migration = json.dumps(database.tables)
+
+    outcome, logged = await _run(database)
+
+    assert outcome is NothingToMigrate.NOTHING_ENCRYPTED_WITH_PREVIOUS_KEY
+    assert logged == [describe_outcome(NothingToMigrate.NOTHING_ENCRYPTED_WITH_PREVIOUS_KEY)]
+    assert database.writes == writes_after_the_migration
+    assert json.dumps(database.tables) == stored_after_the_migration
+
+
+@pytest.mark.asyncio
+async def test_empty_previous_master_key_migrates_like_any_other():
+    tables: Tables = {"LiteLLM_CredentialsTable": [{"credential_id": "c1", "credential_values": {"api_key": "x"}}]}
+    tables["LiteLLM_CredentialsTable"][0]["credential_values"] = {"api_key": _encrypted_with_empty_key("cred-secret")}
+
+    outcome, _ = await _run(_FakeDatabase(tables), previous_master_key="")
+
+    assert outcome == Migrated(migrated=1, remaining=0)
+    stored = tables["LiteLLM_CredentialsTable"][0]["credential_values"]
+    assert isinstance(stored, dict)
+    assert decrypt_if_encrypted_with(stored["api_key"], NEW_KEY) == "cred-secret"
+
+
+def _encrypted_with_empty_key(plaintext: str) -> str:
+    import base64
+
+    from litellm.proxy.common_utils.encrypt_decrypt_utils import encrypt_value
+
+    return base64.urlsafe_b64encode(encrypt_value(value=plaintext, signing_key="")).decode()
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    ("salt_key_is_set", "has_database", "master_key", "expected"),
+    [
+        (True, True, NEW_KEY, NothingToMigrate.SALT_KEY_ENCRYPTS_STORED_VALUES),
+        (False, False, NEW_KEY, NothingToMigrate.NO_DATABASE),
+        (False, True, PREVIOUS_KEY, NothingToMigrate.NOTHING_ENCRYPTED_WITH_PREVIOUS_KEY),
+    ],
+)
+async def test_database_is_left_alone_when_the_master_key_cannot_have_encrypted_it(
+    salt_key_is_set: bool, has_database: bool, master_key: str, expected: NothingToMigrate
+):
+    outcome, logged = await _run(
+        _DatabaseThatMustNotBeTouched() if has_database else None,
+        master_key=master_key,
+        salt_key_is_set=salt_key_is_set,
+    )
+
+    assert outcome is expected
+    assert logged == [describe_outcome(expected)]
+
+
+class _AnotherWorkerMigratesRightAfterTheFirstCount(_FakeDatabase):
+    def __init__(self, tables: Tables) -> None:
+        super().__init__(tables)
+        self.reads = 0
+
+    async def query_raw(self, query: str, *args: object) -> Sequence[Mapping[str, object]]:
+        rows = await super().query_raw(query, *args)
+        self.reads += 1
+        if self.reads == len(_SECRET_COLUMNS):
+            await reencrypt_stored_values(_FakeDatabase(self.tables), from_key=PREVIOUS_KEY, to_key=NEW_KEY)
+        return rows
+
+
+@pytest.mark.asyncio
+async def test_worker_that_loses_the_race_reports_nothing_left_instead_of_zero_values_done():
+    database = _AnotherWorkerMigratesRightAfterTheFirstCount(_seeded_tables())
+
+    outcome, logged = await _run(database)
+
+    assert outcome is NothingToMigrate.NOTHING_ENCRYPTED_WITH_PREVIOUS_KEY
+    assert database.writes == []
+    assert logged[-1] == describe_outcome(NothingToMigrate.NOTHING_ENCRYPTED_WITH_PREVIOUS_KEY)
+
+
+@pytest.mark.asyncio
+async def test_values_that_could_not_be_written_keep_the_variable_in_place():
+    tables: Tables = {"LiteLLM_MCPUserCredentials": [{"id": "cred-row-1", "credential_b64": _encrypted("byok-secret")}]}
+
+    class _EveryWriteLosesToACurrentEdit(_FakeDatabase):
+        async def execute_raw(self, query: str, *args: object) -> int:
+            return 0
+
+    outcome, logged = await _run(_EveryWriteLosesToACurrentEdit(tables))
+
+    assert outcome == Migrated(migrated=0, remaining=1)
+    assert "1 are still encrypted with the previous key" in logged[-1]
+    assert f"Keep {MIGRATE_FROM_MASTER_KEY_ENV_VAR} set" in logged[-1]
+    assert "You may now delete" not in logged[-1]
+
+
+@pytest.mark.parametrize(
+    "outcome", [*NothingToMigrate, Migrated(migrated=5, remaining=0)], ids=lambda outcome: str(outcome)
+)
+def test_every_finished_outcome_tells_the_user_the_variable_can_be_deleted(outcome: NothingToMigrate | Migrated):
+    message = describe_outcome(outcome)
+
+    assert "ou may now delete" in message
+    assert MIGRATE_FROM_MASTER_KEY_ENV_VAR in message
+
+
+def test_salt_key_outcome_names_the_salt_key_as_the_reason():
+    assert SALT_KEY_ENV_VAR in describe_outcome(NothingToMigrate.SALT_KEY_ENCRYPTS_STORED_VALUES)
+    assert SALT_KEY_ENV_VAR not in describe_outcome(NothingToMigrate.NO_DATABASE)
+
+
+@pytest.mark.asyncio
+async def test_encrypted_empty_string_is_migrated_like_any_other_value():
+    tables: Tables = {"LiteLLM_MCPUserCredentials": [{"id": "cred-row-1", "credential_b64": _encrypted("")}]}
+
+    migrated = await reencrypt_stored_values(_FakeDatabase(tables), from_key=PREVIOUS_KEY, to_key=NEW_KEY)
+
+    assert migrated == 1
+    assert decrypt_if_encrypted_with(str(tables["LiteLLM_MCPUserCredentials"][0]["credential_b64"]), NEW_KEY) == ""
+
+
+class _DatabaseIsDown(_FakeDatabase):
+    async def query_raw(self, query: str, *args: object) -> Sequence[Mapping[str, object]]:
+        raise ConnectionError("Can't reach database server")
+
+
+@pytest.mark.asyncio
+async def test_database_error_during_the_migration_comes_back_as_a_value_and_is_logged():
+    outcome, logged = await _run(_DatabaseIsDown(_seeded_tables()))
+
+    assert isinstance(outcome, MigrationFailed)
+    assert isinstance(outcome.error, ConnectionError)
+    assert len(logged) == 1
+    assert "ConnectionError: Can't reach database server" in logged[0]
+    assert f"Keep {MIGRATE_FROM_MASTER_KEY_ENV_VAR} set" in logged[0]
+    assert "ou may now delete" not in logged[0]
+
+
+def _raise(error: Exception) -> None:
+    raise error
+
+
+def _tolerate(error: Exception) -> None:
+    return None
+
+
+@pytest.mark.asyncio
+async def test_boot_stops_on_a_failed_migration_when_the_outage_is_not_tolerated():
+    logged: list[str] = []
+
+    with pytest.raises(ConnectionError, match="Can't reach database server"):
+        await migrate_if_requested(
+            environ={MIGRATE_FROM_MASTER_KEY_ENV_VAR: PREVIOUS_KEY},
+            master_key=NEW_KEY,
+            connected_database=lambda: _DatabaseIsDown(_seeded_tables()),
+            log=logged.append,
+            raise_unless_tolerated=_raise,
+        )
+
+    assert len(logged) == 1
+    assert f"Keep {MIGRATE_FROM_MASTER_KEY_ENV_VAR} set" in logged[0]
+
+
+@pytest.mark.asyncio
+async def test_boot_continues_past_a_failed_migration_when_the_outage_is_tolerated():
+    outcome = await migrate_if_requested(
+        environ={MIGRATE_FROM_MASTER_KEY_ENV_VAR: PREVIOUS_KEY},
+        master_key=NEW_KEY,
+        connected_database=lambda: _DatabaseIsDown(_seeded_tables()),
+        log=lambda line: None,
+        raise_unless_tolerated=_tolerate,
+    )
+
+    assert isinstance(outcome, MigrationFailed)
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("previous_master_key", [PREVIOUS_KEY, ""])
+async def test_boot_migrates_from_the_environment_variable_to_the_running_master_key(previous_master_key: str):
+    tables: Tables = {
+        "LiteLLM_CredentialsTable": [
+            {
+                "credential_id": "cred-1",
+                "credential_values": {
+                    "api_key": _encrypted("sk-provider", previous_master_key)
+                    if previous_master_key
+                    else _encrypted_with_empty_key("sk-provider")
+                },
+            }
+        ]
+    }
+    logged: list[str] = []
+
+    outcome = await migrate_if_requested(
+        environ={MIGRATE_FROM_MASTER_KEY_ENV_VAR: previous_master_key},
+        master_key=NEW_KEY,
+        connected_database=lambda: _FakeDatabase(tables),
+        log=logged.append,
+        raise_unless_tolerated=_raise,
+    )
+
+    assert outcome == Migrated(migrated=1, remaining=0)
+    stored = tables["LiteLLM_CredentialsTable"][0]["credential_values"]
+    assert isinstance(stored, dict)
+    assert decrypt_if_encrypted_with(stored["api_key"], NEW_KEY) == "sk-provider"
+    assert "Done re-encrypting 1 stored value(s)" in logged[-1]
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "environ, master_key, outcome",
+    [
+        ({}, NEW_KEY, None),
+        ({MIGRATE_FROM_MASTER_KEY_ENV_VAR: PREVIOUS_KEY}, None, None),
+        (
+            {MIGRATE_FROM_MASTER_KEY_ENV_VAR: PREVIOUS_KEY, SALT_KEY_ENV_VAR: "a-salt-key"},
+            NEW_KEY,
+            NothingToMigrate.SALT_KEY_ENCRYPTS_STORED_VALUES,
+        ),
+    ],
+    ids=["variable-not-set", "no-master-key", "salt-key-set"],
+)
+async def test_boot_leaves_the_database_alone_unless_a_migration_was_requested_and_can_apply(
+    environ: dict[str, str], master_key: str | None, outcome: NothingToMigrate | None
+):
+    logged: list[str] = []
+    database_handles_taken: list[str] = []
+
+    def connected_database() -> _DatabaseThatMustNotBeTouched:
+        database_handles_taken.append("taken")
+        return _DatabaseThatMustNotBeTouched()
+
+    result = await migrate_if_requested(
+        environ=environ,
+        master_key=master_key,
+        connected_database=connected_database,
+        log=logged.append,
+        raise_unless_tolerated=_raise,
+    )
+
+    assert result is outcome
+    assert len(database_handles_taken) == (0 if outcome is None else 1)
+    assert len(logged) == (0 if outcome is None else 1)
diff --git a/tests/test_litellm/proxy/hooks/test_model_max_budget_limiter.py b/tests/test_litellm/proxy/hooks/test_model_max_budget_limiter.py
new file mode 100644
index 00000000000..ffb60fb4651
--- /dev/null
+++ b/tests/test_litellm/proxy/hooks/test_model_max_budget_limiter.py
@@ -0,0 +1,198 @@
+import asyncio
+import time
+from collections.abc import Callable, Mapping
+from types import MappingProxyType
+from typing import Final
+
+import pytest
+
+from litellm.caching.caching import DualCache
+from litellm.proxy.hooks.model_max_budget_limiter import (
+    _PROXY_VirtualKeyModelMaxBudgetLimiter,
+)
+from litellm.types.caching import RedisPipelineIncrementOperation
+from litellm.types.utils import LiteLLMBatch, Usage
+
+KEY_HASH: Final = "key-hash-batch"
+USER_ID: Final = "user-batch"
+MODEL_GROUP: Final = "batch-qa-primary"
+BATCH_COST: Final = 2.925e-05
+CHAT_COST: Final = 0.001
+KEY_SPEND_KEY: Final = f"virtual_key_spend:{KEY_HASH}:{MODEL_GROUP}:1d"
+USER_SPEND_KEY: Final = f"user_model_spend:{USER_ID}:{MODEL_GROUP}:1d"
+
+
+def _batch(batch_id: str, status: str) -> LiteLLMBatch:
+    return LiteLLMBatch(
+        id=batch_id,
+        completion_window="24h",
+        created_at=1,
+        endpoint="/v1/chat/completions",
+        input_file_id="file-batch",
+        object="batch",
+        status=status,
+        usage=Usage(prompt_tokens=20, completion_tokens=18, total_tokens=38),
+    )
+
+
+def _event(call_type: str, response_cost: float) -> dict[str, object]:
+    return {
+        "call_type": call_type,
+        "standard_logging_object": {
+            "call_type": call_type,
+            "response_cost": response_cost,
+            "model": "openai/gpt-5.4-mini",
+            "model_group": MODEL_GROUP,
+            "metadata": {"user_api_key_hash": KEY_HASH, "user_api_key_user_id": USER_ID},
+        },
+        "litellm_params": {
+            "metadata": {
+                "user_api_key_model_max_budget": {MODEL_GROUP: {"budget_limit": 0.0001, "time_period": "1d"}},
+                "user_api_key_user_model_max_budget": {MODEL_GROUP: {"budget_limit": 0.0001, "time_period": "1d"}},
+            }
+        },
+    }
+
+
+async def _poll(limiter: _PROXY_VirtualKeyModelMaxBudgetLimiter, batch: LiteLLMBatch, response_cost: float) -> None:
+    await limiter.async_log_success_event(
+        _event("aretrieve_batch", response_cost), response_obj=batch, start_time=None, end_time=None
+    )
+
+
+async def _chat(limiter: _PROXY_VirtualKeyModelMaxBudgetLimiter) -> None:
+    await limiter.async_log_success_event(
+        _event("acompletion", CHAT_COST), response_obj=None, start_time=None, end_time=None
+    )
+
+
+async def _spend(limiter: _PROXY_VirtualKeyModelMaxBudgetLimiter, spend_key: str) -> float:
+    return await limiter.dual_cache.async_get_cache(key=spend_key) or 0.0
+
+
+def _local_spend(limiter: _PROXY_VirtualKeyModelMaxBudgetLimiter, spend_key: str) -> float:
+    return limiter.dual_cache.in_memory_cache.get_cache(key=spend_key) or 0.0
+
+
+class _Clock:
+    def __init__(self) -> None:
+        self.seconds = 0.0
+
+    def now(self) -> float:
+        return self.seconds
+
+    def advance(self, seconds: float) -> None:
+        self.seconds = self.seconds + seconds
+
+
+class _SharedRedisDouble:
+    def __init__(self, now: Callable[[], float] = time.time) -> None:
+        self.now = now
+        self.entries: Mapping[str, tuple[float, float | None]] = MappingProxyType({})
+
+    def _live(self, key: str) -> tuple[float, float | None] | None:
+        entry: Final = self.entries.get(key)
+        if entry is None:
+            return None
+        expires_at: Final = entry[1]
+        if expires_at is not None and expires_at <= self.now():
+            return None
+        return entry
+
+    def _store(self, key: str, value: float, expires_at: float | None) -> None:
+        self.entries = MappingProxyType({**self.entries, key: (value, expires_at)})
+
+    async def async_get_cache(self, key: str, **kwargs: object) -> float | None:
+        await asyncio.sleep(0)
+        entry: Final = self._live(key)
+        return None if entry is None else entry[0]
+
+    async def async_set_cache(self, key: str, value: float, ttl: int | None = None, **kwargs: object) -> None:
+        await asyncio.sleep(0)
+        self._store(key, value, None if ttl is None else self.now() + ttl)
+
+    async def async_increment(
+        self,
+        key: str,
+        value: float,
+        ttl: int | None = None,
+        parent_otel_span: object = None,
+        refresh_ttl: bool = False,
+    ) -> float:
+        await asyncio.sleep(0)
+        live: Final = self._live(key)
+        total: Final = value if live is None else live[0] + value
+        kept_expiry: Final = None if live is None else live[1]
+        expires_at: Final = (
+            kept_expiry if ttl is None or (kept_expiry is not None and not refresh_ttl) else self.now() + ttl
+        )
+        self._store(key, total, expires_at)
+        return total
+
+    async def async_increment_pipeline(self, increment_list: list[RedisPipelineIncrementOperation]) -> list[float]:
+        return [await self.async_increment(op["key"], op["increment_value"], ttl=op["ttl"]) for op in increment_list]
+
+
+def _worker(redis: _SharedRedisDouble) -> _PROXY_VirtualKeyModelMaxBudgetLimiter:
+    return _PROXY_VirtualKeyModelMaxBudgetLimiter(
+        dual_cache=DualCache(redis_cache=redis)  # pyright: ignore[reportArgumentType]  # duck-typed Redis double
+    )
+
+
+async def _drain_redis_pushes() -> None:
+    await asyncio.gather(*(task for task in asyncio.all_tasks() if task is not asyncio.current_task()))
+
+
+@pytest.mark.asyncio
+async def test_polls_of_a_finished_batch_charge_each_per_model_budget_once():
+    limiter: Final = _PROXY_VirtualKeyModelMaxBudgetLimiter(dual_cache=DualCache())
+    first: Final = _batch("batch_first", "completed")
+
+    await _poll(limiter, _batch("batch_first", "in_progress"), response_cost=0)
+    for _ in range(3):
+        await _poll(limiter, first, response_cost=BATCH_COST)
+
+    assert await _spend(limiter, KEY_SPEND_KEY) == pytest.approx(BATCH_COST)
+    assert await _spend(limiter, USER_SPEND_KEY) == pytest.approx(BATCH_COST)
+
+
+@pytest.mark.asyncio
+async def test_a_second_batch_and_chat_requests_still_charge_the_budget():
+    limiter: Final = _PROXY_VirtualKeyModelMaxBudgetLimiter(dual_cache=DualCache())
+
+    await _poll(limiter, _batch("batch_first", "completed"), response_cost=BATCH_COST)
+    await _poll(limiter, _batch("batch_first", "completed"), response_cost=BATCH_COST)
+    await _poll(limiter, _batch("batch_second", "completed"), response_cost=BATCH_COST)
+    await _chat(limiter)
+    await _chat(limiter)
+
+    assert await _spend(limiter, KEY_SPEND_KEY) == pytest.approx(2 * BATCH_COST + 2 * CHAT_COST)
+
+
+@pytest.mark.asyncio
+async def test_two_workers_polling_the_same_finished_batch_at_once_charge_it_once():
+    redis: Final = _SharedRedisDouble()
+    worker_a: Final = _worker(redis)
+    worker_b: Final = _worker(redis)
+    finished: Final = _batch("batch_first", "completed")
+
+    await asyncio.gather(_poll(worker_a, finished, BATCH_COST), _poll(worker_b, finished, BATCH_COST))
+    await _drain_redis_pushes()
+
+    assert _local_spend(worker_a, KEY_SPEND_KEY) + _local_spend(worker_b, KEY_SPEND_KEY) == pytest.approx(BATCH_COST)
+    assert await redis.async_get_cache(KEY_SPEND_KEY) == pytest.approx(BATCH_COST)
+
+
+@pytest.mark.asyncio
+async def test_a_batch_polled_within_every_budget_window_is_never_charged_again():
+    clock: Final = _Clock()
+    limiter: Final = _worker(_SharedRedisDouble(now=clock.now))
+    finished: Final = _batch("batch_first", "completed")
+
+    await _poll(limiter, finished, BATCH_COST)
+    clock.advance(12 * 3600)
+    await _poll(limiter, finished, BATCH_COST)
+    clock.advance(18 * 3600)
+    await _poll(limiter, finished, BATCH_COST)
+
+    assert _local_spend(limiter, KEY_SPEND_KEY) == pytest.approx(BATCH_COST)
diff --git a/tests/test_litellm/proxy/management_endpoints/scim/test_scim_key_deactivation.py b/tests/test_litellm/proxy/management_endpoints/scim/test_scim_key_deactivation.py
index 0a9cf8b84cb..2cfbfbbb3cb 100644
--- a/tests/test_litellm/proxy/management_endpoints/scim/test_scim_key_deactivation.py
+++ b/tests/test_litellm/proxy/management_endpoints/scim/test_scim_key_deactivation.py
@@ -541,3 +541,63 @@ async def test_scim_put_user_explicit_active_false_blocks_keys():
     assert update_kwargs["where"] == {"token": "hash-block-me"}
     assert update_kwargs["data"]["blocked"] is True
     assert '"scim_blocked": true' in update_kwargs["data"]["metadata"]
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("method", ["PUT", "PATCH"])
+@pytest.mark.parametrize("active", [False, True])
+@pytest.mark.parametrize("failure", [None, "write", "keys"])
+@pytest.mark.parametrize("status_change", [False, True])
+async def test_scim_status_write_refreshes_user_cache(
+    method: str, active: bool, failure: str | None, status_change: bool
+) -> None:
+    import json
+    from typing import Final
+
+    from litellm.proxy._types import ProxyException
+    from litellm.proxy.common_utils.user_api_key_cache import UserApiKeyCache
+
+    user_id: Final = "scim-cache-user"
+    saved: Final = LiteLLM_UserTable(
+        user_id=user_id, user_email="x@example.com", teams=[], metadata={"scim_active": not active if status_change else active},
+    )
+    updated: Final = LiteLLM_UserTable(
+        user_id=user_id, user_email="x@example.com", teams=[], metadata={"scim_active": active},
+    )
+    client, db = _build_prisma_with_keys([], mock_user=saved.model_copy(deep=True), updated_user=updated)
+    if failure == "write":
+        db.litellm_usertable.update.side_effect = RuntimeError("status write failed")
+    if failure == "keys":
+        db.litellm_verificationtoken.find_many.side_effect = RuntimeError("key update failed")
+    cache: Final = UserApiKeyCache()
+    await cache.async_set_cache(key=user_id, value=saved, model_type=LiteLLM_UserTable)
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client", client),  # test-quality-ok: substitute the database dependency
+        patch("litellm.proxy.proxy_server.user_api_key_cache", cache),  # test-quality-ok: exercise a real isolated cache
+        patch("litellm.proxy.proxy_server.proxy_logging_obj", MagicMock()),  # test-quality-ok: isolate the logging dependency
+        patch(  # test-quality-ok: observe the Redis publication boundary
+            "litellm.proxy.common_utils.auth_cache_invalidation_pubsub.publish_auth_cache_invalidation",
+            new_callable=AsyncMock,
+        ) as broadcast,
+    ):
+        request: Final = (
+            update_user(user_id=user_id, user=SCIMUser.model_validate(_build_put_user_payload(user_id, active=active)))
+            if method == "PUT" else
+            patch_user(user_id=user_id, patch_ops=SCIMPatchOp(
+                Operations=[SCIMPatchOperation(op="replace", path="active", value=active)]
+            ))
+        )
+        if failure == "write" or (failure == "keys" and status_change):
+            with pytest.raises(ProxyException, match="status write failed" if failure == "write" else "key update failed"):
+                await request
+        else:
+            response: Final = await request
+            assert response.active is active
+        assert json.loads(db.litellm_usertable.update.await_args.kwargs["data"]["metadata"])["scim_active"] is active
+        cached: Final = await cache.async_get_cache(key=user_id, model_type=LiteLLM_UserTable)
+        if failure == "write":
+            assert cached == saved
+            broadcast.assert_not_awaited()
+        else:
+            assert cached is None
+            broadcast.assert_awaited_once_with(cache_key=user_id)
diff --git a/tests/test_litellm/proxy/management_endpoints/test_auto_router_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_auto_router_endpoints.py
index 6ac053f4e15..6b784166c19 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_auto_router_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_auto_router_endpoints.py
@@ -3,23 +3,34 @@ Unit tests for auto router management endpoints
 """
 
 from collections.abc import Mapping, Sequence
+from functools import partial
 from pathlib import Path
 from typing import Final
+from unittest.mock import AsyncMock, MagicMock
 
 import pytest
 from fastapi import HTTPException, Request
 from pydantic import ValidationError
 
+import litellm
+from litellm.proxy import proxy_server
 from litellm.proxy._types import (
     LitellmUserRoles,
     ProxyErrorTypes,
     ProxyException,
     UserAPIKeyAuth,
 )
+from litellm.proxy.management_endpoints import auto_router_endpoints
 from litellm.proxy.management_endpoints.auto_router_endpoints import (
     preview_auto_router_routing,
 )
 from litellm.router import Router
+from litellm.router_strategy.complexity_router import ComplexityRouter
+from litellm.router_strategy.complexity_router.jev_classifier import (
+    JevChoiceAnswer,
+    JevClassifierClient,
+    JevSystemOneResponse,
+)
 from litellm.types.management_endpoints.auto_router_endpoints import (
     AutoRouterBenchmarksResponse,
     AutoRouterRoutingTestRequest,
@@ -422,8 +433,115 @@ async def test_a_key_over_its_budget_cannot_run_a_classifier_config(monkeypatch:
     assert calls == []
 
 
+@pytest.mark.parametrize(
+    "max_budget, spend, denied",
+    (
+        pytest.param(0.0, 0.0, True, id="zero-budget"),
+        pytest.param(1.0, 1.0, True, id="budget-reached"),
+        pytest.param(1.0, 2.0, True, id="budget-exceeded"),
+        pytest.param(1.0, 0.5, False, id="budget-remaining"),
+        pytest.param(None, 2.0, False, id="unlimited"),
+    ),
+)
 @pytest.mark.asyncio
-async def test_a_heuristic_config_does_not_need_a_budget(monkeypatch: pytest.MonkeyPatch):
+async def test_jev_test_routing_enforces_key_budget_before_provider_invocation(
+    monkeypatch: pytest.MonkeyPatch, max_budget: float | None, spend: float, denied: bool
+) -> None:
+    client: Final = AsyncMock(spec=JevClassifierClient)
+    client.evaluate.return_value = JevSystemOneResponse(
+        model="jev-test",
+        answers={
+            "tier": JevChoiceAnswer(type="choice", choice="SIMPLE", probabilities={"SIMPLE": 1.0}, confidence=1.0)
+        },
+    )
+    monkeypatch.setattr(proxy_server, "llm_router", _router())
+    monkeypatch.setattr(auto_router_endpoints, "ComplexityRouter", partial(ComplexityRouter, jev_client=client))
+    actor: Final = UserAPIKeyAuth(
+        user_role=LitellmUserRoles.PROXY_ADMIN,
+        api_key="sk-jev-budget-test",
+        user_id="admin",
+        models=["cheap-model", "typesafe/jev-test"],
+        max_budget=max_budget,
+        spend=spend,
+    )
+    request: Final = _request(
+        "what is 2+2",
+        classifier_type="jev",
+        jev_classifier_config={"model": "jev-test"},
+    )
+
+    if denied:
+        with pytest.raises(ProxyException) as exc_info:
+            await preview_auto_router_routing(http_request=ROUTING_HTTP_REQUEST, data=request, user_api_key_dict=actor)
+        assert exc_info.value.type == ProxyErrorTypes.budget_exceeded
+        assert exc_info.value.code == "400"
+        assert exc_info.value.param is None
+        assert "Budget has been exceeded!" in exc_info.value.message
+        client.evaluate.assert_not_called()
+        return
+
+    response: Final = await preview_auto_router_routing(
+        http_request=ROUTING_HTTP_REQUEST, data=request, user_api_key_dict=actor
+    )
+    assert response.routed_model == "cheap-model"
+    assert response.routing_decision["cause"] == "jev_classifier"
+    assert response.routing_decision["classifier_model"] == "typesafe/jev-test"
+    client.evaluate.assert_awaited_once()
+
+
+@pytest.mark.parametrize(
+    "max_budget, spend, denied",
+    ((0.0, 0.0, True), (1.0, 2.0, True), (1.0, 0.5, False), (None, 2.0, False)),
+)
+@pytest.mark.asyncio
+async def test_jev_test_routing_hard_blocks_exhausted_throttle_enabled_keys(
+    monkeypatch: pytest.MonkeyPatch, max_budget: float | None, spend: float, denied: bool
+) -> None:
+    client: Final = AsyncMock(spec=JevClassifierClient)
+    client.evaluate.return_value = JevSystemOneResponse(
+        model="jev-test",
+        answers={
+            "tier": JevChoiceAnswer(type="choice", choice="SIMPLE", probabilities={"SIMPLE": 1.0}, confidence=1.0)
+        },
+    )
+    monkeypatch.setattr(litellm, "budget_exceeded_throttle_percentage", 0.1)
+    monkeypatch.setattr(proxy_server, "llm_router", _router())
+    monkeypatch.setattr(auto_router_endpoints, "ComplexityRouter", partial(ComplexityRouter, jev_client=client))
+    actor: Final = UserAPIKeyAuth(
+        user_role=LitellmUserRoles.PROXY_ADMIN,
+        api_key="sk-jev-throttle-test",
+        user_id="admin",
+        models=["cheap-model", "typesafe/jev-test"],
+        max_budget=max_budget,
+        spend=spend,
+        rpm_limit=100,
+        metadata={"throttle_on_budget_exceeded": True},
+    )
+    request: Final = _request(
+        "what is 2+2",
+        classifier_type="jev",
+        jev_classifier_config={"model": "jev-test"},
+    )
+    if denied:
+        with pytest.raises(ProxyException) as exc_info:
+            await preview_auto_router_routing(http_request=ROUTING_HTTP_REQUEST, data=request, user_api_key_dict=actor)
+        assert exc_info.value.type == ProxyErrorTypes.budget_exceeded
+        assert exc_info.value.code == "400"
+        client.evaluate.assert_not_called()
+        return
+
+    response: Final = await preview_auto_router_routing(
+        http_request=ROUTING_HTTP_REQUEST, data=request, user_api_key_dict=actor
+    )
+    assert response.routing_decision["cause"] == "jev_classifier"
+    client.evaluate.assert_awaited_once()
+
+
+@pytest.mark.parametrize("max_budget, spend", ((0.0, 0.0), (1.0, 2.0)))
+@pytest.mark.asyncio
+async def test_a_heuristic_config_does_not_need_a_budget(
+    monkeypatch: pytest.MonkeyPatch, max_budget: float, spend: float
+):
     import litellm.proxy.proxy_server as proxy_server
 
     monkeypatch.setattr(proxy_server, "llm_router", _router())
@@ -435,8 +553,8 @@ async def test_a_heuristic_config_does_not_need_a_budget(monkeypatch: pytest.Mon
             user_role=LitellmUserRoles.PROXY_ADMIN,
             api_key="sk-broke",
             user_id="admin",
-            max_budget=1.0,
-            spend=2.0,
+            max_budget=max_budget,
+            spend=spend,
             models=["cheap-model"],
         ),
     )
@@ -877,7 +995,6 @@ class TestAutoRouterBenchmarks:
 # ---------------------------------------------------------------------------
 
 from datetime import datetime, timedelta, timezone
-from unittest.mock import AsyncMock, MagicMock
 
 from litellm.proxy.management_endpoints.auto_router_endpoints import (
     get_shadow_eval_job,
diff --git a/tests/test_litellm/proxy/management_endpoints/test_callback_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_callback_management_endpoints.py
index 272a8ffa972..5c5cfd0814d 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_callback_management_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_callback_management_endpoints.py
@@ -285,6 +285,20 @@ class TestNewRelicCallbackConfig:
         assert "NEW_RELIC_AI_MONITORING_RECORD_CONTENT_ENABLED" not in params
 
 
+class TestLangfuseOtelCallbackConfig:
+    def test_span_scope_is_a_select_over_exactly_the_scopes_the_validator_accepts(self):
+        from litellm.types.utils import OTEL_SPAN_SCOPES
+
+        client = TestClient(app)
+        response = client.get("/callbacks/configs", headers={"Authorization": "Bearer sk-1234"})
+        assert response.status_code == 200
+        langfuse_otel = next(config for config in response.json() if config.get("id") == "langfuse_otel")
+        scope = langfuse_otel["dynamic_params"]["langfuse_span_scope"]
+        assert scope["type"] == "select"
+        assert frozenset(scope["options"]) == OTEL_SPAN_SCOPES
+        assert scope["required"] is False
+
+
 class TestNewRelicTeamCallbackValidation:
     def _data(self, callback_vars):
         from litellm.proxy._types import AddTeamCallback
diff --git a/tests/test_litellm/proxy/management_endpoints/test_internal_user_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_internal_user_endpoints.py
index 3f2ba365a04..b8f1aa0330b 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_internal_user_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_internal_user_endpoints.py
@@ -2228,6 +2228,51 @@ async def test_user_model_budget_update_by_email_refreshes_cached_user(mocker: M
     broadcast.assert_awaited_once_with(cache_key=saved_user.user_id)
 
 
+@pytest.mark.asyncio
+@pytest.mark.parametrize("by_email", [False, True])
+@pytest.mark.parametrize("active", [False, True, None])
+async def test_user_status_update_refreshes_cached_user(
+    mocker: MockerFixture, by_email: bool, active: bool | None
+) -> None:
+    from litellm.proxy._types import LiteLLM_UserTable
+    from litellm.proxy.common_utils.user_api_key_cache import UserApiKeyCache
+    from litellm.proxy.management_endpoints.internal_user_endpoints import _update_single_user_helper
+
+    saved_user: Final = LiteLLM_UserTable(
+        user_id="user-spruce",
+        user_email="spruce@example.test",
+        metadata={"scim_active": False if active is None else not active, "department": "engineering"},
+    )
+    prisma_client: Final = mocker.MagicMock()
+    prisma_client.db.litellm_usertable.find_first = mocker.AsyncMock(return_value=saved_user)
+    prisma_client.get_data = mocker.AsyncMock(return_value=[saved_user])
+    prisma_client.update_data = mocker.AsyncMock(return_value={"user_id": saved_user.user_id, "data": saved_user})
+    mocker.patch("litellm.proxy.proxy_server.prisma_client", prisma_client)  # test-quality-ok: substitute the database dependency
+    cache: Final = UserApiKeyCache()
+    await cache.async_set_cache(key=saved_user.user_id, value=saved_user, model_type=LiteLLM_UserTable)
+    mocker.patch("litellm.proxy.proxy_server.user_api_key_cache", cache)  # test-quality-ok: exercise a real isolated cache
+    broadcast: Final = mocker.patch(  # test-quality-ok: observe the Redis publication boundary
+        "litellm.proxy.common_utils.auth_cache_invalidation_pubsub.publish_auth_cache_invalidation",
+        new_callable=mocker.AsyncMock,
+    )
+
+    await _update_single_user_helper(
+        user_request=UpdateUserRequest(
+            user_id=None if by_email else saved_user.user_id,
+            user_email=saved_user.user_email if by_email else None,
+            metadata={"department": "engineering"} if active is None else {"scim_active": active},
+        ),
+        user_api_key_dict=UserAPIKeyAuth(user_id="admin-spruce", user_role=LitellmUserRoles.PROXY_ADMIN),
+    )
+
+    assert prisma_client.update_data.call_args.kwargs["user_id"] == saved_user.user_id
+    assert prisma_client.update_data.call_args.kwargs["data"]["metadata"] == (
+        {"department": "engineering"} if active is None else {"scim_active": active}
+    )
+    assert await cache.async_get_cache(key=saved_user.user_id, model_type=LiteLLM_UserTable) is None
+    broadcast.assert_awaited_once_with(cache_key=saved_user.user_id)
+
+
 @pytest.mark.asyncio
 async def test_bulk_user_model_budget_clear_serializes_and_refreshes_cache(mocker: MockerFixture) -> None:
     from litellm.proxy._types import LiteLLM_UserTable
@@ -2272,6 +2317,49 @@ async def test_bulk_user_model_budget_clear_serializes_and_refreshes_cache(mocke
     broadcast.assert_awaited_once_with(cache_key=saved_user.user_id)
 
 
+@pytest.mark.asyncio
+@pytest.mark.parametrize("all_users", [False, True], ids=["single-user", "bulk-all-users"])
+async def test_user_max_budget_update_evicts_cached_user_on_every_worker(mocker: MockerFixture, all_users: bool) -> None:
+    from litellm.proxy._types import LiteLLM_UserTable
+    from litellm.proxy.common_utils.user_api_key_cache import UserApiKeyCache
+    from litellm.proxy.management_endpoints.internal_user_endpoints import _update_single_user_helper, bulk_user_update
+    from litellm.types.proxy.management_endpoints.internal_user_endpoints import BulkUpdateUserRequest
+
+    saved_user: Final = LiteLLM_UserTable(user_id="user-spruce", max_budget=500.0)
+    prisma_client: Final = mocker.MagicMock()
+    prisma_client.db.litellm_usertable.find_first = mocker.AsyncMock(return_value=saved_user)
+    prisma_client.db.litellm_usertable.find_many = mocker.AsyncMock(return_value=[saved_user])
+    prisma_client.db.litellm_usertable.update_many = mocker.AsyncMock(return_value=1)
+    prisma_client.get_data = mocker.AsyncMock(return_value=[saved_user])
+    prisma_client.update_data = mocker.AsyncMock(return_value={"user_id": saved_user.user_id, "data": saved_user})
+    mocker.patch("litellm.proxy.proxy_server.prisma_client", prisma_client)  # test-quality-ok: substitute the database dependency
+    cache: Final = UserApiKeyCache()
+    await cache.async_set_cache(key=saved_user.user_id, value=saved_user, model_type=LiteLLM_UserTable)
+    mocker.patch("litellm.proxy.proxy_server.user_api_key_cache", cache)  # test-quality-ok: exercise a real isolated cache
+    broadcast: Final = mocker.patch(  # test-quality-ok: observe the Redis publication boundary
+        "litellm.proxy.common_utils.auth_cache_invalidation_pubsub.publish_auth_cache_invalidation",
+        new_callable=mocker.AsyncMock,
+    )
+    admin: Final = UserAPIKeyAuth(user_id="admin-spruce", user_role=LitellmUserRoles.PROXY_ADMIN)
+
+    if all_users:
+        await bulk_user_update(
+            data=BulkUpdateUserRequest(all_users=True, user_updates={"max_budget": 50.0}),
+            user_api_key_dict=admin,
+            litellm_changed_by=None,
+        )
+        prisma_client.db.litellm_usertable.update_many.assert_awaited_once_with(where={}, data={"max_budget": 50.0})
+    else:
+        await _update_single_user_helper(
+            user_request=UpdateUserRequest(user_id=saved_user.user_id, max_budget=50.0),
+            user_api_key_dict=admin,
+        )
+        assert prisma_client.update_data.call_args.kwargs["data"]["max_budget"] == 50.0
+
+    assert await cache.async_get_cache(key=saved_user.user_id, model_type=LiteLLM_UserTable) is None
+    broadcast.assert_awaited_once_with(cache_key=saved_user.user_id)
+
+
 def test_generate_request_base_validator():
     """
     Test that GenerateRequestBase validator converts empty string to None for max_budget
diff --git a/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py
index e2a68988ee2..8eaa4901c59 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py
@@ -8156,7 +8156,7 @@ async def test_reset_key_spend_resets_budget_windows(monkeypatch):
     counter without also advancing reset_at is not durable either: the very
     next request would re-sum the unchanged historical spend and put the
     counter right back above the window's max_budget, so
-    _virtual_key_multi_budget_check kept raising BudgetExceededError (429) on
+    _virtual_key_multi_budget_check kept raising BudgetExceededError (422) on
     every request even though the key's own reported spend read $0.
     """
     mock_prisma_client = MagicMock()
@@ -15831,6 +15831,83 @@ async def test_ghsa_q775_ui_session_token_personal_key_still_capped():
         assert "cannot exceed" in msg.lower()
 
 
+@pytest.mark.asyncio
+async def test_ui_session_token_personal_key_ceiling_is_user_budget():
+    from litellm.constants import UI_SESSION_TOKEN_TEAM_ID
+
+    data = GenerateKeyRequest(max_budget=100)
+    user_api_key_dict = UserAPIKeyAuth(
+        user_role=LitellmUserRoles.INTERNAL_USER,
+        api_key="sk-ui-session",
+        user_id="user-1",
+        team_id=UI_SESSION_TOKEN_TEAM_ID,
+        max_budget=1.0,
+        user_max_budget=500.0,
+    )
+
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client", AsyncMock()),  # test-quality-ok: helper reads proxy_server.prisma_client directly
+        patch("litellm.proxy.proxy_server.user_api_key_cache", MagicMock()),  # test-quality-ok: helper reads proxy_server.user_api_key_cache directly
+        patch("litellm.proxy.proxy_server.llm_router", None),  # test-quality-ok: helper reads proxy_server.llm_router directly
+        patch("litellm.proxy.proxy_server.premium_user", False),  # test-quality-ok: helper reads proxy_server.premium_user directly
+        patch("litellm.proxy.proxy_server.litellm_proxy_admin_name", "default_user_id"),  # test-quality-ok: helper reads proxy_server.litellm_proxy_admin_name directly
+        patch(  # test-quality-ok: helper has no dependency injection seam for key persistence
+            "litellm.proxy.management_endpoints.key_management_endpoints.generate_key_helper_fn"
+        ) as mock_generate_key,
+    ):
+        mock_generate_key.return_value = {"key": "sk-test-key", "token_id": "token-id"}
+        try:
+            await _common_key_generation_helper(
+                data=data,
+                user_api_key_dict=user_api_key_dict,
+                litellm_changed_by=None,
+                team_table=None,
+            )
+        except (HTTPException, ProxyException) as err:
+            msg = str(getattr(err, "detail", "")) + str(getattr(err, "message", ""))
+            assert "cannot exceed" not in msg.lower()
+
+
+@pytest.mark.asyncio
+async def test_ui_session_token_personal_key_above_user_budget_rejected():
+    from litellm.constants import UI_SESSION_TOKEN_TEAM_ID
+
+    data = GenerateKeyRequest(max_budget=600)
+    user_api_key_dict = UserAPIKeyAuth(
+        user_role=LitellmUserRoles.INTERNAL_USER,
+        api_key="sk-ui-session",
+        user_id="user-1",
+        team_id=UI_SESSION_TOKEN_TEAM_ID,
+        max_budget=1.0,
+        user_max_budget=500.0,
+    )
+
+    with (
+        patch("litellm.proxy.proxy_server.prisma_client", AsyncMock()),  # test-quality-ok: helper reads proxy_server.prisma_client directly
+        patch("litellm.proxy.proxy_server.user_api_key_cache", MagicMock()),  # test-quality-ok: helper reads proxy_server.user_api_key_cache directly
+        patch("litellm.proxy.proxy_server.llm_router", None),  # test-quality-ok: helper reads proxy_server.llm_router directly
+        patch("litellm.proxy.proxy_server.premium_user", False),  # test-quality-ok: helper reads proxy_server.premium_user directly
+        patch("litellm.proxy.proxy_server.litellm_proxy_admin_name", "default_user_id"),  # test-quality-ok: helper reads proxy_server.litellm_proxy_admin_name directly
+        patch(  # test-quality-ok: helper has no dependency injection seam for key persistence
+            "litellm.proxy.management_endpoints.key_management_endpoints.generate_key_helper_fn"
+        ) as mock_generate_key,
+    ):
+        mock_generate_key.return_value = {"key": "sk-test-key", "token_id": "token-id"}
+        with pytest.raises((HTTPException, ProxyException)) as exc_info:
+            await _common_key_generation_helper(
+                data=data,
+                user_api_key_dict=user_api_key_dict,
+                litellm_changed_by=None,
+                team_table=None,
+            )
+        err = exc_info.value
+        code = getattr(err, "status_code", None) or getattr(err, "code", None)
+        msg = str(getattr(err, "detail", "")) + str(getattr(err, "message", ""))
+        assert str(code) == "400"
+        assert "cannot exceed" in msg.lower()
+        assert "500.0" in msg
+
+
 @pytest.mark.asyncio
 async def test_ghsa_q775_default_team_id_does_not_grant_session_token_exemption():
     """
@@ -16593,7 +16670,7 @@ async def test_info_key_fn_reads_the_configured_budget_model_key(monkeypatch):
 
     It used to probe a second, provider-stripped key because the counter was
     written under the request model instead, which is what let a key report zero
-    usage while being blocked at 429.
+    usage while being blocked at 422.
     """
     from unittest.mock import AsyncMock, MagicMock
 
diff --git a/tests/test_litellm/proxy/management_endpoints/test_team_callback_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_team_callback_endpoints.py
index bdc12dad4bc..acc7c8ca21a 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_team_callback_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_team_callback_endpoints.py
@@ -1538,6 +1538,12 @@ async def test_proxy_admin_still_told_the_team_is_unknown():
         ({"langsmith_api_key": "k"}, [{"dd_api_key": "k"}], False),
         # variables that configure no backend carry nothing to redirect
         ({"turn_off_message_logging": "true"}, [{"langfuse_secret_key": "sk"}], False),
+        # the span scope picks what the family exports, not where to, so a second
+        # entry may set either legal value next to the family's credentials
+        ({"langfuse_span_scope": "llm_only"}, [{"langfuse_public_key": "pk", "langfuse_secret_key": "sk"}], False),
+        ({"langfuse_public_key": "pk", "langfuse_secret_key": "sk", "langfuse_span_scope": "full"}, [{"langfuse_public_key": "pk", "langfuse_secret_key": "sk", "langfuse_span_scope": "llm_only"}], False),
+        # the scope on the stored entry must not shield a redirect riding next to it
+        ({"langfuse_host": "http://attacker.invalid", "langfuse_span_scope": "llm_only"}, [{"langfuse_public_key": "pk", "langfuse_secret_key": "sk", "langfuse_span_scope": "llm_only"}], True),
         # the same integration registered for a second event: identical values
         # flatten to the identical dict, so there is nothing to redirect
         ({"langfuse_host": "https://us.cloud.langfuse.com", "langfuse_public_key": "pk", "langfuse_secret_key": "sk"}, [{"langfuse_host": "https://us.cloud.langfuse.com", "langfuse_public_key": "pk", "langfuse_secret_key": "sk"}], False),
@@ -1559,3 +1565,48 @@ def test_one_entry_owns_a_credential_family(new_vars, stored, rejected):
     """
     error = cross_entry_family_error(new_vars, stored)
     assert (error is not None) is rejected
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("caller", [_admin_auth(), UserAPIKeyAuth(user_role=LitellmUserRoles.INTERNAL_USER, user_id="victim_admin", api_key="sk-team-admin")])
+async def test_a_second_entry_may_not_flip_the_span_scope(patched_prisma, caller):
+    """The entries flatten last-wins at request time, so a failure entry saying
+    llm_only next to a success entry saying full would export whichever is stored
+    last. Neither a proxy admin nor a team admin gets to store the disagreement."""
+    patched_prisma.get_data = AsyncMock(
+        return_value=_team_row(
+            metadata={
+                "logging": [
+                    {
+                        "callback_name": "langfuse_otel",
+                        "callback_type": "success",
+                        "callback_vars": {"langfuse_public_key": "pk", "langfuse_secret_key": "sk", "langfuse_span_scope": "full"},
+                    }
+                ]
+            }
+        )
+    )
+    data = AddTeamCallback(
+        callback_name="langfuse_otel",
+        callback_type="failure",
+        callback_vars={"langfuse_public_key": "pk", "langfuse_secret_key": "sk", "langfuse_span_scope": "llm_only"},
+    )
+    with pytest.raises(HTTPException) as exc:
+        await add_team_callbacks(
+            data=data,
+            http_request=Mock(spec=Request),
+            team_id="team-victim",
+            user_api_key_dict=caller,
+        )
+    assert exc.value.status_code == 400
+    assert "langfuse_span_scope" in str(exc.value.detail) and "'full'" in str(exc.value.detail)
+    patched_prisma.db.litellm_teamtable.update.assert_not_called()
+
+    data.callback_vars["langfuse_span_scope"] = "full"
+    await add_team_callbacks(
+        data=data,
+        http_request=Mock(spec=Request),
+        team_id="team-victim",
+        user_api_key_dict=caller,
+    )
+    patched_prisma.db.litellm_teamtable.update.assert_awaited_once()
diff --git a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
index 9fd388887f4..e95359ace8a 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
@@ -3,6 +3,7 @@ import json
 from contextlib import asynccontextmanager, contextmanager
 from datetime import datetime, timezone
 from types import SimpleNamespace
+from collections.abc import Sequence
 from typing import Final, Optional, cast
 from unittest.mock import AsyncMock, MagicMock, PropertyMock, call, patch
 
@@ -12,6 +13,7 @@ from fastapi.testclient import TestClient
 from pydantic import ValidationError
 
 from litellm._uuid import uuid
+from litellm.integrations.custom_logger import CustomLogger
 from litellm.proxy._types import (
     LiteLLM_BudgetTable,
     LiteLLM_BudgetTableFull,
@@ -23,11 +25,14 @@ from litellm.proxy._types import (
     LiteLLM_TeamTable,
     LiteLLM_TeamTableCachedObj,
     LiteLLM_UserTable,
+    LitellmTableNames,
     LitellmUserRoles,
     Member,
     ProxyErrorTypes,
     ProxyException,
     ResetSpendRequest,
+    TeamInfoMember,
+    TeamInfoResponseObjectTeamTable,
     TeamMemberAddRequest,
     TeamMemberUpdateRequest,
     UpdateTeamRequest,
@@ -46,6 +51,7 @@ from litellm.proxy.management_endpoints.team_endpoints import (
     _verify_team_access,
     delete_team,
     list_available_teams,
+    reset_team_member_budget_fn,
     reset_team_member_spend_fn,
     router,
     team_member_add_duplication_check,
@@ -68,6 +74,7 @@ from litellm.types.proxy.management_endpoints.team_endpoints import (
     BulkTeamMemberAddResponse,
     TeamMemberAddResult,
 )
+from litellm.types.utils import StandardAuditLogPayload
 from tests.test_litellm.proxy.management_endpoints.jwt_key_mapping_doubles import (
     CascadingJWTMappingTable,
     JWTMappingRow,
@@ -143,11 +150,11 @@ def _wire_member_add_tx(prisma_client):
 
 
 def _wire_member_delete_tx(prisma_client):
-    """/team/member_delete's four cleanups, plus the advisory-lock re-read that now guards
-    them, run inside one transaction, so a mocked client has to hand back its own table
-    mocks (and a `query_raw` that answers the locked re-read from the same team row the
-    test already configured on `find_unique`) out of `tx()` for the existing per-table
-    assertions to keep seeing the calls."""
+    """/team/member_delete's four cleanups and /team/member_update's role rewrite, plus the
+    advisory-lock re-read that guards them, run inside one transaction, so a mocked client
+    has to hand back its own table mocks (and a `query_raw` that answers the locked re-read
+    from the same team row the test already configured on `find_unique`) out of `tx()` for
+    the existing per-table assertions to keep seeing the calls."""
 
     async def _query_raw(sql, team_id):
         if sql != TEAM_ADVISORY_LOCK_SQL:
@@ -163,10 +170,12 @@ def _wire_member_delete_tx(prisma_client):
             return getattr(prisma_client.db, table_name)
 
     tx = _Tx()
+    tx.query_raw = AsyncMock(side_effect=_query_raw)
     tx_cm = MagicMock()
     tx_cm.__aenter__ = AsyncMock(return_value=tx)
     tx_cm.__aexit__ = AsyncMock(return_value=None)
     prisma_client.tx = MagicMock(return_value=tx_cm)
+    return tx
 
 
 def _wire_team_delete_tx(prisma_client):
@@ -8696,8 +8705,8 @@ async def test_delete_team_persists_deleted_teams(
         "admin",
     )
     monkeypatch.setattr(
-        "litellm.proxy.management_endpoints.team_endpoints.team_member_delete",
-        AsyncMock(return_value=team1),
+        "litellm.proxy.management_endpoints.team_endpoints._team_member_delete",
+        AsyncMock(return_value=(team1, (), ())),
     )
 
     data = DeleteTeamRequest(team_ids=["team-1"])
@@ -13240,9 +13249,12 @@ def test_members_audit_value_serializes_to_a_json_object():
     """The audit-log columns hold a JSON object; a top-level array is rejected by the DB."""
     from litellm.proxy.management_endpoints.team_endpoints import _members_audit_value
 
-    payload = json.loads(_members_audit_value([Member(user_id="u1", role="admin"), Member(user_id="u2", role="user")]))
+    payload = json.loads(
+        _members_audit_value("my-team", [Member(user_id="u1", role="admin"), Member(user_id="u2", role="user")])
+    )
 
     assert isinstance(payload, dict)
+    assert payload["team_alias"] == "my-team"
     assert [m["user_id"] for m in payload["members_with_roles"]] == ["u1", "u2"]
 
 
@@ -13267,7 +13279,7 @@ async def test_team_member_add_audits_a_user_created_from_a_list_payload(monkeyp
     monkeypatch.setattr("litellm.proxy.proxy_server.premium_user", True)
     monkeypatch.setattr("litellm.proxy.proxy_server.litellm_proxy_admin_name", "default_user_id")
 
-    team_row = LiteLLM_TeamTable(team_id=team_id, members_with_roles=[])
+    team_row = LiteLLM_TeamTable(team_id=team_id, team_alias="list-audit", members_with_roles=[])
     created_user = LiteLLM_UserTable(
         user_id=created_user_id, user_email="invitee@example.com", max_budget=None, spend=0.0, models=[]
     )
@@ -13303,8 +13315,7 @@ async def test_team_member_add_audits_a_user_created_from_a_list_payload(monkeyp
             side_effect=fake_add_team_members_to_team,
         ),
         patch(
-            "litellm.proxy.management_endpoints.team_endpoints._create_team_member_add_audit_logs",
-            new_callable=AsyncMock,
+            "litellm.proxy.management_endpoints.team_endpoints._schedule_team_member_add_audit_logs",
         ) as mock_audit,
     ):
         await team_member_add(
@@ -13314,6 +13325,603 @@ async def test_team_member_add_audits_a_user_created_from_a_list_payload(monkeyp
 
     mock_audit.assert_called_once()
     assert created_user_id not in mock_audit.call_args.kwargs["existing_user_ids"]
+    assert mock_audit.call_args.kwargs["team_alias"] == "list-audit"
+
+
+class _RecordingAuditLogger(CustomLogger):
+    def __init__(self) -> None:
+        super().__init__()
+        self.payloads: list[StandardAuditLogPayload] = []
+
+    async def async_log_audit_log_event(self, audit_log_payload: StandardAuditLogPayload) -> None:
+        self.payloads.append(audit_log_payload)
+
+
+def _wire_audit_log_callback(monkeypatch: pytest.MonkeyPatch) -> _RecordingAuditLogger:
+    audit_logger = _RecordingAuditLogger()
+    monkeypatch.setattr("litellm.store_audit_logs", True)
+    monkeypatch.setattr("litellm.audit_log_callbacks", [audit_logger])
+    monkeypatch.setattr("litellm.proxy.proxy_server.premium_user", True)
+    return audit_logger
+
+
+async def _settle_audit_log_tasks() -> None:
+    for _ in range(5):
+        await asyncio.sleep(0)
+
+
+def _team_roster_events(audit_logger: _RecordingAuditLogger, action: str) -> list[StandardAuditLogPayload]:
+    return [
+        p
+        for p in audit_logger.payloads
+        if p["table_name"] == LitellmTableNames.TEAM_TABLE_NAME and p["action"] == action
+    ]
+
+
+def _roster_user_roles(members_json: str | None) -> dict[str, str]:
+    assert members_json is not None
+    return {m["user_id"]: m["role"] for m in json.loads(members_json)["members_with_roles"]}
+
+
+def _roster_team_alias(members_json: str | None) -> str | None:
+    assert members_json is not None
+    return json.loads(members_json)["team_alias"]
+
+
+@pytest.mark.asyncio
+async def test_new_team_created_audit_event_carries_the_final_roster(monkeypatch):
+    from fastapi import Request
+
+    from litellm.proxy._types import NewTeamRequest
+    from litellm.proxy.management_endpoints.team_endpoints import new_team
+
+    audit_logger = _wire_audit_log_callback(monkeypatch)
+
+    mock_prisma = MagicMock()
+    mock_prisma.db.litellm_teamtable.count = AsyncMock(return_value=0)
+    mock_prisma.jsonify_team_object = lambda db_data: db_data
+    mock_prisma.get_data = AsyncMock(return_value=None)
+    mock_prisma.update_data = AsyncMock()
+    created_team = MagicMock()
+    created_team.team_id = "team-audit-roster"
+    created_team.members_with_roles = []
+    created_team.metadata = None
+    created_team.default_team_member_models = None
+    created_team.model_dump.return_value = {"team_id": "team-audit-roster", "members_with_roles": []}
+    mock_prisma.db.litellm_teamtable.create = AsyncMock(return_value=created_team)
+    mock_prisma.db.litellm_teamtable.update = AsyncMock(return_value=created_team)
+    mock_prisma.db.litellm_modeltable.create = AsyncMock(return_value=MagicMock(id="model-1"))
+    user_row = MagicMock()
+    user_row.user_id = "alice"
+    user_row.model_dump.return_value = {"user_id": "alice", "teams": ["team-audit-roster"]}
+    mock_prisma.db.litellm_usertable.upsert = AsyncMock(return_value=user_row)
+    mock_prisma.db.litellm_usertable.update_many = AsyncMock()
+    mock_prisma.db.litellm_usertable.find_unique = AsyncMock(return_value=user_row)
+    mock_prisma.db.litellm_usertable.find_many = AsyncMock(return_value=[])
+    mock_prisma.db.litellm_usertable.update = AsyncMock(return_value=user_row)
+    membership_row = MagicMock()
+    membership_row.model_dump.return_value = {"team_id": "team-audit-roster", "user_id": "alice", "budget_id": None}
+    mock_prisma.db.litellm_teammembership.upsert = AsyncMock(return_value=membership_row)
+    mock_prisma.db.litellm_auditlog.create = AsyncMock()
+    _wire_team_create_tx(mock_prisma)
+
+    mock_license = MagicMock()
+    mock_license.is_team_count_over_limit.return_value = False
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma)
+    monkeypatch.setattr("litellm.proxy.proxy_server._license_check", mock_license)
+    monkeypatch.setattr("litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin")
+
+    await new_team(
+        data=NewTeamRequest(
+            team_id="team-audit-roster",
+            team_alias="audit-roster",
+            members_with_roles=[Member(user_id="alice", role="admin"), Member(user_id="bob", role="user")],
+        ),
+        http_request=MagicMock(spec=Request),
+        user_api_key_dict=UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN, user_id="admin-1", api_key="sk-a"),
+    )
+    await _settle_audit_log_tasks()
+
+    created_events = _team_roster_events(audit_logger, "created")
+    assert [e["object_id"] for e in created_events] == ["team-audit-roster"]
+    assert _roster_user_roles(created_events[0]["updated_values"]) == {
+        "admin-1": "admin",
+        "alice": "admin",
+        "bob": "user",
+    }
+
+
+@pytest.mark.asyncio
+async def test_team_member_delete_emits_a_roster_audit_event(monkeypatch, mock_db_client, mock_admin_auth):
+    from litellm.proxy._types import TeamMemberDeleteRequest
+
+    audit_logger = _wire_audit_log_callback(monkeypatch)
+
+    team_row = MagicMock()
+    team_row.model_dump.return_value = {
+        "team_id": "team-del-audit",
+        "team_alias": "del-audit",
+        "members_with_roles": [
+            {"user_id": "alice", "user_email": None, "role": "admin"},
+            {"user_id": "bob", "user_email": None, "role": "user"},
+        ],
+        "team_member_permissions": [],
+        "metadata": {},
+        "models": [],
+        "spend": 0.0,
+    }
+    mock_db_client.db.litellm_teamtable.find_unique = AsyncMock(return_value=team_row)
+    mock_db_client.db.litellm_teamtable.update = AsyncMock(return_value=team_row)
+    user_row = MagicMock()
+    user_row.user_id = "bob"
+    user_row.teams = ["team-del-audit"]
+    mock_db_client.db.litellm_usertable.find_many = AsyncMock(return_value=[user_row])
+    mock_db_client.db.litellm_usertable.update = AsyncMock(return_value=MagicMock())
+    mock_db_client.db.litellm_teammembership = MagicMock()
+    mock_db_client.db.litellm_teammembership.delete_many = AsyncMock(return_value=MagicMock())
+    mock_db_client.db.litellm_verificationtoken = MagicMock()
+    mock_db_client.db.litellm_verificationtoken.find_many = AsyncMock(return_value=[])
+    mock_db_client.db.litellm_verificationtoken.delete_many = AsyncMock(return_value=MagicMock())
+    _wire_member_delete_tx(mock_db_client)
+
+    await team_member_delete(
+        data=TeamMemberDeleteRequest(team_id="team-del-audit", user_id="bob"),
+        user_api_key_dict=mock_admin_auth,
+    )
+    await _settle_audit_log_tasks()
+
+    updated_events = _team_roster_events(audit_logger, "updated")
+    assert [e["object_id"] for e in updated_events] == ["team-del-audit"]
+    assert _roster_user_roles(updated_events[0]["before_value"]) == {"alice": "admin", "bob": "user"}
+    assert _roster_user_roles(updated_events[0]["updated_values"]) == {"alice": "admin"}
+    assert _roster_team_alias(updated_events[0]["before_value"]) == "del-audit"
+    assert _roster_team_alias(updated_events[0]["updated_values"]) == "del-audit"
+
+    stale_user_row = MagicMock()
+    stale_user_row.user_id = "carol"
+    stale_user_row.teams = ["team-del-audit"]
+    mock_db_client.db.litellm_usertable.find_many = AsyncMock(return_value=[stale_user_row])
+
+    await team_member_delete(
+        data=TeamMemberDeleteRequest(team_id="team-del-audit", user_id="carol"),
+        user_api_key_dict=mock_admin_auth,
+    )
+    await _settle_audit_log_tasks()
+
+    assert len(_team_roster_events(audit_logger, "updated")) == 1, (
+        "scrubbing a stale team reference off a user row leaves the roster as it was, so no roster event"
+    )
+
+
+@pytest.mark.asyncio
+async def test_team_member_update_role_change_emits_a_roster_audit_event(monkeypatch):
+    audit_logger = _wire_audit_log_callback(monkeypatch)
+
+    mock_prisma_client = MagicMock()
+    team_row = LiteLLM_TeamTable(
+        team_id="team-role-audit",
+        team_alias="role-audit",
+        metadata={},
+        members_with_roles=[Member(user_id="alice", role="admin"), Member(user_id="bob", role="user")],
+    )
+
+    def _team_info_as_read_from_db(bob_role: str):
+        return {
+            "team_info": TeamInfoResponseObjectTeamTable(
+                team_id="team-role-audit",
+                team_alias="role-audit",
+                metadata={},
+                members_with_roles=(
+                    TeamInfoMember(user_id="alice", role="admin", user_alias="Alice"),
+                    TeamInfoMember(user_id="bob", role=bob_role, user_alias="Bob"),
+                ),
+            ),
+            "team_memberships": [LiteLLM_TeamMembership(user_id="bob", team_id="team-role-audit", budget_id=None)],
+        }
+
+    mock_prisma_client.db.litellm_teamtable.find_unique = AsyncMock(return_value=team_row)
+    mock_prisma_client.db.litellm_teamtable.update = AsyncMock(side_effect=_roster_writer(team_row))
+    mock_prisma_client.db.litellm_auditlog.create = AsyncMock()
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma_client)
+    _wire_member_delete_tx(mock_prisma_client)
+
+    with (
+        patch(  # test-quality-ok: no live DB here; matches this file's established convention for endpoint-logic unit tests
+            "litellm.proxy.management_endpoints.team_endpoints.team_info",
+            AsyncMock(side_effect=[_team_info_as_read_from_db("user"), _team_info_as_read_from_db("admin")]),
+        ),
+        patch(  # test-quality-ok: no live DB here; matches this file's established convention for endpoint-logic unit tests
+            "litellm.proxy.management_endpoints.team_endpoints._upsert_budget_and_membership",
+            AsyncMock(),
+        ),
+    ):
+        await team_member_update(
+            data=TeamMemberUpdateRequest(team_id="team-role-audit", user_id="bob", role="admin"),
+            http_request=MagicMock(),
+            user_api_key_dict=UserAPIKeyAuth(
+                user_role=LitellmUserRoles.PROXY_ADMIN, api_key="sk-admin", user_id="admin-user"
+            ),
+        )
+        await _settle_audit_log_tasks()
+
+        updated_events = _team_roster_events(audit_logger, "updated")
+        assert [e["object_id"] for e in updated_events] == ["team-role-audit"]
+        assert _roster_user_roles(updated_events[0]["before_value"]) == {"alice": "admin", "bob": "user"}
+        assert _roster_user_roles(updated_events[0]["updated_values"]) == {"alice": "admin", "bob": "admin"}
+        assert _roster_team_alias(updated_events[0]["updated_values"]) == "role-audit"
+
+        await team_member_update(
+            data=TeamMemberUpdateRequest(team_id="team-role-audit", user_id="bob", role="admin"),
+            http_request=MagicMock(),
+            user_api_key_dict=UserAPIKeyAuth(
+                user_role=LitellmUserRoles.PROXY_ADMIN, api_key="sk-admin", user_id="admin-user"
+            ),
+        )
+    await _settle_audit_log_tasks()
+
+    assert len(_team_roster_events(audit_logger, "updated")) == 1, (
+        "re-sending the role a member already holds leaves the roster as it was, so no roster event"
+    )
+
+
+def _roster_writer(team_row: LiteLLM_TeamTable):
+    """An `update` side effect that lands `members_with_roles` on the team row later reads see."""
+
+    async def _update(where, data):
+        team_row.members_with_roles = [Member(**m) for m in json.loads(data["members_with_roles"])]
+        return team_row
+
+    return _update
+
+
+def _member_update_patches(team_snapshot: LiteLLM_TeamTable):
+    return (
+        patch(  # test-quality-ok: no live DB here; matches this file's established convention for endpoint-logic unit tests
+            "litellm.proxy.management_endpoints.team_endpoints.team_info",
+            AsyncMock(
+                return_value={
+                    "team_info": TeamInfoResponseObjectTeamTable(**team_snapshot.model_dump()),
+                    "team_memberships": [
+                        LiteLLM_TeamMembership(user_id="bob", team_id=team_snapshot.team_id, budget_id=None)
+                    ],
+                }
+            ),
+        ),
+        patch(  # test-quality-ok: no live DB here; matches this file's established convention for endpoint-logic unit tests
+            "litellm.proxy.management_endpoints.team_endpoints._upsert_budget_and_membership",
+            AsyncMock(),
+        ),
+    )
+
+
+@pytest.mark.asyncio
+async def test_team_member_update_role_change_rewrites_the_roster_it_read_under_the_lock(monkeypatch):
+    """Regression: a member added between /team/member_update's permission checks and its write
+    was dropped, because the new roster was built from the pre-check snapshot."""
+    audit_logger = _wire_audit_log_callback(monkeypatch)
+
+    stale_snapshot = LiteLLM_TeamTable(
+        team_id="team-race",
+        team_alias="race",
+        metadata={},
+        members_with_roles=[Member(user_id="alice", role="admin"), Member(user_id="bob", role="user")],
+    )
+    team_row = LiteLLM_TeamTable(
+        **{
+            **stale_snapshot.model_dump(),
+            "members_with_roles": [*stale_snapshot.members_with_roles, Member(user_id="carol", role="user")],
+        }
+    )
+
+    mock_prisma_client = MagicMock()
+    mock_prisma_client.db.litellm_teamtable.find_unique = AsyncMock(return_value=team_row)
+    mock_prisma_client.db.litellm_teamtable.update = AsyncMock(side_effect=_roster_writer(team_row))
+    mock_prisma_client.db.litellm_auditlog.create = AsyncMock()
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma_client)
+    tx = _wire_member_delete_tx(mock_prisma_client)
+
+    team_info_patch, upsert_patch = _member_update_patches(stale_snapshot)
+    with team_info_patch, upsert_patch:
+        response = await team_member_update(
+            data=TeamMemberUpdateRequest(team_id="team-race", user_id="bob", role="admin"),
+            http_request=MagicMock(),
+            user_api_key_dict=UserAPIKeyAuth(
+                user_role=LitellmUserRoles.PROXY_ADMIN, api_key="sk-admin", user_id="admin-user"
+            ),
+        )
+    await _settle_audit_log_tasks()
+
+    assert {m.user_id: m.role for m in team_row.members_with_roles} == {
+        "alice": "admin",
+        "bob": "admin",
+        "carol": "user",
+    }
+    assert response.team_id == "team-race" and response.user_id == "bob"
+    assert tx.query_raw.await_args_list[0].args == (TEAM_ADVISORY_LOCK_SQL, "team-race"), (
+        "the roster must be read only after the team advisory lock is held"
+    )
+
+    [event] = _team_roster_events(audit_logger, "updated")
+    assert _roster_user_roles(event["before_value"]) == {"alice": "admin", "bob": "user", "carol": "user"}
+    assert _roster_user_roles(event["updated_values"]) == {"alice": "admin", "bob": "admin", "carol": "user"}
+    assert _roster_team_alias(event["updated_values"]) == "race"
+
+
+@pytest.mark.asyncio
+async def test_team_member_update_role_change_404s_when_the_team_is_gone_under_the_lock(monkeypatch):
+    _wire_audit_log_callback(monkeypatch)
+    snapshot = LiteLLM_TeamTable(
+        team_id="team-gone-race",
+        team_alias="gone-race",
+        metadata={},
+        members_with_roles=[Member(user_id="bob", role="user")],
+    )
+    mock_prisma_client = MagicMock()
+    mock_prisma_client.db.litellm_teamtable.find_unique = AsyncMock(side_effect=[snapshot, None])
+    mock_prisma_client.db.litellm_teamtable.update = AsyncMock()
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma_client)
+    _wire_member_delete_tx(mock_prisma_client)
+
+    team_info_patch, upsert_patch = _member_update_patches(snapshot)
+    with team_info_patch, upsert_patch, pytest.raises(HTTPException) as exc_info:
+        await team_member_update(
+            data=TeamMemberUpdateRequest(team_id="team-gone-race", user_id="bob", role="admin"),
+            http_request=MagicMock(),
+            user_api_key_dict=UserAPIKeyAuth(
+                user_role=LitellmUserRoles.PROXY_ADMIN, api_key="sk-admin", user_id="admin-user"
+            ),
+        )
+
+    assert exc_info.value.status_code == 404
+    mock_prisma_client.db.litellm_teamtable.update.assert_not_awaited()
+
+
+@pytest.mark.asyncio
+async def test_team_member_update_role_change_404s_when_the_member_left_before_the_locked_read(monkeypatch):
+    """Regression: a member removed between the pre-lock read and the locked read was reported as updated."""
+    audit_logger = _wire_audit_log_callback(monkeypatch)
+    snapshot = LiteLLM_TeamTable(
+        team_id="team-member-gone-race",
+        team_alias="member-gone-race",
+        metadata={},
+        members_with_roles=[Member(user_id="alice", role="admin"), Member(user_id="bob", role="user")],
+    )
+    locked_row = LiteLLM_TeamTable(
+        team_id="team-member-gone-race",
+        team_alias="member-gone-race",
+        metadata={},
+        members_with_roles=[Member(user_id="alice", role="admin")],
+    )
+    mock_prisma_client = MagicMock()
+    mock_prisma_client.db.litellm_teamtable.find_unique = AsyncMock(side_effect=[snapshot, locked_row])
+    mock_prisma_client.db.litellm_teamtable.update = AsyncMock()
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma_client)
+    _wire_member_delete_tx(mock_prisma_client)
+
+    team_info_patch, upsert_patch = _member_update_patches(snapshot)
+    with team_info_patch, upsert_patch as upsert_budget, pytest.raises(HTTPException) as exc_info:
+        await team_member_update(
+            data=TeamMemberUpdateRequest(
+                team_id="team-member-gone-race", user_id="bob", role="admin", max_budget_in_team=5.0
+            ),
+            http_request=MagicMock(),
+            user_api_key_dict=UserAPIKeyAuth(
+                user_role=LitellmUserRoles.PROXY_ADMIN, api_key="sk-admin", user_id="admin-user"
+            ),
+        )
+
+    assert exc_info.value.status_code == 404
+    assert "bob" in str(exc_info.value.detail)
+    mock_prisma_client.db.litellm_teamtable.update.assert_not_awaited()
+    upsert_budget.assert_not_awaited()
+    await _settle_audit_log_tasks()
+    assert audit_logger.payloads == []
+
+
+@pytest.mark.asyncio
+async def test_team_member_delete_response_does_not_wait_for_the_audit_insert(
+    monkeypatch, mock_db_client, mock_admin_auth
+):
+    """Regression: the roster audit row was awaited on the request path, so a slow audit table
+    held every /team/member_delete response."""
+    from litellm.proxy._types import TeamMemberDeleteRequest
+
+    audit_logger = _wire_audit_log_callback(monkeypatch)
+    monkeypatch.setattr("litellm.proxy.proxy_server.premium_user", True)
+
+    team_row = LiteLLM_TeamTable(
+        team_id="team-slow-audit",
+        team_alias="slow-audit",
+        metadata={},
+        members_with_roles=[Member(user_id="alice", role="admin"), Member(user_id="bob", role="user")],
+    )
+    mock_db_client.db.litellm_teamtable.find_unique = AsyncMock(return_value=team_row)
+    mock_db_client.db.litellm_teamtable.update = AsyncMock(return_value=team_row)
+    mock_db_client.db.litellm_usertable.find_many = AsyncMock(return_value=[])
+    mock_db_client.db.litellm_teammembership.delete_many = AsyncMock(return_value=MagicMock())
+    mock_db_client.db.litellm_verificationtoken.find_many = AsyncMock(return_value=[])
+    mock_db_client.db.litellm_verificationtoken.delete_many = AsyncMock(return_value=MagicMock())
+    _wire_member_delete_tx(mock_db_client)
+
+    audit_table_answers = asyncio.Event()
+    audit_rows = []
+
+    async def _blocked_create(data):
+        await audit_table_answers.wait()
+        audit_rows.append(data)
+
+    mock_db_client.db.litellm_auditlog.create = AsyncMock(side_effect=_blocked_create)
+
+    await asyncio.wait_for(
+        team_member_delete(
+            data=TeamMemberDeleteRequest(team_id="team-slow-audit", user_id="bob"),
+            user_api_key_dict=mock_admin_auth,
+        ),
+        timeout=1,
+    )
+    assert audit_rows == [], "the response returned while the audit table was still blocked"
+
+    audit_table_answers.set()
+    await _settle_audit_log_tasks()
+
+    assert [row["object_id"] for row in audit_rows] == ["team-slow-audit"]
+    [event] = _team_roster_events(audit_logger, "updated")
+    assert _roster_user_roles(event["before_value"]) == {"alice": "admin", "bob": "user"}
+    assert _roster_user_roles(event["updated_values"]) == {"alice": "admin"}
+
+
+class _UntouchableRoster(Sequence[Member]):
+    """A roster that fails the test the moment anything reads it."""
+
+    def __getitem__(self, index):
+        raise AssertionError("the roster was read while audit logging is off")
+
+    def __len__(self) -> int:
+        raise AssertionError("the roster was read while audit logging is off")
+
+
+class _UntouchableUsers(Sequence[LiteLLM_UserTable]):
+    def __getitem__(self, index):
+        raise AssertionError("the created users were read while audit logging is off")
+
+    def __len__(self) -> int:
+        raise AssertionError("the created users were read while audit logging is off")
+
+
+def _schedule_membership_audit_with_untouchable_roster() -> None:
+    from litellm.proxy.management_endpoints.team_endpoints import _schedule_team_membership_audit_log
+
+    _schedule_team_membership_audit_log(
+        team_id="team-quiet",
+        team_alias="quiet",
+        before_members=_UntouchableRoster(),
+        after_members=_UntouchableRoster(),
+        user_api_key_dict=UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN, user_id="admin-user"),
+        litellm_proxy_admin_name="admin",
+    )
+
+
+def _schedule_member_add_audit_with_untouchable_roster() -> None:
+    from litellm.proxy.management_endpoints.team_endpoints import _schedule_team_member_add_audit_logs
+
+    _schedule_team_member_add_audit_logs(
+        team_id="team-quiet",
+        team_alias="quiet",
+        updated_users=_UntouchableUsers(),
+        existing_user_ids=frozenset(),
+        before_members=_UntouchableRoster(),
+        after_members=_UntouchableRoster(),
+        user_api_key_dict=UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN, user_id="admin-user"),
+        litellm_proxy_admin_name="admin",
+    )
+
+
+@pytest.mark.parametrize(
+    "schedule",
+    [_schedule_membership_audit_with_untouchable_roster, _schedule_member_add_audit_with_untouchable_roster],
+)
+def test_membership_audit_scheduling_skips_the_roster_entirely_when_audit_logging_is_off(monkeypatch, schedule):
+    """Regression: the before/after rosters were serialized on every membership change, even
+    when audit logs are not stored."""
+    monkeypatch.setattr("litellm.store_audit_logs", False)
+
+    schedule()
+
+
+@pytest.mark.asyncio
+async def test_member_add_audit_reports_only_the_users_it_created_plus_the_roster_change(monkeypatch):
+    from litellm.proxy.management_endpoints.team_endpoints import _schedule_team_member_add_audit_logs
+
+    audit_logger = _wire_audit_log_callback(monkeypatch)
+    mock_prisma_client = MagicMock()
+    mock_prisma_client.db.litellm_auditlog.create = AsyncMock()
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma_client)
+
+    before = (Member(user_id="alice", role="admin"),)
+    after = (*before, Member(user_id="bob", role="user"), Member(user_id="carol", role="user"))
+
+    _schedule_team_member_add_audit_logs(
+        team_id="team-add-audit",
+        team_alias="add-audit",
+        updated_users=[
+            LiteLLM_UserTable(user_id="bob", user_email="bob@example.com", teams=["team-add-audit"]),
+            LiteLLM_UserTable(user_id="carol", teams=["team-add-audit"]),
+        ],
+        existing_user_ids=frozenset({"bob"}),
+        before_members=before,
+        after_members=after,
+        user_api_key_dict=UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN, api_key="sk-admin", user_id="admin-1"),
+        litellm_proxy_admin_name="admin",
+    )
+    await _settle_audit_log_tasks()
+
+    created_users = [
+        p
+        for p in audit_logger.payloads
+        if p["table_name"] == LitellmTableNames.USER_TABLE_NAME and p["action"] == "created"
+    ]
+    assert [p["object_id"] for p in created_users] == ["carol"], "only the user this request created is audited"
+    assert json.loads(created_users[0]["updated_values"])["teams"] == ["team-add-audit"]
+
+    [roster_event] = _team_roster_events(audit_logger, "updated")
+    assert roster_event["object_id"] == "team-add-audit"
+    assert _roster_user_roles(roster_event["before_value"]) == {"alice": "admin"}
+    assert _roster_user_roles(roster_event["updated_values"]) == {"alice": "admin", "bob": "user", "carol": "user"}
+    assert _roster_team_alias(roster_event["updated_values"]) == "add-audit"
+
+
+@pytest.mark.asyncio
+async def test_delete_team_emits_only_the_deleted_audit_event(monkeypatch):
+    from litellm.proxy._types import DeleteTeamRequest
+
+    audit_logger = _wire_audit_log_callback(monkeypatch)
+
+    members = (Member(user_id="alice", role="admin"), Member(user_id="bob", role="user"))
+    team = LiteLLM_TeamTable(
+        team_id="team-gone",
+        team_alias="gone",
+        members_with_roles=list(members),
+        metadata={},
+        model_max_budget={},
+        model_spend={},
+    )
+    mock_prisma = AsyncMock()
+    mock_prisma.db.litellm_teamtable.find_unique = AsyncMock(return_value=team)
+    mock_prisma.get_data = AsyncMock(
+        return_value=SimpleNamespace(json=lambda **_kwargs: team.model_dump_json(exclude_none=True))
+    )
+    mock_prisma.delete_data = AsyncMock(return_value={"deleted_keys": 0})
+    mock_prisma.db.litellm_deletedteamtable.create_many = AsyncMock()
+    mock_prisma.db.litellm_verificationtoken.find_many = AsyncMock(return_value=[])
+    mock_prisma.db.litellm_auditlog.create = AsyncMock()
+    mock_tx = AsyncMock()
+    mock_tx.litellm_proxymodeltable.find_many = AsyncMock(return_value=[])
+    mock_tx_cm = MagicMock()
+    mock_tx_cm.__aenter__ = AsyncMock(return_value=mock_tx)
+    mock_tx_cm.__aexit__ = AsyncMock(return_value=False)
+    mock_prisma.db.tx = MagicMock(return_value=mock_tx_cm)
+    _wire_team_delete_tx(mock_prisma)
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma)
+    monkeypatch.setattr("litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin")
+
+    removals = [(team, members, members[1:]), (team, members[1:], ())]
+    monkeypatch.setattr(
+        "litellm.proxy.management_endpoints.team_endpoints._team_member_delete",
+        AsyncMock(side_effect=lambda **_kwargs: removals.pop(0)),
+    )
+
+    await delete_team(
+        data=DeleteTeamRequest(team_ids=["team-gone"]),
+        http_request=MagicMock(),
+        user_api_key_dict=UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN, user_id="admin-1", api_key="sk-a"),
+        litellm_changed_by=None,
+    )
+    await _settle_audit_log_tasks()
+
+    team_events = [
+        (p["object_id"], p["action"]) for p in audit_logger.payloads if p["table_name"] == "LiteLLM_TeamTable"
+    ]
+    assert team_events == [("team-gone", "deleted")]
 
 
 @pytest.mark.asyncio
@@ -13374,8 +13982,7 @@ async def test_team_member_add_evicts_the_new_members_cached_user_row_on_every_w
             side_effect=fake_add_team_members_to_team,
         ),
         patch(  # test-quality-ok: team_member_add has no injection seam for its prisma-backed helpers
-            "litellm.proxy.management_endpoints.team_endpoints._create_team_member_add_audit_logs",
-            new_callable=AsyncMock,
+            "litellm.proxy.management_endpoints.team_endpoints._schedule_team_member_add_audit_logs",
         ),
     ):
         await team_member_add(
@@ -14503,6 +15110,221 @@ async def test_reset_team_member_spend_fn_proxy_admin_can_reset_own_spend(monkey
     assert response["spend"] == 0.0
 
 
+def _reset_budget_admin() -> UserAPIKeyAuth:
+    return UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN, api_key="sk-admin", user_id="admin-user")
+
+
+def _team_with_default_budget(team_id: str, budget_id: str) -> LiteLLM_TeamTable:
+    return LiteLLM_TeamTable(team_id=team_id, metadata={"team_member_budget_id": budget_id})
+
+
+@pytest.mark.asyncio
+async def test_reset_team_member_budget_fn_relinks_custom_member_to_team_default(monkeypatch):
+    from litellm.proxy.common_utils.user_api_key_cache import UserApiKeyCache
+
+    mock_prisma_client = MagicMock()
+    real_cache = UserApiKeyCache()
+    await real_cache.async_set_cache(key="team-1_member-1", value="stale-membership")
+    await real_cache.async_set_cache(key="team_membership:member-1:team-1", value="stale-membership")
+
+    membership_row = LiteLLM_TeamMembership(user_id="member-1", team_id="team-1", spend=10.0, budget_id="custom-b1")
+    mock_prisma_client.db.litellm_teammembership.find_unique = AsyncMock(return_value=membership_row)
+    mock_prisma_client.db.litellm_teammembership.update = AsyncMock(return_value=membership_row)
+    mock_prisma_client.db.litellm_budgettable.find_unique = AsyncMock(
+        return_value=LiteLLM_BudgetTable(budget_id="team-default-b", max_budget=100.0)
+    )
+    mock_prisma_client.db.litellm_budgettable.update = AsyncMock()
+
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma_client)
+    monkeypatch.setattr("litellm.proxy.proxy_server.user_api_key_cache", real_cache)
+    monkeypatch.setattr("litellm.proxy.proxy_server.proxy_logging_obj", MagicMock())
+
+    with patch(  # test-quality-ok: no live DB here; matches this file's established convention for endpoint-logic unit tests
+        "litellm.proxy.management_endpoints.team_endpoints.get_team_object",
+        AsyncMock(return_value=_team_with_default_budget("team-1", "team-default-b")),
+    ):
+        response = await reset_team_member_budget_fn(
+            team_id="team-1", user_id="member-1", user_api_key_dict=_reset_budget_admin()
+        )
+
+    assert response.budget_id == "team-default-b"
+    assert response.previous_budget_id == "custom-b1"
+    assert response.budget_source == "team_default"
+    mock_prisma_client.db.litellm_teammembership.update.assert_awaited_once_with(
+        where={"user_id_team_id": {"user_id": "member-1", "team_id": "team-1"}},
+        data={"litellm_budget_table": {"connect": {"budget_id": "team-default-b"}}},
+    )
+    mock_prisma_client.db.litellm_budgettable.update.assert_not_awaited()
+    assert await real_cache.async_get_cache(key="team-1_member-1") is None
+    assert await real_cache.async_get_cache(key="team_membership:member-1:team-1") is None
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "team_obj, default_row",
+    [
+        (LiteLLM_TeamTable(team_id="team-1"), None),
+        (_team_with_default_budget("team-1", "gone-b"), None),
+    ],
+    ids=["no_default_configured", "configured_default_row_missing"],
+)
+async def test_reset_team_member_budget_fn_detaches_member_when_team_has_no_usable_default(
+    monkeypatch, team_obj, default_row
+):
+    mock_prisma_client = MagicMock()
+    membership_row = LiteLLM_TeamMembership(user_id="member-1", team_id="team-1", budget_id="custom-b1")
+    mock_prisma_client.db.litellm_teammembership.find_unique = AsyncMock(return_value=membership_row)
+    mock_prisma_client.db.litellm_teammembership.update = AsyncMock(return_value=membership_row)
+    mock_prisma_client.db.litellm_budgettable.find_unique = AsyncMock(return_value=default_row)
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma_client)
+    monkeypatch.setattr("litellm.proxy.proxy_server.user_api_key_cache", MagicMock())
+    monkeypatch.setattr("litellm.proxy.proxy_server.proxy_logging_obj", MagicMock())
+
+    with patch(  # test-quality-ok: no live DB here; matches this file's established convention for endpoint-logic unit tests
+        "litellm.proxy.management_endpoints.team_endpoints.get_team_object",
+        AsyncMock(return_value=team_obj),
+    ):
+        response = await reset_team_member_budget_fn(
+            team_id="team-1", user_id="member-1", user_api_key_dict=_reset_budget_admin()
+        )
+
+    assert response.budget_id is None
+    assert response.previous_budget_id == "custom-b1"
+    assert response.budget_source == "none"
+    mock_prisma_client.db.litellm_teammembership.update.assert_awaited_once_with(
+        where={"user_id_team_id": {"user_id": "member-1", "team_id": "team-1"}},
+        data={"litellm_budget_table": {"disconnect": True}},
+    )
+
+
+@pytest.mark.asyncio
+async def test_reset_team_member_budget_fn_membership_not_found(monkeypatch):
+    mock_prisma_client = MagicMock()
+    mock_prisma_client.db.litellm_teammembership.find_unique = AsyncMock(return_value=None)
+    mock_prisma_client.db.litellm_teammembership.update = AsyncMock()
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma_client)
+    monkeypatch.setattr("litellm.proxy.proxy_server.user_api_key_cache", MagicMock())
+    monkeypatch.setattr("litellm.proxy.proxy_server.proxy_logging_obj", MagicMock())
+
+    with patch(  # test-quality-ok: no live DB here; matches this file's established convention for endpoint-logic unit tests
+        "litellm.proxy.management_endpoints.team_endpoints.get_team_object",
+        AsyncMock(return_value=_team_with_default_budget("team-1", "team-default-b")),
+    ):
+        with pytest.raises(HTTPException) as exc:
+            await reset_team_member_budget_fn(
+                team_id="team-1", user_id="ghost-user", user_api_key_dict=_reset_budget_admin()
+            )
+    assert exc.value.status_code == 404
+    mock_prisma_client.db.litellm_teammembership.update.assert_not_awaited()
+
+
+@pytest.mark.asyncio
+async def test_reset_team_member_budget_fn_forbidden_for_non_admin(monkeypatch):
+    mock_prisma_client = MagicMock()
+    mock_prisma_client.db.litellm_teammembership.update = AsyncMock()
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma_client)
+    monkeypatch.setattr("litellm.proxy.proxy_server.user_api_key_cache", MagicMock())
+    monkeypatch.setattr("litellm.proxy.proxy_server.proxy_logging_obj", MagicMock())
+
+    with patch(  # test-quality-ok: no live DB here; matches this file's established convention for endpoint-logic unit tests
+        "litellm.proxy.management_endpoints.team_endpoints.get_team_object",
+        AsyncMock(return_value=LiteLLM_TeamTable(team_id="team-1", members_with_roles=[])),
+    ):
+        with pytest.raises(HTTPException) as exc:
+            await reset_team_member_budget_fn(
+                team_id="team-1",
+                user_id="member-1",
+                user_api_key_dict=UserAPIKeyAuth(
+                    user_role=LitellmUserRoles.INTERNAL_USER, api_key="sk-user", user_id="plain-user"
+                ),
+            )
+    assert exc.value.status_code == 403
+    mock_prisma_client.db.litellm_teammembership.update.assert_not_awaited()
+
+
+async def _team_info_budget_sources(
+    team_row: LiteLLM_TeamTable,
+    memberships: list[LiteLLM_TeamMembership],
+    default_budget_row: LiteLLM_BudgetTable | None,
+) -> dict[str, str]:
+    from fastapi import Request
+
+    from litellm.proxy.management_endpoints import team_endpoints
+
+    mock_prisma = MagicMock()
+    mock_prisma.db.litellm_teamtable.find_unique = AsyncMock(return_value=team_row)
+    mock_prisma.db.litellm_budgettable.find_unique = AsyncMock(return_value=default_budget_row)
+    mock_prisma.get_data = AsyncMock(return_value=[])
+
+    with (
+        patch(  # test-quality-ok: no live DB here; matches this file's established convention for endpoint-logic unit tests
+            "litellm.proxy.proxy_server.prisma_client", mock_prisma
+        ),
+        patch.object(  # test-quality-ok: membership lookup is a module-level DB query with no injection point
+            team_endpoints, "get_all_team_memberships", AsyncMock(return_value=memberships)
+        ),
+    ):
+        response = await team_endpoints.team_info(
+            http_request=MagicMock(spec=Request),
+            team_id=team_row.team_id,
+            user_api_key_dict=UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN),
+        )
+    return {tm.user_id: tm.budget_source for tm in response["team_memberships"]}
+
+
+@pytest.mark.asyncio
+async def test_team_info_reports_whether_each_member_follows_the_team_default_budget():
+    sources = await _team_info_budget_sources(
+        team_row=_team_with_default_budget("team-1", "team-default-b"),
+        memberships=[
+            LiteLLM_TeamMembership(user_id="inherits", team_id="team-1", budget_id="team-default-b"),
+            LiteLLM_TeamMembership(user_id="customized", team_id="team-1", budget_id="own-b"),
+            LiteLLM_TeamMembership(user_id="unlinked", team_id="team-1", budget_id=None),
+        ],
+        default_budget_row=LiteLLM_BudgetTable(budget_id="team-default-b", max_budget=100.0),
+    )
+
+    assert sources == {
+        "inherits": "team_default",
+        "customized": "custom",
+        "unlinked": "team_default",
+    }
+
+
+@pytest.mark.asyncio
+async def test_team_info_reports_no_budget_source_when_team_has_no_default():
+    sources = await _team_info_budget_sources(
+        team_row=LiteLLM_TeamTable(team_id="team-1"),
+        memberships=[
+            LiteLLM_TeamMembership(user_id="customized", team_id="team-1", budget_id="own-b"),
+            LiteLLM_TeamMembership(user_id="unlinked", team_id="team-1", budget_id=None),
+        ],
+        default_budget_row=None,
+    )
+
+    assert sources == {
+        "customized": "custom",
+        "unlinked": "none",
+    }
+
+
+@pytest.mark.asyncio
+async def test_team_info_reports_no_budget_source_when_team_default_row_was_deleted():
+    sources = await _team_info_budget_sources(
+        team_row=_team_with_default_budget("team-1", "deleted-b"),
+        memberships=[
+            LiteLLM_TeamMembership(user_id="customized", team_id="team-1", budget_id="own-b"),
+            LiteLLM_TeamMembership(user_id="unlinked", team_id="team-1", budget_id=None),
+        ],
+        default_budget_row=None,
+    )
+
+    assert sources == {
+        "customized": "custom",
+        "unlinked": "none",
+    }
+
+
 @pytest.mark.asyncio
 async def test_team_member_update_invalidates_team_member_spend_state_when_budget_patch_applied(monkeypatch):
     """Raising a stuck member's max_budget_in_team via the documented /team/member_update
diff --git a/tests/test_litellm/proxy/policy_engine/test_pipeline_executor.py b/tests/test_litellm/proxy/policy_engine/test_pipeline_executor.py
index 624bc3f077b..6aa7eca0f15 100644
--- a/tests/test_litellm/proxy/policy_engine/test_pipeline_executor.py
+++ b/tests/test_litellm/proxy/policy_engine/test_pipeline_executor.py
@@ -6,6 +6,7 @@ Uses mock guardrails to validate pipeline execution without external services.
 
 import copy
 import logging
+import pickle
 from typing import Literal
 from unittest.mock import MagicMock
 
@@ -1122,7 +1123,7 @@ class _RefusingTranslation:
         deliver_ended_stream_rewrites=False,
     ):
         responses_so_far[0]["text"] = "half-written"
-        raise UndeliverableStreamRewrite(guardrail_to_apply.guardrail_name)
+        raise UndeliverableStreamRewrite(guardrail_to_apply.guardrail_name, "the translation refused it")
 
 
 def _chunk():
@@ -1143,10 +1144,22 @@ async def _run_streaming_step(translation, streaming_chunks=None):
     )
 
 
-def _assert_passed_with_discard_warning(result, caplog):
+NO_WRITE_BACK_REASON = "this endpoint's streaming pipeline does not write ended-stream rewrites back yet"
+
+
+def _assert_passed_with_discard_warning(result, caplog, reason):
     assert result.terminal_action == "allow"
     assert [step.outcome for step in result.step_results] == ["pass"]
-    assert any("'masker'" in record.getMessage() and "discarded" in record.getMessage() for record in caplog.records)
+    discard_warnings = [
+        record.getMessage()
+        for record in caplog.records
+        if record.levelno == logging.WARNING
+        and "'masker'" in record.getMessage()
+        and "discarded" in record.getMessage()
+    ]
+    assert len(discard_warnings) == 1
+    assert reason in discard_warnings[0]
+    assert "text rewrites included" in discard_warnings[0]
     assert "masker" not in ((result.modified_data or {}).get("metadata") or {}).get("applied_guardrails", [])
 
 
@@ -1159,7 +1172,7 @@ async def test_streaming_step_discards_text_rewrite_when_translation_lacks_write
     with caplog.at_level(logging.WARNING, logger="LiteLLM Proxy"):
         result = await _run_streaming_step(translation, chunks)
 
-    _assert_passed_with_discard_warning(result, caplog)
+    _assert_passed_with_discard_warning(result, caplog, NO_WRITE_BACK_REASON)
     assert chunks == [_chunk()]
     assert translation.seen_guardrail_names == ["masker"]
 
@@ -1196,7 +1209,7 @@ async def test_streaming_step_in_place_rewrite_is_discarded_without_write_back(m
     with caplog.at_level(logging.WARNING, logger="LiteLLM Proxy"):
         result = await _run_streaming_step(_TextTranslation(), chunks)
 
-    _assert_passed_with_discard_warning(result, caplog)
+    _assert_passed_with_discard_warning(result, caplog, NO_WRITE_BACK_REASON)
     assert chunks == [_chunk()]
 
 
@@ -1258,7 +1271,9 @@ async def test_streaming_step_discards_whole_rewrite_when_guardrail_drops_a_tool
     with caplog.at_level(logging.WARNING, logger="LiteLLM Proxy"):
         result = await _run_streaming_step(_WritingTranslation(), chunks)
 
-    _assert_passed_with_discard_warning(result, caplog)
+    _assert_passed_with_discard_warning(
+        result, caplog, "the guardrail returned 0 tool calls for a stream that carried 1"
+    )
     assert chunks == [_chunk()]
 
 
@@ -1270,7 +1285,7 @@ async def test_streaming_step_discards_tool_call_rewrite_when_translation_lacks_
     with caplog.at_level(logging.WARNING, logger="LiteLLM Proxy"):
         result = await _run_streaming_step(_TextTranslation(), chunks)
 
-    _assert_passed_with_discard_warning(result, caplog)
+    _assert_passed_with_discard_warning(result, caplog, NO_WRITE_BACK_REASON)
     assert chunks == [_chunk()]
 
 
@@ -1362,7 +1377,7 @@ async def test_streaming_step_restores_chunks_when_translation_refuses_the_rewri
     with caplog.at_level(logging.WARNING, logger="LiteLLM Proxy"):
         result = await _run_streaming_step(_RefusingTranslation(), chunks)
 
-    _assert_passed_with_discard_warning(result, caplog)
+    _assert_passed_with_discard_warning(result, caplog, "the translation refused it")
     assert chunks == [_chunk()]
 
 
@@ -1597,7 +1612,7 @@ async def test_streaming_step_discards_legacy_rewrite_whose_texts_do_not_line_up
     with caplog.at_level(logging.WARNING, logger="LiteLLM Proxy"):
         result = await _run_legacy_streaming_step(monkeypatch, guardrail, chunks)
 
-    _assert_passed_with_discard_warning(result, caplog)
+    _assert_passed_with_discard_warning(result, caplog, "the legacy hook returned 2 texts for a stream that carried 1")
     assert chunks == [_chunk()]
 
 
@@ -1612,7 +1627,7 @@ async def test_streaming_step_discards_legacy_rewrite_that_changes_a_tool_call(m
     with caplog.at_level(logging.WARNING, logger="LiteLLM Proxy"):
         result = await _run_legacy_streaming_step(monkeypatch, guardrail, chunks)
 
-    _assert_passed_with_discard_warning(result, caplog)
+    _assert_passed_with_discard_warning(result, caplog, "the legacy hook changed a tool call's name or arguments")
     assert chunks == [_chunk()]
 
 
@@ -1624,7 +1639,9 @@ async def test_streaming_step_discards_legacy_rewrite_that_drops_the_tool_calls(
     with caplog.at_level(logging.WARNING, logger="LiteLLM Proxy"):
         result = await _run_legacy_streaming_step(monkeypatch, guardrail, chunks)
 
-    _assert_passed_with_discard_warning(result, caplog)
+    _assert_passed_with_discard_warning(
+        result, caplog, "the legacy hook returned 0 tool calls for a stream that carried 1"
+    )
     assert chunks == [_chunk()]
 
 
@@ -1656,7 +1673,7 @@ async def test_streaming_step_discards_a_legacy_tool_call_rewrite_on_a_tool_only
             monkeypatch, guardrail, chunks, translation=_ToolOnlyLegacyScanningTranslation()
         )
 
-    _assert_passed_with_discard_warning(result, caplog)
+    _assert_passed_with_discard_warning(result, caplog, "the legacy hook changed a tool call's name or arguments")
     assert chunks == [_tool_only_chunk()]
 
 
@@ -1694,7 +1711,7 @@ async def test_streaming_step_discards_a_legacy_rewrite_the_translation_cannot_r
 
     result = await _run_legacy_streaming_step(monkeypatch, guardrail, chunks, translation=_UnscannableRewriteTranslation())
 
-    _assert_passed_with_discard_warning(result, caplog)
+    _assert_passed_with_discard_warning(result, caplog, "the legacy hook's response could not be rescanned")
     assert chunks == [_chunk()]
 
 
@@ -1711,3 +1728,15 @@ async def test_later_legacy_step_sees_the_stream_as_the_earlier_step_left_it(mon
     assert chunks[0]["text"] == "[REWRITTEN] hello world"
     assert [call["response"] for call in masker.calls] == [_native("hello world")]
     assert [call["response"] for call in auditor.calls] == [_native("[REWRITTEN] hello world")]
+
+
+@pytest.mark.parametrize("clone", [copy.deepcopy, lambda exc: pickle.loads(pickle.dumps(exc))], ids=["deepcopy", "pickle"])
+def test_undeliverable_stream_rewrite_keeps_its_reason_through_a_copy(clone):
+    original = UndeliverableStreamRewrite("masker", "the translation refused it")
+
+    copied = clone(original)
+
+    assert copied.guardrail_name == "masker"
+    assert copied.reason == "the translation refused it"
+    assert str(copied) == str(original)
+    assert str(copied).endswith("cannot be written back to the stream: the translation refused it")
diff --git a/tests/test_litellm/proxy/proxy_server/test_lifecycle.py b/tests/test_litellm/proxy/proxy_server/test_lifecycle.py
index 6121608b658..e9695685ca5 100644
--- a/tests/test_litellm/proxy/proxy_server/test_lifecycle.py
+++ b/tests/test_litellm/proxy/proxy_server/test_lifecycle.py
@@ -43,6 +43,7 @@ from litellm.proxy.proxy_server import (
     cost_tracking,
     get_litellm_model_info,
     initialize,
+    initialize_from_worker_config,
     load_from_azure_key_vault,
     proxy_shutdown_event,
     proxy_startup_event,
@@ -376,7 +377,7 @@ def _lit4152_worker_config_dict():
         "master_key": _LIT4152_SECRETS[0],
         "database_url": _LIT4152_SECRETS[3],
         "api_key": _LIT4152_SECRETS[2],
-        "telemetry": True,
+        "drop_params": True,
     }
 
 
@@ -394,7 +395,7 @@ def test__redact_worker_config_for_logging_dict_masks_all_secret_shapes():
         assert secret not in rendered, f"leak: {secret} in {rendered!r}"
     assert isinstance(redacted, dict)
     assert redacted["model"] == "openai/gpt-4o-mini"
-    assert redacted["telemetry"] is True
+    assert redacted["drop_params"] is True
 
 
 def test__redact_worker_config_for_logging_json_string_round_trips_masked():
@@ -501,7 +502,7 @@ def test__redact_worker_config_for_logging_masks_nested_secret_fields():
 def test_initialize_signature_is_async_with_expected_params():
     sig = inspect.signature(initialize)
     # Hard-coded so a signature change (param added/removed) trips the gate.
-    expected_param_count = 17
+    expected_param_count = 16
     observed = {
         "is_async": inspect.iscoroutinefunction(initialize),
         "param_count": len(sig.parameters),
@@ -522,6 +523,16 @@ async def test_initialize_invalid_unexpected_kwarg_raises_type_error():
         await initialize(this_is_not_a_real_kwarg=True)
 
 
+@pytest.mark.asyncio
+async def test_initialize_from_worker_config_drops_legacy_telemetry_key():
+    with pytest.raises(TypeError):
+        await initialize(telemetry=True)
+    await initialize_from_worker_config({"telemetry": True, "request_timeout": 77})
+    assert ps.user_request_timeout == 77
+    with pytest.raises(TypeError):
+        await initialize_from_worker_config({"this_is_not_a_real_kwarg": True})
+
+
 # ---------------------------------------------------------------------------
 # load_from_azure_key_vault
 # ---------------------------------------------------------------------------
diff --git a/tests/test_litellm/proxy/proxy_server/test_routes_utils.py b/tests/test_litellm/proxy/proxy_server/test_routes_utils.py
index 1e1436fcef8..b363d3823ad 100644
--- a/tests/test_litellm/proxy/proxy_server/test_routes_utils.py
+++ b/tests/test_litellm/proxy/proxy_server/test_routes_utils.py
@@ -3,6 +3,7 @@
 Pins (PR2):
     - POST /utils/token_counter
     - GET /utils/supported_openai_params
+    - GET /utils/model_info
     - POST /utils/transform_request
 """
 
@@ -231,6 +232,66 @@ def test_supported_openai_params_invalid_model(client, auth_as, monkeypatch):
     assert "Could not map model" in response.text
 
 
+# ---------------------------------------------------------------------------
+# GET /utils/model_info
+# ---------------------------------------------------------------------------
+
+
+@pytest.fixture
+def lookup_fixture_model(monkeypatch):
+    entry = {
+        "litellm_provider": "openai",
+        "mode": "chat",
+        "max_input_tokens": 1234,
+        "max_output_tokens": 56,
+        "input_cost_per_token": 1e-6,
+        "output_cost_per_token": 2e-6,
+        "supports_vision": True,
+        "deprecation_date": "2099-01-01",
+        "supports_lookup_fixture_edit": True,
+    }
+    monkeypatch.setattr(proxy_server, "llm_router", None)
+    monkeypatch.setitem(litellm.model_cost, "lookup-fixture-model", entry)
+    litellm.get_model_info.cache_clear()
+    litellm.utils._cached_get_model_info_helper.cache_clear()
+    yield entry
+    litellm.get_model_info.cache_clear()
+    litellm.utils._cached_get_model_info_helper.cache_clear()
+
+
+def test_model_info_lookup_returns_full_cost_map_entry_for_unregistered_model(client, auth_as, lookup_fixture_model):
+    """Every raw cost map field comes back, including ones outside ``ModelInfoBase`` that ``get_model_info`` drops."""
+    with auth_as():
+        response = client.get(
+            "/utils/model_info", params={"model": "lookup-fixture-model", "custom_llm_provider": "openai"}
+        )
+    assert response.status_code == 200, response.text
+    body = response.json()
+    assert body["model"] == "lookup-fixture-model"
+    assert body["custom_llm_provider"] == "openai"
+    assert body["model_info"]["key"] == "lookup-fixture-model"
+    assert isinstance(body["model_info"]["supported_openai_params"], list)
+    assert {k: body["model_info"][k] for k in lookup_fixture_model} == lookup_fixture_model
+
+
+def test_model_info_lookup_unknown_model_returns_404(client, auth_as, monkeypatch):
+    monkeypatch.setattr(proxy_server, "llm_router", None)
+    with auth_as():
+        response = client.get("/utils/model_info", params={"model": "no-such-model-lit-7476"})
+    assert response.status_code == 404, response.text
+    assert "is not in the model cost map" in response.text
+
+
+def test_model_info_lookup_returns_404_when_typed_info_has_no_cost_map_entry(client, auth_as, monkeypatch):
+    """``get_model_info`` synthesizes info for huggingface fallbacks absent from ``model_cost``;
+    with no raw entry the route must 404 rather than answer 200 with typed fields only."""
+    monkeypatch.setattr(proxy_server, "llm_router", None)
+    with auth_as():
+        response = client.get("/utils/model_info", params={"model": "huggingface/not-in-map-org/not-in-map-model"})
+    assert response.status_code == 404, response.text
+    assert "is not in the model cost map" in response.text
+
+
 # ---------------------------------------------------------------------------
 # POST /utils/transform_request
 # ---------------------------------------------------------------------------
diff --git a/tests/test_litellm/proxy/response_api_endpoints/test_endpoints.py b/tests/test_litellm/proxy/response_api_endpoints/test_endpoints.py
index f7abb209015..4153bf7d7ee 100644
--- a/tests/test_litellm/proxy/response_api_endpoints/test_endpoints.py
+++ b/tests/test_litellm/proxy/response_api_endpoints/test_endpoints.py
@@ -2099,7 +2099,7 @@ class TestCursorVariantPerModelBudgetEnforcement:
 
         response = _post_cursor_with_real_auth(valid_token, attrs, request_model="claude-opus-5-thinking-high")
 
-        assert response.status_code == 429, response.text
+        assert response.status_code == 422, response.text
         error = response.json()["error"]
         assert error["type"] == "budget_exceeded"
         assert "exceeded budget for model=claude-opus-5" in error["message"]
@@ -2110,8 +2110,8 @@ class TestCursorVariantPerModelBudgetEnforcement:
         base_response = _post_cursor_with_real_auth(valid_token, attrs, request_model="claude-opus-5")
         alias_response = _post_cursor_with_real_auth(valid_token, attrs, request_model="claude-opus-5-fast")
 
-        assert base_response.status_code == 429, base_response.text
-        assert alias_response.status_code == 429, alias_response.text
+        assert base_response.status_code == 422, base_response.text
+        assert alias_response.status_code == 422, alias_response.text
         assert alias_response.json() == base_response.json()
 
 
diff --git a/tests/test_litellm/proxy/test_common_request_processing.py b/tests/test_litellm/proxy/test_common_request_processing.py
index e4ca0b03d59..0b872400be0 100644
--- a/tests/test_litellm/proxy/test_common_request_processing.py
+++ b/tests/test_litellm/proxy/test_common_request_processing.py
@@ -495,7 +495,7 @@ class TestProxyBaseLLMRequestProcessing:
             )
 
         assert exc_info.value.type == ProxyErrorTypes.budget_exceeded
-        assert exc_info.value.code == "429"
+        assert exc_info.value.code == "422"
         tag_budget_check.assert_awaited_once()
         _, call_kwargs = tag_budget_check.call_args
         assert call_kwargs["tags"] == ("guardrail-tag",)
@@ -702,7 +702,7 @@ class TestProxyBaseLLMRequestProcessing:
             )
 
         assert exc_info.value.type == ProxyErrorTypes.budget_exceeded
-        assert exc_info.value.code == "429"
+        assert exc_info.value.code == "422"
         assert "guardrail-tag" in exc_info.value.message
 
     @pytest.mark.asyncio
diff --git a/tests/test_litellm/proxy/test_proxy_cli.py b/tests/test_litellm/proxy/test_proxy_cli.py
index c806725d594..a38470d1fdf 100644
--- a/tests/test_litellm/proxy/test_proxy_cli.py
+++ b/tests/test_litellm/proxy/test_proxy_cli.py
@@ -617,6 +617,15 @@ class TestProxyInitializationHelpers:
             assert "Skipping server startup" in result.output
             mock_uvicorn_run.assert_not_called()
 
+            result = runner.invoke(
+                run_server, ["--local", "--skip_server_startup", "--telemetry", "False"]
+            )
+            assert (
+                result.exit_code == 0
+            ), f"exit_code={result.exit_code}, output={result.output}"
+            assert "Skipping server startup" in result.output
+            assert "telemetry" not in runner.invoke(run_server, ["--help"]).output
+
             # --- normal startup ---
             mock_uvicorn_run.reset_mock()
 
@@ -1986,7 +1995,7 @@ class TestRunServerDbSetup:
             # use_prisma_db_push should be False (default), so use_migrate should be True
             run_server.main(["--local", "--skip_server_startup"], standalone_mode=False)
             mock_setup_database.assert_called_with(
-                use_migrate=True, use_v2_resolver=False
+                use_migrate=True, use_v2_resolver=True
             )
 
             # Reset mocks
@@ -2001,7 +2010,7 @@ class TestRunServerDbSetup:
                 standalone_mode=False,
             )
             mock_setup_database.assert_called_with(
-                use_migrate=False, use_v2_resolver=False
+                use_migrate=False, use_v2_resolver=True
             )
 
     @patch("atexit.register")
@@ -2061,7 +2070,7 @@ class TestRunServerDbSetup:
 
         assert "prisma CLI is neither on PATH" not in capsys.readouterr().out
         mock_setup_database.assert_called_once_with(
-            use_migrate=True, use_v2_resolver=False
+            use_migrate=True, use_v2_resolver=True
         )
 
     @patch("subprocess.run")
@@ -2128,7 +2137,7 @@ class TestRunServerDbSetup:
                 )
             assert exc_info.value.code == 1
             mock_setup_database.assert_called_once_with(
-                use_migrate=True, use_v2_resolver=False
+                use_migrate=True, use_v2_resolver=True
             )
 
     @patch("subprocess.run")
@@ -2194,12 +2203,13 @@ class TestRunServerDbSetup:
         mock_setup_database,
         mock_atexit_register,
         mock_subprocess_run,
+        capsys,
     ):
-        """USE_V2_MIGRATION_RESOLVER must select the v2 resolver.
+        """USE_V2_MIGRATION_RESOLVER=true must select the v2 resolver.
 
         The Helm migrations Job runs `python litellm/proxy/prisma_migration.py`,
-        which calls run_server with a fixed argv, so a deployment has no way to
-        pass --use_v2_migration_resolver and an env var is the only route in.
+        which calls run_server with a fixed argv, so a deployment reaches the
+        resolver through the env var rather than a CLI flag.
         """
         from litellm.proxy.proxy_cli import run_server
 
@@ -2239,6 +2249,100 @@ class TestRunServerDbSetup:
         mock_setup_database.assert_called_once_with(
             use_migrate=True, use_v2_resolver=True
         )
+        assert "--use_v2_migration_resolver is deprecated" not in capsys.readouterr().out
+
+    @pytest.mark.parametrize(
+        "use_legacy_flag, env_value, expected",
+        [
+            (False, None, True),
+            (False, "true", True),
+            (False, "false", False),
+            (True, None, False),
+            (True, "true", False),
+        ],
+        ids=[
+            "unset-env-defaults-to-v2",
+            "env-true-selects-v2",
+            "env-false-selects-v1",
+            "legacy-flag-selects-v1",
+            "legacy-flag-beats-env-true",
+        ],
+    )
+    def test_resolve_v2_migration_resolver(self, use_legacy_flag, env_value, expected):
+        from litellm.proxy.proxy_cli import resolve_v2_migration_resolver
+
+        assert (
+            resolve_v2_migration_resolver(
+                use_legacy_flag=use_legacy_flag, env_value=env_value
+            )
+            is expected
+        )
+
+    def test_deprecated_v2_flag_not_reported_outside_a_cli_invocation(self):
+        from litellm.proxy.proxy_cli import deprecated_v2_flag_passed_on_cli
+
+        assert deprecated_v2_flag_passed_on_cli() is False
+
+    @patch("subprocess.run")
+    @patch("atexit.register")
+    @patch("litellm.proxy.db.prisma_client.PrismaManager.setup_database")
+    @patch("litellm.proxy.db.check_migration.check_prisma_schema_diff")
+    @patch("litellm.proxy.db.prisma_client.should_update_prisma_schema")
+    def test_legacy_resolver_flag_reaches_database_setup(
+        self,
+        mock_should_update_schema,
+        mock_check_schema_diff,
+        mock_setup_database,
+        mock_atexit_register,
+        mock_subprocess_run,
+    ):
+        """--use_legacy_migration_resolver must reach the database setup call.
+
+        The resolver decision itself is covered mock-free above; this is the
+        one wiring check that the flag is threaded through run_server.
+        """
+        from litellm.proxy.proxy_cli import run_server
+
+        mock_subprocess_run.return_value = MagicMock(returncode=0)
+        mock_should_update_schema.return_value = True
+        mock_setup_database.return_value = True
+
+        mock_proxy_module = MagicMock(
+            app=MagicMock(),
+            ProxyConfig=MagicMock(),
+            KeyManagementSettings=MagicMock(),
+            save_worker_config=MagicMock(),
+        )
+
+        clean_env = {
+            k: v
+            for k, v in os.environ.items()
+            if k not in ("DATABASE_URL", "DIRECT_URL", "USE_V2_MIGRATION_RESOLVER")
+        }
+        clean_env["DATABASE_URL"] = "postgresql://test:test@localhost:5432/test"
+
+        with (
+            patch.dict(os.environ, clean_env, clear=True),
+            patch.dict(
+                "sys.modules",
+                {
+                    "proxy_server": mock_proxy_module,
+                    "litellm.proxy.proxy_server": mock_proxy_module,
+                },
+            ),
+        ):
+            run_server.main(
+                [
+                    "--local",
+                    "--skip_server_startup",
+                    "--use_legacy_migration_resolver",
+                ],
+                standalone_mode=False,
+            )
+
+        mock_setup_database.assert_called_once_with(
+            use_migrate=True, use_v2_resolver=False
+        )
 
 
 # --- Module-level helpers for worker startup hook tests ---
diff --git a/tests/test_litellm/proxy/test_proxy_server.py b/tests/test_litellm/proxy/test_proxy_server.py
index 08a4621de24..950a6cc3c40 100644
--- a/tests/test_litellm/proxy/test_proxy_server.py
+++ b/tests/test_litellm/proxy/test_proxy_server.py
@@ -1628,6 +1628,219 @@ async def test_aaaproxy_startup_master_key(mock_prisma, monkeypatch, tmp_path):
         assert master_key == test_resolved_key
 
 
+def _boot_with_general_settings(monkeypatch, tmp_path, general_settings):
+    import yaml
+
+    config_path = tmp_path / "config.yaml"
+    config_path.write_text(yaml.dump({"general_settings": general_settings}))
+    for name in (
+        "LITELLM_MASTER_KEY",
+        "LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY",
+        "LITELLM_MIGRATE_FROM_MASTER_KEY",
+        "LITELLM_SALT_KEY",
+        "WORKER_CONFIG",
+        "DATABASE_URL",
+    ):
+        monkeypatch.delenv(name, raising=False)
+    monkeypatch.setenv("CONFIG_FILE_PATH", str(config_path))
+    scheduler_left_on_a_closed_event_loop_by_an_earlier_test = "litellm.proxy.proxy_server.scheduler"
+    monkeypatch.setattr(scheduler_left_on_a_closed_event_loop_by_an_earlier_test, None)
+    announced = []
+    monkeypatch.setattr("litellm.proxy.proxy_server.announce_on_stderr_at_exit", announced.append)
+    return config_path, announced
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "general_settings",
+    [{"master_key": "sk-1234"}, {"master_key": ""}, {"master_key": None}, {}],
+    ids=["publicly-known", "empty", "yaml-null", "no-general-settings"],
+)
+async def test_proxy_startup_refuses_an_unsafe_master_key_even_when_the_database_is_unreachable(
+    monkeypatch, tmp_path, general_settings
+):
+    from fastapi import FastAPI
+
+    from litellm.proxy.auth.master_key_boot_check import UnsafeMasterKeyError
+    from litellm.proxy.proxy_server import proxy_startup_event
+
+    async def unreachable():
+        raise ConnectionError("database is down")
+
+    _, announced = _boot_with_general_settings(monkeypatch, tmp_path, general_settings)
+    monkeypatch.setenv("DATABASE_URL", "postgresql://nobody:nothing@127.0.0.1:1/unreachable")
+    monkeypatch.setattr("litellm.proxy.proxy_server._connect_to_count_stored_values", unreachable)
+
+    with pytest.raises(UnsafeMasterKeyError):
+        async with proxy_startup_event(FastAPI()):
+            pass
+
+    assert len(announced) == 1
+    assert "sk-$(openssl rand -hex 32)" in announced[0]
+    key_can_have_encrypted_the_database = general_settings.get("master_key") is not None
+    assert ("could not be checked" in announced[0]) == key_can_have_encrypted_the_database
+
+
+class _DatabaseWithOneStoredCredential:
+    def __init__(self, ciphertext):
+        self._ciphertext = ciphertext
+
+    async def query_raw(self, query, *args):
+        if "information_schema.columns" in query:
+            return [{"table_name": "LiteLLM_CredentialsTable", "column_name": "credential_values"}]
+        return [{"credential_id": "cred-1", "credential_values": {"api_key": self._ciphertext}}]
+
+    async def execute_raw(self, query, *args):
+        raise AssertionError("a refused boot must not write to the database")
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("encrypted_with, asks_to_migrate", [("sk-1234", True), ("sk-some-other-key", False)])
+async def test_proxy_startup_asks_to_migrate_only_when_the_database_holds_values_under_the_unsafe_key(
+    monkeypatch, tmp_path, encrypted_with, asks_to_migrate
+):
+    from fastapi import FastAPI
+
+    from litellm.proxy.auth.master_key_boot_check import UnsafeMasterKeyError
+    from litellm.proxy.common_utils.encrypt_decrypt_utils import encrypt_value_helper
+    from litellm.proxy.proxy_server import proxy_startup_event
+
+    database = _DatabaseWithOneStoredCredential(encrypt_value_helper("sk-provider", new_encryption_key=encrypted_with))
+
+    async def connected():
+        return database
+
+    _, announced = _boot_with_general_settings(monkeypatch, tmp_path, {"master_key": "sk-1234"})
+    monkeypatch.setenv("DATABASE_URL", "postgresql://nobody:nothing@127.0.0.1:1/unreachable")
+    monkeypatch.setattr("litellm.proxy.proxy_server._connect_to_count_stored_values", connected)
+
+    with pytest.raises(UnsafeMasterKeyError):
+        async with proxy_startup_event(FastAPI()):
+            pass
+
+    assert ("LITELLM_MIGRATE_FROM_MASTER_KEY=sk-1234" in announced[0]) == asks_to_migrate
+    assert ("holds 1 value(s) encrypted with this master key" in announced[0]) == asks_to_migrate
+
+
+@pytest.mark.asyncio
+async def test_proxy_startup_says_a_lingering_migrate_from_variable_can_be_deleted(monkeypatch, tmp_path, caplog):
+    from fastapi import FastAPI
+
+    from litellm.proxy.proxy_server import proxy_startup_event
+
+    _boot_with_general_settings(monkeypatch, tmp_path, {"master_key": "sk-a-safe-master-key"})
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", None)
+    monkeypatch.setenv("LITELLM_MIGRATE_FROM_MASTER_KEY", "")
+
+    with caplog.at_level(logging.WARNING, logger="LiteLLM Proxy"):
+        async with proxy_startup_event(FastAPI()):
+            pass
+
+    notices = [record.getMessage() for record in caplog.records if "LITELLM_MIGRATE_FROM_MASTER_KEY" in record.message]
+    assert len(notices) == 1
+    assert "you may now delete LITELLM_MIGRATE_FROM_MASTER_KEY" in notices[0]
+
+
+class _PrismaClientWhoseDatabaseRejectsQueries:
+    class _Database:
+        async def query_raw(self, query, *args):
+            raise RuntimeError("permission denied for table LiteLLM_CredentialsTable")
+
+    writer_db = _Database()
+
+
+@pytest.mark.asyncio
+async def test_proxy_startup_stops_when_the_requested_migration_fails(monkeypatch, tmp_path, caplog):
+    from fastapi import FastAPI
+
+    from litellm.proxy.proxy_server import proxy_startup_event
+
+    _boot_with_general_settings(monkeypatch, tmp_path, {"master_key": "sk-a-safe-master-key"})
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", _PrismaClientWhoseDatabaseRejectsQueries())
+    monkeypatch.setenv("LITELLM_MIGRATE_FROM_MASTER_KEY", "sk-1234")
+
+    with (
+        caplog.at_level(logging.WARNING, logger="LiteLLM Proxy"),
+        pytest.raises(RuntimeError, match="permission denied"),
+    ):
+        async with proxy_startup_event(FastAPI()):
+            pass
+
+    notices = [record.getMessage() for record in caplog.records if "LITELLM_MIGRATE_FROM_MASTER_KEY" in record.message]
+    assert len(notices) == 1
+    assert "Could not migrate stored values" in notices[0]
+
+
+@pytest.mark.asyncio
+async def test_proxy_startup_names_the_config_file_that_set_the_unsafe_key(monkeypatch, tmp_path):
+    from fastapi import FastAPI
+
+    from litellm.proxy.auth.master_key_boot_check import UnsafeMasterKeyError
+    from litellm.proxy.proxy_server import proxy_startup_event
+
+    config_path, announced = _boot_with_general_settings(monkeypatch, tmp_path, {"master_key": "sk-1234"})
+
+    with pytest.raises(UnsafeMasterKeyError):
+        async with proxy_startup_event(FastAPI()):
+            pass
+
+    assert str(config_path) in announced[0]
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("override", ["yaml", "env"])
+async def test_proxy_startup_boots_an_unsafe_master_key_under_the_override(monkeypatch, tmp_path, override):
+    from fastapi import FastAPI
+
+    from litellm.proxy.proxy_server import proxy_startup_event
+
+    general_settings = {
+        "master_key": "sk-1234",
+        **({"dangerously_permit_weak_or_unset_master_key": True} if override == "yaml" else {}),
+    }
+    _, announced = _boot_with_general_settings(monkeypatch, tmp_path, general_settings)
+    if override == "env":
+        monkeypatch.setenv("LITELLM_DANGEROUSLY_PERMIT_WEAK_OR_UNSET_MASTER_KEY", "true")
+
+    async with proxy_startup_event(FastAPI()):
+        from litellm.proxy.proxy_server import master_key
+
+        assert master_key == "sk-1234"
+
+    assert announced == []
+
+
+class _ShutdownAwarePrisma(MockPrisma):
+    def __init__(self):
+        super().__init__()
+        self.stop_view_setup_task = AsyncMock()
+
+
+@pytest.mark.asyncio
+async def test_proxy_shutdown_stops_the_view_setup_task(monkeypatch, tmp_path):
+    import yaml
+    from fastapi import FastAPI
+
+    from litellm.proxy.proxy_server import proxy_startup_event
+
+    fake_prisma = _ShutdownAwarePrisma()
+    config_path = tmp_path / "config.yaml"
+    with open(config_path, "w") as f:
+        yaml.dump({"general_settings": {"master_key": "sk-12345"}}, f)
+    monkeypatch.setenv("CONFIG_FILE_PATH", str(config_path))
+    monkeypatch.setattr(proxy_server_module, "prisma_client", fake_prisma)
+    monkeypatch.setattr(proxy_server_module, "store_model_in_db", False)
+
+    async with proxy_startup_event(FastAPI()):
+        stopped_while_serving = fake_prisma.stop_view_setup_task.await_count
+
+    actual = {
+        "stopped_while_serving": stopped_while_serving,
+        "stopped_after_shutdown": fake_prisma.stop_view_setup_task.await_count,
+    }
+    assert actual == {"stopped_while_serving": 0, "stopped_after_shutdown": 1}
+
+
 def test_team_info_masking():
     """
     Test that sensitive team information is properly masked
@@ -10659,7 +10872,7 @@ async def test_realtime_session_rejected_in_pre_call_releases_the_budget_reserva
     """A rate-limit or guardrail rejection happens before route_request, so the
     relay never runs and no success log can own the reservation. The endpoint
     must release it on that exit too, or the key stays pinned at the reserved
-    amount and its next requests 429 with budget_exceeded while /key/info shows
+    amount and its next requests 422 with budget_exceeded while /key/info shows
     spend 0 (reproduced live with rpm_limit=1). The client still gets the
     pre-call error event and the 1011 close it got before."""
     reservation: Final = {"reserved_cost": 0.55, "input_cost": 0.0, "finalized": False, "entries": []}
@@ -13426,6 +13639,7 @@ def _mock_startup_prisma_client(health_check_error=None, connect_error=None):
     client.db.start_token_refresh_task = AsyncMock()
     client.check_view_exists = AsyncMock()
     client._set_spend_logs_row_count_in_proxy_state = AsyncMock()
+    client.start_view_setup_task = MagicMock()
     client.start_db_health_watchdog_task = AsyncMock()
     client.health_check = AsyncMock(side_effect=health_check_error)
     return client
@@ -13487,13 +13701,35 @@ async def test_setup_prisma_client_arms_health_watchdog_before_startup_health_ch
 
     mock_client = _mock_startup_prisma_client(health_check_error=httpx.ReadTimeout("startup health check timed out"))
     call_order = MagicMock()
+    call_order.attach_mock(mock_client.start_view_setup_task, "view_setup")
     call_order.attach_mock(mock_client.start_db_health_watchdog_task, "watchdog")
     call_order.attach_mock(mock_client.health_check, "health_check")
 
     await _run_setup_prisma_client(mock_client)
 
     assert mock_client.start_db_health_watchdog_task.await_count == 1
-    assert [call[0] for call in call_order.mock_calls] == ["watchdog", "health_check"]
+    assert [call[0] for call in call_order.mock_calls] == ["view_setup", "watchdog", "health_check"]
+
+
+@pytest.mark.asyncio
+async def test_setup_prisma_client_hands_view_creation_to_the_held_task(monkeypatch):
+    monkeypatch.setenv("DISABLE_PRISMA_HEALTH_CHECK_ON_STARTUP", "True")
+
+    mock_client = _mock_startup_prisma_client()
+    result = await _run_setup_prisma_client(mock_client)
+
+    actual = {
+        "result": result,
+        "view_setup_started": mock_client.start_view_setup_task.call_count,
+        "direct_view_creation": mock_client.check_view_exists.await_count,
+        "direct_row_count": mock_client._set_spend_logs_row_count_in_proxy_state.await_count,
+    }
+    assert actual == {
+        "result": mock_client,
+        "view_setup_started": 1,
+        "direct_view_creation": 0,
+        "direct_row_count": 0,
+    }
 
 
 @pytest.mark.asyncio
diff --git a/tests/test_litellm/proxy/test_team_member_update.py b/tests/test_litellm/proxy/test_team_member_update.py
index 352c68d491c..ace4c4e65af 100644
--- a/tests/test_litellm/proxy/test_team_member_update.py
+++ b/tests/test_litellm/proxy/test_team_member_update.py
@@ -14,7 +14,10 @@ from litellm.proxy._types import (
     TeamMemberUpdateRequest,
     UserAPIKeyAuth,
 )
-from litellm.proxy.management_endpoints.team_endpoints import team_member_update
+from litellm.proxy.management_endpoints.team_endpoints import (
+    TEAM_ADVISORY_LOCK_SQL,
+    team_member_update,
+)
 
 
 @pytest.mark.asyncio
@@ -65,13 +68,20 @@ def happy_path_upsert(monkeypatch):
     prisma_client.db.litellm_teamtable.update = AsyncMock()
 
     class _FakeTx:
+        litellm_teamtable = prisma_client.db.litellm_teamtable
+
         async def __aenter__(self):
             return self
 
         async def __aexit__(self, *args):
             return False
 
-    prisma_client.db.tx = MagicMock(return_value=_FakeTx())
+        async def query_raw(self, sql, team_id):
+            if sql == TEAM_ADVISORY_LOCK_SQL:
+                return []
+            return [{"members_with_roles": team_row.model_dump()["members_with_roles"]}]
+
+    prisma_client.tx = MagicMock(return_value=_FakeTx())
 
     monkeypatch.setattr(proxy_server, "prisma_client", prisma_client)
     monkeypatch.setattr(proxy_server, "premium_user", False)
diff --git a/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py b/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py
index 14d4929d27e..0f57af7f82c 100644
--- a/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py
+++ b/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py
@@ -3324,6 +3324,38 @@ class TestWebSearchInterceptionSettingsEndpoints:
         assert resp.status_code == 200, resp.text
         assert resp.json()["values"]["enabled"] is True
 
+    def test_get_flags_a_pod_that_has_not_applied_the_stored_setting(
+        self, mock_proxy_config, mock_auth, monkeypatch
+    ):
+        import litellm
+
+        monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", object())
+        monkeypatch.setattr(litellm, "callbacks", [])
+        mock_proxy_config["config"]["litellm_settings"]["websearch_interception_params"] = {"enabled": True}
+
+        resp = client.get("/get/websearch_interception_settings")
+
+        assert resp.status_code == 200, resp.text
+        assert resp.json()["values"]["enabled"] is True
+        assert resp.json()["active_on_this_pod"] is False
+
+    def test_get_reports_the_pod_as_active_once_the_callback_is_registered(
+        self, mock_proxy_config, mock_auth, monkeypatch
+    ):
+        import litellm
+        from litellm.integrations.websearch_interception.handler import (
+            WebSearchInterceptionLogger,
+        )
+
+        monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", object())
+        monkeypatch.setattr(litellm, "callbacks", [WebSearchInterceptionLogger(search_tool_name="running")])
+        mock_proxy_config["config"]["litellm_settings"]["websearch_interception_params"] = {"enabled": True}
+
+        resp = client.get("/get/websearch_interception_settings")
+
+        assert resp.status_code == 200, resp.text
+        assert resp.json()["active_on_this_pod"] is True
+
     def test_get_reports_no_database_instead_of_empty_settings(self, mock_proxy_config, mock_auth, monkeypatch):
         monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", None)
 
diff --git a/tests/test_litellm/proxy/utils/prisma_and_spend/test_prisma_client_lifecycle.py b/tests/test_litellm/proxy/utils/prisma_and_spend/test_prisma_client_lifecycle.py
index 18b02ac7772..9aa57c7a19b 100644
--- a/tests/test_litellm/proxy/utils/prisma_and_spend/test_prisma_client_lifecycle.py
+++ b/tests/test_litellm/proxy/utils/prisma_and_spend/test_prisma_client_lifecycle.py
@@ -5,11 +5,15 @@ Symbols pinned here:
   - ``PrismaClient.writer_db``
   - ``PrismaClient.connect``
   - ``PrismaClient.disconnect``
+  - ``PrismaClient.start_view_setup_task``
+  - ``PrismaClient.stop_view_setup_task``
+  - ``PrismaClient._run_view_setup``
 """
 
 from __future__ import annotations
 
 import asyncio
+import logging
 from typing import Any
 from unittest.mock import AsyncMock, MagicMock
 
@@ -17,6 +21,27 @@ import pytest
 
 from litellm.proxy.utils import PrismaClient
 
+_PROBE_SQL = "SELECT to_regclass($1) IS NOT NULL AS present"
+
+
+def _absent() -> list[dict[str, bool]]:
+    return [{"present": False}]
+
+
+def _present() -> list[dict[str, bool]]:
+    return [{"present": True}]
+
+
+def _wire_view_setup(prisma_client: PrismaClient, probe: AsyncMock) -> MagicMock:
+    prisma_client.db.query_raw = probe
+    prisma_client.check_view_exists = AsyncMock()
+    prisma_client._set_spend_logs_row_count_in_proxy_state = AsyncMock()
+    call_order = MagicMock()
+    call_order.attach_mock(probe, "probe")
+    call_order.attach_mock(prisma_client.check_view_exists, "views")
+    call_order.attach_mock(prisma_client._set_spend_logs_row_count_in_proxy_state, "row_count")
+    return call_order
+
 
 @pytest.mark.asyncio
 async def test_prismaclient_init_wires_default_config(
@@ -205,3 +230,221 @@ async def test_disconnect_raises_when_underlying_fails(
     prisma_client.db.disconnect = AsyncMock(side_effect=RuntimeError("disconnect boom"))
     with pytest.raises(RuntimeError, match="disconnect boom"):
         await prisma_client.disconnect()
+
+
+@pytest.mark.asyncio
+async def test_view_setup_waits_for_the_spend_logs_table_before_creating_views(prisma_client: PrismaClient) -> None:
+    probe = AsyncMock(side_effect=[_absent(), _absent(), _present()])
+    call_order = _wire_view_setup(prisma_client, probe)
+
+    outcome = await prisma_client._run_view_setup(poll_interval_seconds=0.001, deadline_seconds=5)
+
+    actual = {
+        "outcome": outcome,
+        "calls": [call[0] for call in call_order.mock_calls],
+        "probe_args": probe.await_args.args,
+    }
+    assert actual == {
+        "outcome": "ready",
+        "calls": ["probe", "probe", "probe", "row_count", "views"],
+        "probe_args": (_PROBE_SQL, '"LiteLLM_SpendLogs"'),
+    }
+
+
+@pytest.mark.asyncio
+async def test_view_setup_probe_resolves_through_the_connection_search_path(
+    prisma_client: PrismaClient, monkeypatch: pytest.MonkeyPatch
+) -> None:
+    monkeypatch.setenv("DATABASE_SCHEMA", "litellm_tenant")
+    probe = AsyncMock(return_value=_present())
+    _wire_view_setup(prisma_client, probe)
+
+    await prisma_client._run_view_setup(poll_interval_seconds=0.001, deadline_seconds=5)
+
+    assert probe.await_args.args == (_PROBE_SQL, '"LiteLLM_SpendLogs"')
+
+
+@pytest.mark.asyncio
+async def test_view_setup_sets_the_row_count_even_when_view_creation_keeps_failing(
+    prisma_client: PrismaClient,
+) -> None:
+    _wire_view_setup(prisma_client, AsyncMock(return_value=_present()))
+    prisma_client.check_view_exists.side_effect = RuntimeError("permission denied for schema public")
+
+    outcome = await prisma_client._run_view_setup(poll_interval_seconds=0.001, deadline_seconds=0.02)
+
+    actual = {
+        "outcome": outcome,
+        "row_count_set": prisma_client._set_spend_logs_row_count_in_proxy_state.await_count >= 1,
+    }
+    assert actual == {"outcome": "timed_out", "row_count_set": True}
+
+
+@pytest.mark.asyncio
+async def test_view_setup_gives_up_when_the_table_never_appears(prisma_client: PrismaClient) -> None:
+    probe = AsyncMock(return_value=_absent())
+    _wire_view_setup(prisma_client, probe)
+
+    outcome = await prisma_client._run_view_setup(poll_interval_seconds=0.001, deadline_seconds=0.02)
+
+    actual = {
+        "outcome": outcome,
+        "kept_polling": probe.await_count > 1,
+        "views_attempted": prisma_client.check_view_exists.await_count,
+        "row_count_attempted": prisma_client._set_spend_logs_row_count_in_proxy_state.await_count,
+    }
+    assert actual == {
+        "outcome": "timed_out",
+        "kept_polling": True,
+        "views_attempted": 0,
+        "row_count_attempted": 0,
+    }
+
+
+@pytest.mark.asyncio
+async def test_view_setup_retries_when_view_creation_fails_mid_migration(prisma_client: PrismaClient) -> None:
+    probe = AsyncMock(return_value=_present())
+    call_order = _wire_view_setup(prisma_client, probe)
+    prisma_client.check_view_exists.side_effect = [RuntimeError('column "tpd_limit" does not exist'), None]
+
+    outcome = await prisma_client._run_view_setup(poll_interval_seconds=0.001, deadline_seconds=5)
+
+    actual = {
+        "outcome": outcome,
+        "calls": [call[0] for call in call_order.mock_calls],
+    }
+    assert actual == {
+        "outcome": "ready",
+        "calls": ["probe", "row_count", "views", "probe", "row_count", "views"],
+    }
+
+
+@pytest.mark.asyncio
+async def test_view_setup_retries_when_the_table_probe_itself_fails(prisma_client: PrismaClient) -> None:
+    probe = AsyncMock(side_effect=[RuntimeError("connection reset"), _present()])
+    call_order = _wire_view_setup(prisma_client, probe)
+
+    outcome = await prisma_client._run_view_setup(poll_interval_seconds=0.001, deadline_seconds=5)
+
+    actual = {
+        "outcome": outcome,
+        "calls": [call[0] for call in call_order.mock_calls],
+    }
+    assert actual == {
+        "outcome": "ready",
+        "calls": ["probe", "probe", "row_count", "views"],
+    }
+
+
+@pytest.mark.asyncio
+async def test_run_view_setup_logs_an_error_naming_the_table_on_timeout(
+    prisma_client: PrismaClient, caplog: pytest.LogCaptureFixture
+) -> None:
+    _wire_view_setup(prisma_client, AsyncMock(return_value=_absent()))
+
+    with caplog.at_level(logging.ERROR, logger="LiteLLM Proxy"):
+        outcome = await prisma_client._run_view_setup(poll_interval_seconds=0.001, deadline_seconds=0.01)
+
+    errors = [record.getMessage() for record in caplog.records if record.levelno == logging.ERROR]
+    actual = {
+        "outcome": outcome,
+        "error_count": len(errors),
+        "names_table": '"LiteLLM_SpendLogs"' in errors[0],
+        "tells_operator_to_migrate": "migrations" in errors[0] and "restart" in errors[0],
+    }
+    assert actual == {
+        "outcome": "timed_out",
+        "error_count": 1,
+        "names_table": True,
+        "tells_operator_to_migrate": True,
+    }
+
+
+@pytest.mark.asyncio
+async def test_run_view_setup_reports_the_last_error_when_views_keep_failing_on_a_present_table(
+    prisma_client: PrismaClient, caplog: pytest.LogCaptureFixture
+) -> None:
+    _wire_view_setup(prisma_client, AsyncMock(return_value=_present()))
+    prisma_client.check_view_exists.side_effect = RuntimeError("permission denied for schema public")
+
+    with caplog.at_level(logging.ERROR, logger="LiteLLM Proxy"):
+        outcome = await prisma_client._run_view_setup(poll_interval_seconds=0.001, deadline_seconds=0.01)
+
+    errors = [record.getMessage() for record in caplog.records if record.levelno == logging.ERROR]
+    actual = {
+        "outcome": outcome,
+        "error_count": len(errors),
+        "names_the_error": "permission denied for schema public" in errors[0],
+        "blames_missing_migrations": "did not appear" in errors[0],
+        "tells_operator_to_restart": "restart" in errors[0],
+    }
+    assert actual == {
+        "outcome": "timed_out",
+        "error_count": 1,
+        "names_the_error": True,
+        "blames_missing_migrations": False,
+        "tells_operator_to_restart": True,
+    }
+
+
+@pytest.mark.asyncio
+async def test_run_view_setup_stays_quiet_when_views_are_ready(
+    prisma_client: PrismaClient, caplog: pytest.LogCaptureFixture
+) -> None:
+    _wire_view_setup(prisma_client, AsyncMock(return_value=_present()))
+
+    with caplog.at_level(logging.ERROR, logger="LiteLLM Proxy"):
+        outcome = await prisma_client._run_view_setup(poll_interval_seconds=0.001, deadline_seconds=0.01)
+
+    actual = {
+        "outcome": outcome,
+        "errors": [record.getMessage() for record in caplog.records if record.levelno == logging.ERROR],
+    }
+    assert actual == {"outcome": "ready", "errors": []}
+
+
+@pytest.mark.asyncio
+async def test_stop_view_setup_task_cancels_a_task_parked_between_polls(prisma_client: PrismaClient) -> None:
+    probe = AsyncMock(return_value=_absent())
+    _wire_view_setup(prisma_client, probe)
+
+    prisma_client.start_view_setup_task()
+    task = prisma_client._view_setup_task
+    await asyncio.sleep(0)
+    await asyncio.wait_for(prisma_client.stop_view_setup_task(), timeout=1)
+
+    actual = {
+        "probed_before_parking": probe.await_count,
+        "task_cancelled": task is not None and task.cancelled(),
+        "reference_cleared": prisma_client._view_setup_task,
+        "views_attempted": prisma_client.check_view_exists.await_count,
+    }
+    assert actual == {
+        "probed_before_parking": 1,
+        "task_cancelled": True,
+        "reference_cleared": None,
+        "views_attempted": 0,
+    }
+
+
+@pytest.mark.asyncio
+async def test_stop_view_setup_task_is_a_noop_without_a_task(prisma_client: PrismaClient) -> None:
+    await asyncio.wait_for(prisma_client.stop_view_setup_task(), timeout=1)
+    assert prisma_client._view_setup_task is None
+
+
+@pytest.mark.asyncio
+async def test_start_view_setup_task_twice_keeps_the_first_task(prisma_client: PrismaClient) -> None:
+    _wire_view_setup(prisma_client, AsyncMock(return_value=_absent()))
+
+    prisma_client.start_view_setup_task()
+    first = prisma_client._view_setup_task
+    prisma_client.start_view_setup_task()
+    second = prisma_client._view_setup_task
+    await asyncio.wait_for(prisma_client.stop_view_setup_task(), timeout=1)
+
+    actual = {
+        "first_is_task": isinstance(first, asyncio.Task),
+        "second_is_first": second is first,
+    }
+    assert actual == {"first_is_task": True, "second_is_first": True}
diff --git a/tests/test_litellm/responses/litellm_completion_transformation/test_litellm_completion_responses.py b/tests/test_litellm/responses/litellm_completion_transformation/test_litellm_completion_responses.py
index 6077f281a81..7b9de4644b4 100644
--- a/tests/test_litellm/responses/litellm_completion_transformation/test_litellm_completion_responses.py
+++ b/tests/test_litellm/responses/litellm_completion_transformation/test_litellm_completion_responses.py
@@ -1248,6 +1248,16 @@ class TestFunctionCallTransformation:
         assert "tool_choice" not in result
         assert "tools" not in result
 
+    def test_safety_identifier_forwarded_to_chat_completion_request(self) -> None:
+        result: Final = LiteLLMCompletionResponsesConfig.transform_responses_api_request_to_chat_completion_request(
+            model="bedrock/global.openai.gpt-5.6-luna",
+            input="hi",
+            responses_api_request={"safety_identifier": "user-7f3a"},
+            custom_llm_provider="bedrock",
+        )
+
+        assert result["safety_identifier"] == "user-7f3a"
+
     def test_parallel_tool_calls_dropped_when_no_chat_tools_remain(self) -> None:
         transform: Final = LiteLLMCompletionResponsesConfig.transform_responses_api_request_to_chat_completion_request
         codex_tool_search: Final = {
diff --git a/tests/test_litellm/router_strategy/test_complexity_router.py b/tests/test_litellm/router_strategy/test_complexity_router.py
index ecd25ff654f..90ab39f601c 100644
--- a/tests/test_litellm/router_strategy/test_complexity_router.py
+++ b/tests/test_litellm/router_strategy/test_complexity_router.py
@@ -3722,16 +3722,37 @@ class TestLLMClassifier:
 
     @pytest.mark.asyncio
     @pytest.mark.parametrize("redact", (False, True))
+    @pytest.mark.parametrize(
+        "override,threshold,tier,model",
+        (
+            ({}, 0.8, "COMPLEX", "complex-model"),
+            ({"heuristic_v2_success_threshold": None}, 0.8, "COMPLEX", "complex-model"),
+            ({"heuristic_v2_success_threshold": 0.0}, 0.0, "SIMPLE", "simple-model"),
+            ({"heuristic_v2_success_threshold": 21 / 102}, 21 / 102, "MEDIUM", "medium-model"),
+            ({"heuristic_v2_success_threshold": 0.95}, 0.95, "REASONING", "reasoning-model"),
+            ({"heuristic_v2_success_threshold": 1.0}, 1.0, "REASONING", "reasoning-model"),
+        ),
+        ids=("omitted", "null", "zero", "inclusive", "higher", "no-tier-passes"),
+    )
     async def test_heuristic_v2_routes_directly_to_predicted_builtin_tier(
-        self, mock_router_instance: MagicMock, redact: bool, monkeypatch: pytest.MonkeyPatch
+        self,
+        mock_router_instance: MagicMock,
+        redact: bool,
+        monkeypatch: pytest.MonkeyPatch,
+        override: Mapping[str, float | None],
+        threshold: float,
+        tier: str,
+        model: str,
     ) -> None:
         monkeypatch.setattr(litellm, "turn_off_message_logging", redact)
-        router = ComplexityRouter(
+        artifact: Final = _heuristic_v2_artifact()
+        router: Final = ComplexityRouter(
             model_name="tier-router",
             litellm_router_instance=mock_router_instance,
             complexity_router_config={
                 "classifier_type": "heuristic_v2",
-                "heuristic_v2_artifact": _heuristic_v2_artifact(),
+                "heuristic_v2_artifact": artifact,
+                **override,
                 "tiers": {
                     "SIMPLE": "simple-model",
                     "MEDIUM": "medium-model",
@@ -3741,15 +3762,15 @@ class TestLLMClassifier:
             },
         )
 
-        response = await router.async_pre_routing_hook(
+        response: Final = await router.async_pre_routing_hook(
             model="tier-router",
             request_kwargs={},
             messages=[{"role": "user", "content": "Handle this new request"}],
         )
 
         assert response is not None
-        assert response.model == "complex-model"
-        assert response.routing_decision["tier"] == "COMPLEX"
+        assert response.model == model
+        assert response.routing_decision["tier"] == tier
         assert response.routing_decision["cause"] == "heuristic_v2"
         assert response.routing_decision["signals"] == [
             "request-type:general",
@@ -3769,10 +3790,62 @@ class TestLLMClassifier:
                 "COMPLEX": 91 / 102,
                 "REASONING": 100 / 102,
             },
-            "threshold": 0.8,
-            "predicted_tier": "COMPLEX",
+            "threshold": threshold,
+            "predicted_tier": tier,
             "request_type": "general",
         }
+        assert artifact.routing_threshold == 0.8
+
+    @pytest.mark.parametrize("threshold", (-0.01, 1.01, math.nan, math.inf, -math.inf, True, "0.95"))
+    def test_heuristic_v2_success_threshold_rejects_invalid_values(self, threshold: float | bool | str) -> None:
+        with pytest.raises(ValidationError, match="heuristic_v2_success_threshold"):
+            ComplexityRouterConfig.model_validate(
+                {"classifier_type": "heuristic_v2", "heuristic_v2_success_threshold": threshold}
+            )
+
+    @pytest.mark.asyncio
+    async def test_heuristic_v2_threshold_reload_and_rejected_update_keep_router_isolated(self) -> None:
+        artifact: Final = _heuristic_v2_artifact()
+
+        def deployment(threshold: float, name: str = "editable") -> Deployment:
+            return Deployment(
+                model_name=name,
+                litellm_params=LiteLLM_Params(
+                    model="auto_router/complexity_router",
+                    complexity_router_config={
+                        "classifier_type": "heuristic_v2",
+                        "heuristic_v2_artifact": artifact.model_dump(),
+                        "heuristic_v2_success_threshold": threshold,
+                        "session_affinity": False,
+                        "tiers": {"SIMPLE": "simple-model", "REASONING": "reasoning-model"},
+                    },
+                ),
+                model_info={"id": name},
+            )
+
+        router: Final = Router(
+            model_list=[
+                deployment(0.95).model_dump(exclude_none=True),
+                deployment(0.95, "unchanged").model_dump(exclude_none=True),
+            ],
+            ignore_invalid_deployments=True,
+        )
+
+        async def routed_threshold(name: str) -> tuple[str, float]:
+            response: Final = await router.async_pre_routing_hook(
+                model=name,
+                request_kwargs={},
+                messages=[{"role": "user", "content": "Handle this new request"}],
+            )
+            assert response is not None and response.routing_decision is not None
+            return response.model, response.routing_decision["heuristic_v2_forecast"]["threshold"]
+
+        assert await routed_threshold("editable") == ("reasoning-model", 0.95)
+        assert router.upsert_deployment(deployment(0.0)) is not None
+        assert await routed_threshold("editable") == ("simple-model", 0.0)
+        assert await routed_threshold("unchanged") == ("reasoning-model", 0.95)
+        assert router.upsert_deployment(deployment(1.01)) is None
+        assert await routed_threshold("editable") == ("simple-model", 0.0)
 
     def test_heuristic_v2_needs_no_classifier_model(self):
         config = ComplexityRouterConfig(classifier_type="heuristic_v2")
diff --git a/tests/test_litellm/router_utils/test_get_retry_from_policy.py b/tests/test_litellm/router_utils/test_get_retry_from_policy.py
index df157ea5ff7..1f358f477d4 100644
--- a/tests/test_litellm/router_utils/test_get_retry_from_policy.py
+++ b/tests/test_litellm/router_utils/test_get_retry_from_policy.py
@@ -1,6 +1,7 @@
 from types import MappingProxyType
 from typing import Final
 
+import httpx
 import pytest
 
 import litellm
@@ -16,6 +17,7 @@ _EXCEPTION_FOR_FIELD: Final = MappingProxyType(
         "ContentPolicyViolationErrorRetries": litellm.ContentPolicyViolationError,
         "InternalServerErrorRetries": litellm.InternalServerError,
         "ServiceUnavailableErrorRetries": litellm.ServiceUnavailableError,
+        "NotFoundErrorRetries": litellm.NotFoundError,
     }
 )
 
@@ -26,6 +28,17 @@ def _error(exception_type: type[Exception]) -> Exception:
     return exception_type(message="boom", llm_provider="openai", model="gpt-5.6")
 
 
+def _bad_request_answered_with_404() -> litellm.BadRequestError:
+    upstream: Final = httpx.Response(
+        404, request=httpx.Request("GET", "https://api.openai.com/v1/responses/resp_missing")
+    )
+    exception: Final = litellm.BadRequestError(
+        message="Response with id 'resp_missing' not found.", llm_provider="openai", model="gpt-5.6", response=upstream
+    )
+    assert exception.status_code == 404
+    return exception
+
+
 @pytest.mark.parametrize("field", _SPECIFIC_FIELDS)
 def test_every_specific_field_controls_retries_for_its_exception(field: str):
     exception: Final = _error(_EXCEPTION_FOR_FIELD[field])
@@ -66,7 +79,7 @@ def test_subclass_falls_back_to_the_parent_field():
     )
 
 
-@pytest.mark.parametrize("exception_type", (litellm.BadGatewayError, litellm.NotFoundError))
+@pytest.mark.parametrize("exception_type", (litellm.BadGatewayError,))
 def test_default_retries_covers_exceptions_without_a_specific_field(exception_type: type[Exception]):
     exception: Final = _error(exception_type)
 
@@ -86,6 +99,46 @@ def test_specific_field_wins_over_default_retries():
     assert get_num_retries_from_retry_policy(exception=_error(litellm.BadGatewayError), retry_policy=policy) == 0
 
 
+def test_not_found_retries_governs_a_bad_request_error_answered_with_404():
+    exception: Final = _bad_request_answered_with_404()
+
+    assert get_num_retries_from_retry_policy(exception=exception, retry_policy=RetryPolicy(NotFoundErrorRetries=0)) == 0
+    assert get_num_retries_from_retry_policy(exception=exception, retry_policy=RetryPolicy(NotFoundErrorRetries=4)) == 4
+
+
+def test_not_found_retries_wins_over_bad_request_and_default_retries_for_a_404():
+    policy: Final = RetryPolicy(NotFoundErrorRetries=0, BadRequestErrorRetries=5, DefaultRetries=3)
+
+    assert get_num_retries_from_retry_policy(exception=_bad_request_answered_with_404(), retry_policy=policy) == 0
+    assert get_num_retries_from_retry_policy(exception=_error(litellm.NotFoundError), retry_policy=policy) == 0
+
+
+def test_a_404_without_not_found_retries_falls_back_to_bad_request_then_default_retries():
+    exception: Final = _bad_request_answered_with_404()
+
+    assert (
+        get_num_retries_from_retry_policy(
+            exception=exception, retry_policy=RetryPolicy(BadRequestErrorRetries=0, DefaultRetries=3)
+        )
+        == 0
+    )
+    assert get_num_retries_from_retry_policy(exception=exception, retry_policy=RetryPolicy(DefaultRetries=3)) == 3
+    assert get_num_retries_from_retry_policy(exception=_error(litellm.NotFoundError), retry_policy=RetryPolicy(DefaultRetries=3)) == 3
+
+
+def test_not_found_retries_leaves_a_plain_400_alone():
+    exception: Final = _error(litellm.BadRequestError)
+    assert exception.status_code == 400
+
+    assert get_num_retries_from_retry_policy(exception=exception, retry_policy=RetryPolicy(NotFoundErrorRetries=0)) is None
+    assert (
+        get_num_retries_from_retry_policy(
+            exception=exception, retry_policy=RetryPolicy(NotFoundErrorRetries=0, BadRequestErrorRetries=2)
+        )
+        == 2
+    )
+
+
 def test_default_retries_applies_when_the_specific_field_is_unset():
     policy: Final = RetryPolicy(DefaultRetries=2)
 
diff --git a/tests/test_litellm/rust_bridge/test_legacy_callbacks.py b/tests/test_litellm/rust_bridge/test_callbacks_legacy_python.py
similarity index 91%
rename from tests/test_litellm/rust_bridge/test_legacy_callbacks.py
rename to tests/test_litellm/rust_bridge/test_callbacks_legacy_python.py
index a0906c7c5be..1f6a214398a 100644
--- a/tests/test_litellm/rust_bridge/test_legacy_callbacks.py
+++ b/tests/test_litellm/rust_bridge/test_callbacks_legacy_python.py
@@ -10,8 +10,8 @@ from pydantic import TypeAdapter
 
 import litellm
 from litellm.litellm_core_utils.litellm_logging import Logging
-from litellm.rust_bridge import legacy_callbacks as legacy
-from litellm.rust_bridge.legacy_callbacks import check_limits, setup
+from litellm.rust_bridge import callbacks_legacy_python as legacy
+from litellm.rust_bridge.callbacks_legacy_python import check_limits, setup
 
 _OCR_KWARGS: Final = MappingProxyType(
     {
@@ -81,7 +81,9 @@ def test_setup_builds_a_logger_when_none_is_supplied(call_type: str, kwargs: Map
     assert result.logger.litellm_call_id == result.kwargs["litellm_call_id"]
 
 
-CONTRACT_PATH: Final = Path(__file__).parents[3] / "litellm-rust/crates/callbacks-legacy/python_contract.json"
+CONTRACT_PATH: Final = (
+    Path(__file__).parents[3] / "litellm-rust/crates/callbacks-legacy-python/python_contract.json"
+)
 
 
 def test_the_rust_contract_matches_the_shim_signatures() -> None:
diff --git a/tests/test_litellm/test_budget_ratchet_check.py b/tests/test_litellm/test_budget_ratchet_check.py
index 22d05f4d00d..b359b8b42e5 100644
--- a/tests/test_litellm/test_budget_ratchet_check.py
+++ b/tests/test_litellm/test_budget_ratchet_check.py
@@ -9,6 +9,7 @@ import importlib.util
 import subprocess
 import sys
 from pathlib import Path
+from typing import Final
 
 _MODULE_PATH = (
     Path(__file__).resolve().parents[2] / "scripts" / "budget_ratchet_check.py"
@@ -92,6 +93,36 @@ def test_graduation_never_excuses_a_raised_limit():
     assert "0 -> 7" in regs[0].detail
 
 
+def test_dropped_rule_the_checker_retired_is_clean():
+    base: Final = {"TQ008": _spec_of(10993)}
+    assert ratchet.regressions_for("b.json", base, {}, retired=frozenset({"TQ008"})) == []
+
+
+def test_dropped_rule_the_checker_still_emits_is_a_regression():
+    base: Final = {"TQ001": _spec_of(5), "TQ008": _spec_of(10993)}
+    regs: Final = ratchet.regressions_for("b.json", base, {}, retired=frozenset({"TQ008"}))
+    assert [r.rule for r in regs] == ["TQ001"]
+    assert "dropped" in regs[0].detail
+
+
+def test_retirement_never_excuses_a_raised_limit():
+    base: Final = {"TQ008": _spec_of(0)}
+    regs: Final = ratchet.regressions_for("b.json", base, {"TQ008": _spec_of(7)}, retired=frozenset({"TQ008"}))
+    assert [r.rule for r in regs] == ["TQ008"]
+    assert "0 -> 7" in regs[0].detail
+
+
+def test_retired_rules_come_from_the_paired_checker():
+    base: Final = {"TQ001": _spec_of(5), "TQ008": _spec_of(10993)}
+    assert ratchet.retired_rules("test-quality-budget.json", base) == frozenset({"TQ008"})
+
+
+def test_budgets_without_a_paired_checker_never_retire():
+    base: Final = {"TQ008": _spec_of(1)}
+    for rel in ("ruff-strict-budget.json", "type-discipline-budget.json", "basedpyright-code-budget.json"):
+        assert ratchet.retired_rules(rel, base) == frozenset()
+
+
 def test_graduated_selectors_come_from_the_paired_ruff_config():
     selectors = ratchet.graduated_selectors("ruff-strict-budget.json")
     assert "UP006" in selectors
diff --git a/tests/test_litellm/test_check_test_quality.py b/tests/test_litellm/test_check_test_quality.py
index bfe503e74d1..bf05775d09d 100644
--- a/tests/test_litellm/test_check_test_quality.py
+++ b/tests/test_litellm/test_check_test_quality.py
@@ -12,6 +12,8 @@ import os
 import subprocess
 import sys
 from pathlib import Path
+from types import MappingProxyType
+from typing import Final
 
 import pytest
 
@@ -187,7 +189,7 @@ def test_mock_echo_is_flagged(tmp_path):
         "        run()\n"
         "    mock_completion.assert_called_once()\n"
     )
-    assert _codes(tmp_path, source) == ["TQ002", "TQ008"]
+    assert _codes(tmp_path, source) == ["TQ002"]
 
 
 def test_call_args_inspection_is_mock_echo(tmp_path):
@@ -200,7 +202,7 @@ def test_call_args_inspection_is_mock_echo(tmp_path):
         "        run()\n"
         "    assert mock_completion.call_args[1]['model'] == 'gpt-4o'\n"
     )
-    assert _codes(tmp_path, source) == ["TQ002", "TQ008"]
+    assert _codes(tmp_path, source) == ["TQ002"]
 
 
 def test_patch_decorator_counts_as_installing_a_patch(tmp_path):
@@ -213,7 +215,7 @@ def test_patch_decorator_counts_as_installing_a_patch(tmp_path):
         "    run()\n"
         "    mock_completion.assert_called_once()\n"
     )
-    assert _codes(tmp_path, source) == ["TQ002", "TQ008"]
+    assert _codes(tmp_path, source) == ["TQ002"]
 
 
 def test_patching_but_asserting_the_output_is_not_mock_echo(tmp_path):
@@ -227,7 +229,7 @@ def test_patching_but_asserting_the_output_is_not_mock_echo(tmp_path):
         "    mock_completion.assert_called_once()\n"
         "    assert result.choices[0].message.content == 'pong'\n"
     )
-    assert _codes(tmp_path, source) == ["TQ008"]
+    assert _codes(tmp_path, source) == []
 
 
 def test_asserting_without_patching_is_not_mock_echo(tmp_path):
@@ -244,7 +246,7 @@ def test_a_test_with_no_assertions_is_tq001_not_tq002(tmp_path):
         "    with patch('litellm.completion'):\n"
         "        run()\n"
     )
-    assert _codes(tmp_path, source) == ["TQ001", "TQ008"]
+    assert _codes(tmp_path, source) == ["TQ001"]
 
 
 def test_sys_path_insert_is_flagged(tmp_path):
@@ -554,133 +556,6 @@ def test_a_loop_storing_under_a_key_that_is_not_the_loop_variable_is_not_an_inve
     assert [v.code for v in checker.check_file(_written(tmp_path, source))] == []
 
 
-def test_patching_an_sdk_function_by_string_is_flagged(tmp_path):
-    source = 'from unittest.mock import patch\n\n\n@patch("litellm.completion")\ndef test_x(m):\n    assert m\n'
-    assert "TQ008" in _codes(tmp_path, source)
-
-
-def test_patching_a_deep_sdk_path_is_flagged(tmp_path):
-    source = (
-        "from unittest.mock import patch\n\n\n"
-        "def test_x():\n"
-        '    with patch("litellm.llms.openai.chat.handler.OpenAIChatCompletion.completion"):\n'
-        "        assert True\n"
-    )
-    assert "TQ008" in _codes(tmp_path, source)
-
-
-def test_patch_object_rooted_at_the_sdk_is_flagged(tmp_path):
-    source = (
-        "import litellm\nfrom unittest.mock import patch\n\n\n"
-        "def test_x():\n"
-        '    with patch.object(litellm, "api_key", "x"):\n'
-        "        assert True\n"
-    )
-    assert "TQ008" in _codes(tmp_path, source)
-
-
-def test_patch_object_on_a_from_imported_sdk_module_is_flagged(tmp_path):
-    source = (
-        "from litellm.llms.openai.chat import handler\nfrom unittest.mock import patch\n\n\n"
-        "def test_x():\n"
-        '    with patch.object(handler.OpenAIChatCompletion, "completion"):\n'
-        "        assert True\n"
-    )
-    assert "TQ008" in _codes(tmp_path, source)
-
-
-def test_patch_object_on_an_aliased_sdk_module_is_flagged(tmp_path):
-    source = (
-        "import litellm.llms.openai.chat.handler as oai\nfrom unittest.mock import patch\n\n\n"
-        "def test_x():\n"
-        '    with patch.object(oai.OpenAIChatCompletion, "completion"):\n'
-        "        assert True\n"
-    )
-    assert "TQ008" in _codes(tmp_path, source)
-
-
-def test_patch_object_on_a_renamed_sdk_symbol_is_flagged(tmp_path):
-    source = (
-        "from litellm.utils import get_llm_provider as glp\nfrom unittest.mock import patch\n\n\n"
-        "def test_x():\n"
-        '    with patch.object(glp, "__wrapped__"):\n'
-        "        assert True\n"
-    )
-    assert "TQ008" in _codes(tmp_path, source)
-
-
-def test_the_reported_target_is_the_resolved_sdk_path(tmp_path):
-    source = (
-        "from litellm.llms.openai.chat import handler\nfrom unittest.mock import patch\n\n\n"
-        "def test_x():\n"
-        '    with patch.object(handler.OpenAIChatCompletion, "completion"):\n'
-        "        assert True\n"
-    )
-    reported = [v.message for v in checker.check_file(_written(tmp_path, source)) if v.code == "TQ008"]
-    assert reported
-    assert "litellm.llms.openai.chat.handler.OpenAIChatCompletion" in reported[0]
-
-
-def test_patch_object_on_a_from_imported_third_party_is_not_flagged(tmp_path):
-    source = (
-        "from openai import OpenAI\nfrom unittest.mock import patch\n\n\n"
-        "def test_x():\n"
-        '    with patch.object(OpenAI, "chat"):\n'
-        "        assert True\n"
-    )
-    assert "TQ008" not in _codes(tmp_path, source)
-
-
-def test_a_local_name_with_no_sdk_import_behind_it_is_not_flagged(tmp_path):
-    source = (
-        "from unittest.mock import patch\n\n\n"
-        "def test_x(handler):\n"
-        '    with patch.object(handler, "completion"):\n'
-        "        assert True\n"
-    )
-    assert "TQ008" not in _codes(tmp_path, source)
-
-
-def test_mocking_a_third_party_client_is_not_flagged(tmp_path):
-    source = (
-        "from unittest.mock import patch\n\n\n"
-        "def test_x():\n"
-        '    with patch("openai.OpenAI.chat"):\n'
-        "        assert True\n"
-    )
-    assert "TQ008" not in _codes(tmp_path, source)
-
-
-def test_mocking_the_http_transport_is_not_flagged(tmp_path):
-    source = (
-        "from unittest.mock import patch\n\n\n"
-        "def test_x():\n"
-        '    with patch("httpx.AsyncClient.send"):\n'
-        "        assert True\n"
-    )
-    assert "TQ008" not in _codes(tmp_path, source)
-
-
-def test_a_name_merely_starting_with_litellm_is_not_the_sdk(tmp_path):
-    source = (
-        "from unittest.mock import patch\n\n\n"
-        "def test_x():\n"
-        '    with patch("litellm_enterprise.thing.go"):\n'
-        "        assert True\n"
-    )
-    assert "TQ008" not in _codes(tmp_path, source)
-
-
-def test_an_sdk_patch_can_be_suppressed(tmp_path):
-    source = (
-        "from unittest.mock import patch\n\n\n"
-        "def test_x():\n"
-        '    with patch("litellm.completion"):  # test-quality-ok: pinning the router seam\n'
-        "        assert True\n"
-    )
-    assert "TQ008" not in _codes(tmp_path, source)
-
-
 _FANS_OUT = checker._worker_count(checker.PARALLEL_MIN_PATHS) > 1
 _SERIAL_ONLY = "one usable core, so scan_paths stays serial and there is no fan-out to compare"
 
@@ -739,6 +614,44 @@ def test_a_fanned_out_run_reports_each_generated_file_exactly_once(tmp_path):
     assert all(" TQ001 " in line for line in reported)
 
 
+_VIOLATING_SNIPPETS: Final = MappingProxyType(
+    {
+        "TQ000": ("test_snippet.py", "def test_broken(:\n    pass\n"),
+        "TQ001": ("test_snippet.py", "def test_nothing():\n    compute()\n"),
+        "TQ002": (
+            "test_snippet.py",
+            "from unittest.mock import patch\n"
+            "\n"
+            "\n"
+            "def test_echo():\n"
+            "    with patch('litellm.completion') as mock_completion:\n"
+            "        run()\n"
+            "    mock_completion.assert_called_once()\n",
+        ),
+        "TQ003": ("test_snippet.py", "import sys\n\nsys.path.insert(0, '..')\n"),
+        "TQ004": ("test_snippet.py", "import os\n\nos.environ['KEY'] = 'v'\n"),
+        "TQ005": ("test_snippet.py", "import litellm\n\nlitellm.drop_params = True\n"),
+        "TQ006": ("test_snippet.py", _DIRECT_GATE),
+        "TQ007": ("conftest.py", _SNAPSHOT_CONFTEST),
+        "TQ009": (
+            "test_snippet.py",
+            'import subprocess, sys\nsubprocess.run([sys.executable, "-c", "pass"])\n',
+        ),
+    }
+)
+
+
+def test_rule_codes_match_every_code_the_checker_emits(tmp_path):
+    emitted: Final = frozenset(
+        v.code
+        for name, source in _VIOLATING_SNIPPETS.values()
+        for v in checker.check_file(_written(tmp_path, source, name))
+    )
+    for code, (name, source) in _VIOLATING_SNIPPETS.items():
+        assert code in [v.code for v in checker.check_file(_written(tmp_path, source, name))], code
+    assert emitted == checker.RULE_CODES
+
+
 def test_sys_executable_child_without_isolation_flag_is_flagged(tmp_path):
     source = 'import subprocess, sys\nsubprocess.run([sys.executable, "-c", "pass"])\n'
     assert _codes(tmp_path, source) == ["TQ009"]
diff --git a/tests/test_litellm/test_cost_calculator.py b/tests/test_litellm/test_cost_calculator.py
index fe52b9993f2..2d5798d1561 100644
--- a/tests/test_litellm/test_cost_calculator.py
+++ b/tests/test_litellm/test_cost_calculator.py
@@ -4255,3 +4255,30 @@ def test_completion_cost_prices_responses_websocket_turns_per_service_tier():
     assert ws_cost == pytest.approx(_http_cost(100, 40, "default") + _http_cost(60, 10, "priority"))
     assert ws_cost != pytest.approx(_http_cost(160, 50, "default"))
     assert ws_cost != pytest.approx(_http_cost(160, 50, "priority"))
+
+
+QWEN3_NEXT_REGIONS: Final = ("ap-northeast-1", "ap-south-1", "ap-southeast-2", "eu-west-1", "eu-west-2", "sa-east-1")
+
+
+@pytest.mark.parametrize("region", QWEN3_NEXT_REGIONS)
+def test_cost_per_token_bedrock_qwen3_next_uses_regional_entry_not_us_rate(
+    monkeypatch: pytest.MonkeyPatch, region: str
+) -> None:
+    monkeypatch.setenv("LITELLM_LOCAL_MODEL_COST_MAP", "True")
+    monkeypatch.setattr(litellm, "model_cost", litellm.get_model_cost_map(url=""))
+
+    regional: Final = litellm.model_cost[f"bedrock/{region}/qwen.qwen3-next-80b-a3b"]
+    us: Final = litellm.model_cost["qwen.qwen3-next-80b-a3b"]
+    assert regional["input_cost_per_token"] != us["input_cost_per_token"]
+    assert regional["output_cost_per_token"] != us["output_cost_per_token"]
+
+    prompt_tokens, completion_tokens = 1000, 500
+    prompt_usd, completion_usd = cost_per_token(
+        model=f"bedrock/{region}/qwen.qwen3-next-80b-a3b",
+        prompt_tokens=prompt_tokens,
+        completion_tokens=completion_tokens,
+        custom_llm_provider="bedrock",
+    )
+
+    assert prompt_usd == pytest.approx(prompt_tokens * regional["input_cost_per_token"])
+    assert completion_usd == pytest.approx(completion_tokens * regional["output_cost_per_token"])
diff --git a/tests/test_litellm/test_main.py b/tests/test_litellm/test_main.py
index 3c90675d04d..2a8a4cce526 100644
--- a/tests/test_litellm/test_main.py
+++ b/tests/test_litellm/test_main.py
@@ -1698,6 +1698,68 @@ async def test_async_mock_delay():
     assert delay >= 0.01
 
 
+def test_stream_chunk_builder_keeps_tool_calls_carried_only_by_a_later_choice_of_a_multi_choice_chunk():
+    from litellm import stream_chunk_builder
+    from litellm.types.utils import (
+        ChatCompletionDeltaToolCall,
+        Delta,
+        Function,
+        ModelResponseStream,
+        StreamingChoices,
+    )
+
+    def chunk(choices: list[StreamingChoices]) -> ModelResponseStream:
+        return ModelResponseStream(
+            id="chatcmpl-multi-choice",
+            created=1751934860,
+            model="gpt-4.1-mini",
+            object="chat.completion.chunk",
+            choices=choices,
+        )
+
+    chunks = [
+        chunk(
+            [
+                StreamingChoices(index=0, delta=Delta(role="assistant", content="hello")),
+                StreamingChoices(
+                    index=1,
+                    delta=Delta(
+                        role="assistant",
+                        tool_calls=[
+                            ChatCompletionDeltaToolCall(
+                                id="call_1",
+                                index=0,
+                                type="function",
+                                function=Function(name="lookup_fruit", arguments='{"fruit":'),
+                            )
+                        ],
+                    ),
+                ),
+            ]
+        ),
+        chunk(
+            [
+                StreamingChoices(index=0, delta=Delta(content=" world"), finish_reason="stop"),
+                StreamingChoices(
+                    index=1,
+                    delta=Delta(
+                        tool_calls=[ChatCompletionDeltaToolCall(index=0, function=Function(arguments='"kiwi"}'))]
+                    ),
+                    finish_reason="tool_calls",
+                ),
+            ]
+        ),
+    ]
+
+    response = stream_chunk_builder(chunks=chunks)
+
+    tool_calls = response.choices[0].message.tool_calls
+    assert tool_calls is not None
+    assert [(call.id, call.function.name, call.function.arguments) for call in tool_calls] == [
+        ("call_1", "lookup_fruit", '{"fruit":"kiwi"}')
+    ]
+
+
 def test_stream_chunk_builder_thinking_blocks():
     from litellm import stream_chunk_builder
     from litellm.types.utils import Delta, ModelResponseStream, StreamingChoices
diff --git a/tests/test_litellm/test_rate_limit_error_unification.py b/tests/test_litellm/test_rate_limit_error_unification.py
index 8241b29aff1..e5acba938c7 100644
--- a/tests/test_litellm/test_rate_limit_error_unification.py
+++ b/tests/test_litellm/test_rate_limit_error_unification.py
@@ -1397,13 +1397,18 @@ class TestBudgetExceededErrorSurfacesUnifiedFields:
         assert e.llm_provider == "anthropic"
 
     def test_should_keep_existing_status_code_and_message(self):
-        # Backward-compat guard: existing callers depend on `status_code=429`
+        # Backward-compat guard: existing callers depend on `status_code=422`
         # and the canonical message format.
         e = litellm.BudgetExceededError(current_cost=0.000109, max_budget=0.0001)
-        assert e.status_code == 429
+        assert e.status_code == 422
         assert "Current cost: 0.000109" in e.message
         assert "Max budget: 0.0001" in e.message
 
+    def test_should_honor_budget_exceeded_status_code_override(self, monkeypatch: pytest.MonkeyPatch):
+        monkeypatch.setattr(litellm, "budget_exceeded_status_code", 429)
+        e = litellm.BudgetExceededError(current_cost=0.5, max_budget=0.1)
+        assert e.status_code == 429
+
     def test_should_still_be_catchable_as_exception_not_rate_limit_error(self):
         # Critical: we deliberately did NOT make BudgetExceededError a
         # RateLimitError subclass. Existing `except BudgetExceededError:`
@@ -1424,7 +1429,7 @@ class TestBudgetExceededErrorSurfacesUnifiedFields:
         info = StandardLoggingPayloadSetup.get_error_information(e)
         assert info["error_rate_limit_category"] == "litellm_rate_limit"
         assert info["error_rate_limit_type"] == "budget"
-        assert info["error_code"] == "429"
+        assert info["error_code"] == "422"
         assert info["error_class"] == "BudgetExceededError"
 
     def test_should_propagate_llm_provider_to_standard_logging_payload(self):
diff --git a/tests/test_litellm/test_router.py b/tests/test_litellm/test_router.py
index c5ae5d4b151..8310d30d90e 100644
--- a/tests/test_litellm/test_router.py
+++ b/tests/test_litellm/test_router.py
@@ -49,6 +49,7 @@ from litellm.router import (
 from litellm.router_strategy import simple_shuffle
 from litellm.router_utils.client_initalization_utils import MaxParallelRequestsLimit
 from litellm.router_utils.cooldown_handlers import _async_get_cooldown_deployments
+from litellm.router_utils.router_callbacks.track_deployment_metrics import get_deployment_successes_for_current_minute
 from litellm.types.llms.openai import ChatCompletionRequest
 from litellm.types.router import Deployment, DeploymentTypedDict, LiteLLM_Params, ModelInfo, PreRoutingHookResponse, RetryPolicy
 
@@ -1009,6 +1010,338 @@ async def test_arouter_aretrieve_batch():
         assert mock_aretrieve_batch.call_args.kwargs["api_base"] == "my-custom-base"
 
 
+_BATCH_GROUP = "gemini-batch-group"
+_BATCH_DEPLOYMENT_MODEL = "openai/gpt-4o-mini"
+_BATCH_API_BASE = "http://localhost:4001/v1"
+_BATCH_ID = "batch-1"
+_BATCH_ROWS = 2
+_BATCH_TOKENS_PER_ROW = 600
+
+_BATCH_COMPLETED = {
+    "id": _BATCH_ID,
+    "object": "batch",
+    "endpoint": "/v1/chat/completions",
+    "errors": None,
+    "input_file_id": "file-in-1",
+    "completion_window": "24h",
+    "status": "completed",
+    "output_file_id": "file-out-1",
+    "error_file_id": None,
+    "created_at": 0,
+    "completed_at": 1,
+    "request_counts": {"total": _BATCH_ROWS, "completed": _BATCH_ROWS, "failed": 0},
+    "metadata": None,
+}
+
+_BATCH_OUTPUT_JSONL = "\n".join(
+    json.dumps(
+        {
+            "id": f"req-{row}",
+            "custom_id": f"row-{row}",
+            "response": {
+                "status_code": 200,
+                "body": {
+                    "id": f"chatcmpl-{row}",
+                    "object": "chat.completion",
+                    "model": "gpt-4o-mini",
+                    "choices": [
+                        {"index": 0, "message": {"role": "assistant", "content": "ok"}, "finish_reason": "stop"}
+                    ],
+                    "usage": {
+                        "prompt_tokens": 500,
+                        "completion_tokens": 100,
+                        "total_tokens": _BATCH_TOKENS_PER_ROW,
+                    },
+                },
+            },
+        }
+    )
+    for row in range(_BATCH_ROWS)
+)
+
+
+class _BatchPayloadCollector(CustomLogger):
+    def __init__(self):
+        super().__init__()
+        self.payloads = []
+
+    async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
+        self.payloads.append(kwargs.get("standard_logging_object"))
+
+    async def retrieve_batch_payload(self):
+        for _ in range(100):
+            for payload in self.payloads:
+                if payload and payload.get("call_type") == "aretrieve_batch":
+                    return payload
+            await asyncio.sleep(0.05)
+        raise AssertionError(f"no aretrieve_batch payload was emitted: {self.payloads}")
+
+
+def _batch_model_group_router():
+    return litellm.Router(
+        model_list=[
+            {
+                "model_name": _BATCH_GROUP,
+                "litellm_params": {
+                    "model": _BATCH_DEPLOYMENT_MODEL,
+                    "api_base": _BATCH_API_BASE,
+                    "api_key": "sk-fake",
+                },
+            }
+        ]
+    )
+
+
+def _mock_batch_provider(respx_mock):
+    respx_mock.get(f"{_BATCH_API_BASE}/batches/{_BATCH_ID}").mock(
+        return_value=httpx.Response(200, json=_BATCH_COMPLETED)
+    )
+    respx_mock.get(f"{_BATCH_API_BASE}/files/file-out-1/content").mock(
+        return_value=httpx.Response(200, text=_BATCH_OUTPUT_JSONL)
+    )
+
+
+@pytest.mark.asyncio
+async def test_arouter_aretrieve_batch_without_model_stamps_model_group(monkeypatch: pytest.MonkeyPatch):
+    """
+    The proxy retrieves a managed batch by id only - no `model` in the request.
+    The router fans out over its deployments, so the model group is only known
+    from the deployment that answered.
+    """
+    import respx
+
+    collector = _BatchPayloadCollector()
+    monkeypatch.setattr(litellm, "callbacks", [collector])
+    router = _batch_model_group_router()
+
+    with respx.mock(assert_all_called=True) as respx_mock:
+        _mock_batch_provider(respx_mock)
+        response = await router.aretrieve_batch(batch_id=_BATCH_ID)
+        payload = await collector.retrieve_batch_payload()
+
+    assert response.id == _BATCH_ID
+    assert payload["total_tokens"] == _BATCH_ROWS * _BATCH_TOKENS_PER_ROW
+    assert payload["model"] == _BATCH_DEPLOYMENT_MODEL
+    assert payload["model_group"] == _BATCH_GROUP
+
+
+@pytest.mark.asyncio
+async def test_arouter_aretrieve_batch_with_model_stamps_requested_model_group(monkeypatch: pytest.MonkeyPatch):
+    """An explicitly requested model group is what gets logged."""
+    import respx
+
+    collector = _BatchPayloadCollector()
+    monkeypatch.setattr(litellm, "callbacks", [collector])
+    router = _batch_model_group_router()
+
+    with respx.mock(assert_all_called=True) as respx_mock:
+        _mock_batch_provider(respx_mock)
+        await router.aretrieve_batch(model=_BATCH_GROUP, batch_id=_BATCH_ID)
+        payload = await collector.retrieve_batch_payload()
+
+    assert payload["model_group"] == _BATCH_GROUP
+
+
+_UNRELATED_BATCH_GROUP = "unrelated-batch-group"
+_UNRELATED_BATCH_API_BASE = "http://localhost:4002/v1"
+
+_BATCH_NOT_FOUND = {
+    "error": {
+        "message": f"No batch found with id '{_BATCH_ID}'.",
+        "type": "invalid_request_error",
+        "code": "batch_not_found",
+    }
+}
+
+
+async def _router_usage_keys(router, timeout: float = 2.0) -> list[str]:
+    loop = asyncio.get_event_loop()
+    deadline = loop.time() + timeout
+    while loop.time() < deadline:
+        keys = sorted(k for k in router.cache.in_memory_cache.cache_dict if k.startswith("global_router:"))
+        if keys:
+            return keys
+        await asyncio.sleep(0.05)
+    return []
+
+
+@pytest.mark.asyncio
+async def test_arouter_aretrieve_batch_does_not_consume_deployment_rate_limits(monkeypatch: pytest.MonkeyPatch):
+    """
+    A batch reports the whole job's tokens on retrieve, and reports them again on every
+    poll of the finished batch, so they are not a measure of load in the current minute.
+    The fan-out also probes deployments the caller never named. Neither may reach the
+    per-minute tpm/rpm counters that gate live traffic.
+    """
+    import respx
+
+    collector = _BatchPayloadCollector()
+    monkeypatch.setattr(litellm, "callbacks", [collector])
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": _BATCH_GROUP,
+                "litellm_params": {
+                    "model": _BATCH_DEPLOYMENT_MODEL,
+                    "api_base": _BATCH_API_BASE,
+                    "api_key": "sk-fake",
+                },
+                "model_info": {"id": "batch-dep"},
+                "tpm": 1000,
+                "rpm": 10,
+            },
+            {
+                "model_name": _UNRELATED_BATCH_GROUP,
+                "litellm_params": {
+                    "model": _BATCH_DEPLOYMENT_MODEL,
+                    "api_base": _UNRELATED_BATCH_API_BASE,
+                    "api_key": "sk-fake",
+                },
+                "model_info": {"id": "unrelated-dep"},
+                "tpm": 1000,
+                "rpm": 10,
+            },
+        ]
+    )
+
+    with respx.mock(assert_all_called=True) as respx_mock:
+        _mock_batch_provider(respx_mock)
+        respx_mock.get(f"{_UNRELATED_BATCH_API_BASE}/batches/{_BATCH_ID}").mock(
+            return_value=httpx.Response(404, json=_BATCH_NOT_FOUND)
+        )
+        response = await router.aretrieve_batch(batch_id=_BATCH_ID)
+        payload = await collector.retrieve_batch_payload()
+        usage_keys = await _router_usage_keys(router)
+
+    assert response.id == _BATCH_ID
+    assert payload["model_group"] == _BATCH_GROUP
+    assert usage_keys == []
+
+
+@pytest.mark.parametrize(
+    ("call_type", "expected_key", "expected_successes"),
+    [
+        ("aretrieve_batch", None, 0),
+        ("retrieve_batch", None, 0),
+        ("acompletion", "batch-dep:successes", 1),
+    ],
+)
+def test_sync_deployment_callback_on_success_skips_batch_retrieves(
+    call_type: str, expected_key: str | None, expected_successes: int
+):
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": _BATCH_GROUP,
+                "litellm_params": {"model": _BATCH_DEPLOYMENT_MODEL, "api_base": _BATCH_API_BASE, "api_key": "sk-fake"},
+                "model_info": {"id": "batch-dep"},
+            }
+        ]
+    )
+
+    key = router.sync_deployment_callback_on_success(
+        kwargs={
+            "call_type": call_type,
+            "litellm_params": {"metadata": {"model_group": _BATCH_GROUP}, "model_info": {"id": "batch-dep"}},
+        },
+        completion_response=None,
+        start_time=datetime.now(),
+        end_time=datetime.now(),
+    )
+
+    assert key == expected_key
+    assert (
+        get_deployment_successes_for_current_minute(litellm_router_instance=router, deployment_id="batch-dep")
+        == expected_successes
+    )
+
+_ROUTING_STRATEGY_CACHE_MARKERS = ("_map", "_request_count", ":tpm:", ":rpm:")
+
+
+async def _moved_routing_counters(router, timeout: float = 2.0) -> list[str]:
+    loop = asyncio.get_event_loop()
+    deadline = loop.time() + timeout
+    while loop.time() < deadline:
+        cache_dict = router.cache.in_memory_cache.cache_dict
+        moved = sorted(
+            f"{key}={cache_dict[key]}"
+            for key in cache_dict
+            if any(marker in key for marker in _ROUTING_STRATEGY_CACHE_MARKERS)
+            and cache_dict[key]
+        )
+        if moved:
+            return moved
+        await asyncio.sleep(0.05)
+    return []
+
+
+def _batch_fan_out_router(routing_strategy: str):
+    return litellm.Router(
+        routing_strategy=routing_strategy,
+        model_list=[
+            {
+                "model_name": _BATCH_GROUP,
+                "litellm_params": {
+                    "model": _BATCH_DEPLOYMENT_MODEL,
+                    "api_base": _BATCH_API_BASE,
+                    "api_key": "sk-fake",
+                },
+                "model_info": {"id": "batch-dep"},
+            },
+            {
+                "model_name": _UNRELATED_BATCH_GROUP,
+                "litellm_params": {
+                    "model": _BATCH_DEPLOYMENT_MODEL,
+                    "api_base": _UNRELATED_BATCH_API_BASE,
+                    "api_key": "sk-fake",
+                },
+                "model_info": {"id": "unrelated-dep"},
+            },
+        ],
+    )
+
+
+@pytest.mark.parametrize(
+    "routing_strategy",
+    [
+        "usage-based-routing",
+        "usage-based-routing-v2",
+        "latency-based-routing",
+        "cost-based-routing",
+        "least-busy",
+    ],
+)
+@pytest.mark.asyncio
+async def test_arouter_aretrieve_batch_does_not_feed_routing_strategies(
+    monkeypatch: pytest.MonkeyPatch, routing_strategy: str
+):
+    """
+    Every routing strategy picks a deployment from what recent live traffic did.
+    A batch retrieve reports the whole job on every poll and probes deployments the
+    caller never named, so polling a finished batch must not move the numbers that
+    decide where the next chat request goes.
+    """
+    import respx
+
+    collector = _BatchPayloadCollector()
+    monkeypatch.setattr(litellm, "callbacks", [collector])
+    monkeypatch.setattr(litellm, "input_callback", [])
+    router = _batch_fan_out_router(routing_strategy)
+
+    with respx.mock(assert_all_called=True) as respx_mock:
+        _mock_batch_provider(respx_mock)
+        respx_mock.get(f"{_UNRELATED_BATCH_API_BASE}/batches/{_BATCH_ID}").mock(
+            return_value=httpx.Response(404, json=_BATCH_NOT_FOUND)
+        )
+        for _ in range(3):
+            response = await router.aretrieve_batch(batch_id=_BATCH_ID)
+        await collector.retrieve_batch_payload()
+        moved_counters = await _moved_routing_counters(router)
+
+    assert response.id == _BATCH_ID
+    assert moved_counters == []
+
+
 @pytest.mark.asyncio
 async def test_arouter_aretrieve_file_content():
     """
@@ -8779,6 +9112,128 @@ class TestAdvisorSubCallCooldown:
         assert "dep-1" not in self._cooled_down_ids(router)
 
 
+class TestBackgroundResponseCostPollCooldown:
+    def _router(self):
+        return litellm.Router(
+            model_list=[
+                {
+                    "model_name": "gpt-4.1",
+                    "litellm_params": {"model": "openai/gpt-4.1"},
+                    "model_info": {"id": "dep-1"},
+                }
+            ],
+            allowed_fails=0,
+        )
+
+    def _cooled_down_ids(self, router):
+        active = router.cooldown_cache.get_active_cooldowns(model_ids=["dep-1"], parent_otel_span=None)
+        return [entry[0] for entry in active]
+
+    def _not_found(self):
+        return litellm.NotFoundError(
+            message="Response with id 'resp_gone' not found.", llm_provider="openai", model="gpt-4.1"
+        )
+
+    def _deployment_callback_on_failure(self, router, kwargs):
+        from datetime import datetime
+
+        now = datetime.now()
+        return router.deployment_callback_on_failure(kwargs, None, now, now)
+
+    @pytest.mark.asyncio
+    async def test_untagged_not_found_cools_down_deployment(self):
+        router = self._router()
+        assert (
+            self._deployment_callback_on_failure(
+                router,
+                {
+                    "exception": self._not_found(),
+                    "litellm_params": {"model_info": {"id": "dep-1"}, "metadata": {}},
+                },
+            )
+            is True
+        )
+        assert "dep-1" in self._cooled_down_ids(router)
+
+    def test_cost_poll_not_found_does_not_cool_down_deployment(self):
+        from datetime import datetime
+
+        from litellm.constants import INTERNAL_CALL_ORIGIN_METADATA_KEY
+        from litellm.router_utils.router_callbacks.track_deployment_metrics import (
+            get_deployment_failures_for_current_minute,
+        )
+        from litellm.types.utils import BACKGROUND_RESPONSE_COST_POLL_CALL_ORIGIN
+
+        router = self._router()
+        now = datetime.now()
+        assert (
+            router.deployment_callback_on_failure(
+                {
+                    "exception": self._not_found(),
+                    "litellm_params": {
+                        "model_info": {"id": "dep-1"},
+                        "litellm_metadata": {
+                            INTERNAL_CALL_ORIGIN_METADATA_KEY: BACKGROUND_RESPONSE_COST_POLL_CALL_ORIGIN
+                        },
+                    },
+                },
+                None,
+                now,
+                now,
+            )
+            is False
+        )
+        assert self._cooled_down_ids(router) == []
+        value = get_deployment_failures_for_current_minute(litellm_router_instance=router, deployment_id="dep-1")
+        assert not value
+
+    @pytest.mark.asyncio
+    async def test_cost_poll_non_404_still_cools_down_deployment(self):
+        from litellm.constants import INTERNAL_CALL_ORIGIN_METADATA_KEY
+        from litellm.types.utils import BACKGROUND_RESPONSE_COST_POLL_CALL_ORIGIN
+
+        router = self._router()
+        assert (
+            self._deployment_callback_on_failure(
+                router,
+                {
+                    "exception": litellm.InternalServerError(
+                        message="upstream 500", llm_provider="openai", model="gpt-4.1"
+                    ),
+                    "litellm_params": {
+                        "model_info": {"id": "dep-1"},
+                        "litellm_metadata": {
+                            INTERNAL_CALL_ORIGIN_METADATA_KEY: BACKGROUND_RESPONSE_COST_POLL_CALL_ORIGIN
+                        },
+                    },
+                },
+            )
+            is True
+        )
+        assert "dep-1" in self._cooled_down_ids(router)
+
+    @pytest.mark.asyncio
+    async def test_other_internal_origin_not_found_still_cools_down_deployment(self):
+        from litellm.constants import INTERNAL_CALL_ORIGIN_METADATA_KEY
+        from litellm.types.utils import AUTOROUTER_CLASSIFIER_CALL_ORIGIN
+
+        router = self._router()
+        assert (
+            self._deployment_callback_on_failure(
+                router,
+                {
+                    "exception": self._not_found(),
+                    "litellm_params": {
+                        "model_info": {"id": "dep-1"},
+                        "litellm_metadata": {INTERNAL_CALL_ORIGIN_METADATA_KEY: AUTOROUTER_CLASSIFIER_CALL_ORIGIN},
+                    },
+                },
+            )
+            is True
+        )
+        assert "dep-1" in self._cooled_down_ids(router)
+
+
 class TestCallerTimeoutCooldown:
     """A timeout the caller set (the proxy's `timeout` body field or x-litellm-timeout
     header) comes back as a 408 whatever the deployment's health, so it must neither
@@ -15391,6 +15846,53 @@ async def test_router_retry_policy_controls_upstream_attempt_count(
     assert upstream.call_count == expected_upstream_calls
 
 
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "error_body,error_type",
+    [
+        ({"message": "model is down", "type": "server_error"}, litellm.NotFoundError),
+        ({"message": "Response with id 'resp_x' not found.", "type": "invalid_request_error"}, litellm.BadRequestError),
+    ],
+)
+@pytest.mark.parametrize(
+    "retry_policy,expected_upstream_calls",
+    [
+        ({"DefaultRetries": 3}, 4),
+        ({"DefaultRetries": 3, "NotFoundErrorRetries": 0}, 1),
+        ({"NotFoundErrorRetries": 2}, 3),
+    ],
+)
+async def test_router_not_found_retries_governs_every_404_shape(
+    monkeypatch: pytest.MonkeyPatch, retry_policy, expected_upstream_calls, error_body, error_type
+):
+    monkeypatch.setattr(litellm, "disable_aiohttp_transport", True)
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": "gpt-5.6",
+                "litellm_params": {
+                    "model": "openai/gpt-5.6",
+                    "api_key": "sk-fake",
+                    "api_base": "https://retry-policy.local/v1",
+                },
+            }
+        ],
+        num_retries=2,
+        retry_policy=retry_policy,
+        disable_cooldowns=True,
+    )
+
+    with respx.mock(assert_all_called=True) as respx_mock:
+        upstream = respx_mock.post("https://retry-policy.local/v1/chat/completions").mock(
+            return_value=httpx.Response(404, headers={"retry-after": "0"}, json={"error": error_body})
+        )
+        with pytest.raises(error_type) as raised:
+            await router.acompletion(model="gpt-5.6", messages=[{"role": "user", "content": "hi"}])
+
+    assert raised.value.status_code == 404
+    assert upstream.call_count == expected_upstream_calls
+
+
 @pytest.mark.asyncio
 async def test_generic_call_keeps_the_deployment_name_of_an_azure_ai_model_on_an_azure_openai_host(monkeypatch):
     monkeypatch.setattr(litellm, "disable_aiohttp_transport", True)
diff --git a/tests/test_litellm/test_test_quality_gate.py b/tests/test_litellm/test_test_quality_gate.py
index cde33787c6c..873e7b9b336 100644
--- a/tests/test_litellm/test_test_quality_gate.py
+++ b/tests/test_litellm/test_test_quality_gate.py
@@ -137,7 +137,7 @@ def test_the_shipped_budget_covers_every_rule_the_checker_can_emit():
 
     budget = json.loads((_REPO_ROOT / "test-quality-budget.json").read_text())
     assert set(budget) == {
-        "TQ001", "TQ002", "TQ003", "TQ004", "TQ005", "TQ006", "TQ007", "TQ008", "TQ009"
+        "TQ001", "TQ002", "TQ003", "TQ004", "TQ005", "TQ006", "TQ007", "TQ009"
     }
     assert all(spec["limit"] >= 0 for spec in budget.values())
 
diff --git a/tests/test_litellm/test_utils.py b/tests/test_litellm/test_utils.py
index a4c06122189..f24fc284cd6 100644
--- a/tests/test_litellm/test_utils.py
+++ b/tests/test_litellm/test_utils.py
@@ -652,6 +652,7 @@ def validate_model_cost_values(model_data, exceptions=None):
         "cache_creation_input_audio_token_cost",
         "cache_read_input_token_cost",
         "cache_read_input_audio_token_cost",
+        "cache_read_input_image_token_cost",
         "input_dbu_cost_per_token",
         "output_db_cost_per_token",
         "output_dbu_cost_per_token",
@@ -740,6 +741,7 @@ def test_aaamodel_prices_and_context_window_json_is_valid():
                 "cache_read_input_token_cost_above_512k_tokens": {"type": "number"},
                 "cache_creation_input_token_cost_above_1hr_above_200k_tokens": {"type": "number"},
                 "cache_read_input_audio_token_cost": {"type": "number"},
+                "cache_read_input_image_token_cost": {"type": "number"},
                 "audio_transcription_config": {"type": "string"},
                 "deprecation_date": {"type": "string"},
                 "input_cost_per_audio_per_second": {"type": "number"},
@@ -941,6 +943,7 @@ def test_aaamodel_prices_and_context_window_json_is_valid():
                             "/v1/audio/transcriptions",
                             "/v1/audio/speech",
                             "/v1/ocr",
+                            "/v1/videos",
                             "/vertex_ai/live",
                             "/v1/listen",
                             "/v1beta/interactions",
@@ -1070,6 +1073,9 @@ def test_aaamodel_prices_and_context_window_json_is_valid():
         # Add any model IDs that should be exempt from the cost validation
         # Example: "expensive-model-id",
         "runwayml/seedance2",  # 4K output is 150 credits/second = $1.50/second
+        "fal_ai/bytedance/seedance-2.0/text-to-video",
+        "fal_ai/bytedance/seedance-2.0/image-to-video",
+        "fal_ai/bytedance/seedance-2.0/reference-to-video",
     ]
 
     is_valid, violations = validate_model_cost_values(actual_json, exceptions)
diff --git a/tests/unit/AGENTS.md b/tests/unit/AGENTS.md
new file mode 100644
index 00000000000..191777f3e83
--- /dev/null
+++ b/tests/unit/AGENTS.md
@@ -0,0 +1,37 @@
+# tests/unit
+
+In-process. No network, clock or subprocess
+
+## What good looks like
+
+```python
+def test_send_result_same_version_is_identity_passthrough():
+    rpc = _rpc(V03_MESSAGE)
+    out = normalize_jsonrpc_response(rpc, "0.3", method="message/send")
+    assert out is rpc
+```
+
+`is`, because `==` passes on a copy. Many inputs: parametrize
+(`test_an_incomplete_reservation_accrues_nothing`, fifteen cases, fifteen results)
+
+No doubles on our own code
+
+```python
+with patch.object(streamer, "_group_by_date") as mock_group, patch.object(streamer, "_send_daily_batch") as mock_send:
+    mock_group.return_value = {"2025-01-19": pl.DataFrame({"test": ["data1"]}), "2025-01-20": pl.DataFrame({"test": ["data2"]})}
+    streamer.send_batched(pl.DataFrame({"test": ["data"]}), "replace_hourly")
+    assert mock_send.call_count == 2
+```
+
+Green if `send_batched` drops every row. pydantic doubles in 12 of 203 files, fastapi 11 of 594;
+`tests/test_litellm` 59 percent. Exception: the count is the behaviour
+(`test_dual_cache_async_batch_get_cache_coalesces_concurrent_redis_reads`, fifty readers, `call_count == 1`)
+
+## Where it goes
+
+`tests/unit/<path>` mirrors `litellm/<path>`, so a changed file selects its tests by path, not a mapping
+file. Empty today; new unit tests go here. The examples above live in `tests/test_litellm`
+
+## Writing it so a human can read it
+
+A class only when tests share an arrange
diff --git a/tests/test_litellm/llms/oci/embed/__init__.py b/tests/unit/__init__.py
similarity index 100%
rename from tests/test_litellm/llms/oci/embed/__init__.py
rename to tests/unit/__init__.py
diff --git a/tests/test_litellm/llms/ocr/guardrail_translation/__init__.py b/tests/unit/a2a_protocol/__init__.py
similarity index 100%
rename from tests/test_litellm/llms/ocr/guardrail_translation/__init__.py
rename to tests/unit/a2a_protocol/__init__.py
diff --git a/tests/test_litellm/llms/openai/chat/__init__.py b/tests/unit/a2a_protocol/providers/__init__.py
similarity index 100%
rename from tests/test_litellm/llms/openai/chat/__init__.py
rename to tests/unit/a2a_protocol/providers/__init__.py
diff --git a/tests/test_litellm/llms/openai/chat/guardrail_translation/__init__.py b/tests/unit/a2a_protocol/providers/bedrock_agentcore/__init__.py
similarity index 100%
rename from tests/test_litellm/llms/openai/chat/guardrail_translation/__init__.py
rename to tests/unit/a2a_protocol/providers/bedrock_agentcore/__init__.py
diff --git a/tests/test_litellm/a2a_protocol/providers/bedrock_agentcore/test_bedrock_agentcore_a2a.py b/tests/unit/a2a_protocol/providers/bedrock_agentcore/test_bedrock_agentcore_a2a.py
similarity index 83%
rename from tests/test_litellm/a2a_protocol/providers/bedrock_agentcore/test_bedrock_agentcore_a2a.py
rename to tests/unit/a2a_protocol/providers/bedrock_agentcore/test_bedrock_agentcore_a2a.py
index a8fe464ec32..1c87fb7564d 100644
--- a/tests/test_litellm/a2a_protocol/providers/bedrock_agentcore/test_bedrock_agentcore_a2a.py
+++ b/tests/unit/a2a_protocol/providers/bedrock_agentcore/test_bedrock_agentcore_a2a.py
@@ -10,12 +10,11 @@ Verifies that:
 """
 
 import json
+from unittest.mock import AsyncMock, MagicMock, patch
 
 import httpx
 import pytest
 import respx
-from unittest.mock import AsyncMock, MagicMock, patch
-
 
 SAMPLE_ARN = "arn:aws:bedrock-agentcore:us-west-2:123456789:runtime/my_agent"
 SAMPLE_MODEL = f"bedrock/agentcore/{SAMPLE_ARN}"
@@ -42,13 +41,11 @@ class TestTransformation:
             BedrockAgentCoreA2ATransformation,
         )
 
-        url, headers, body = (
-            BedrockAgentCoreA2ATransformation.get_url_and_signed_request(
-                request_id="req-001",
-                params=SAMPLE_PARAMS,
-                litellm_params=SAMPLE_LITELLM_PARAMS,
-                method="message/send",
-            )
+        url, headers, body = BedrockAgentCoreA2ATransformation.get_url_and_signed_request(
+            request_id="req-001",
+            params=SAMPLE_PARAMS,
+            litellm_params=SAMPLE_LITELLM_PARAMS,
+            method="message/send",
         )
         body_dict = json.loads(body)
         assert body_dict["jsonrpc"] == "2.0"
@@ -201,10 +198,7 @@ class TestTransformation:
         # Runtime user id is the value set from litellm_params, NOT the spoof.
         assert normalized["x-amzn-bedrock-agentcore-runtime-user-id"] == "legit-user"
         # Session id is the auto-generated one, not the spoofed value.
-        assert (
-            normalized["x-amzn-bedrock-agentcore-runtime-session-id"]
-            != "spoofed-session"
-        )
+        assert normalized["x-amzn-bedrock-agentcore-runtime-session-id"] != "spoofed-session"
         # Authorization is the JWT bearer set by the signer, not the spoof.
         assert normalized["authorization"] == "Bearer test-jwt-token"
         # Host / x-amz-* must not have been carried over from the client.
@@ -259,43 +253,6 @@ class TestTransformation:
         # Non-reserved header still makes it into the signed dict.
         assert captured.get("x-mcp-token") == "mcp-abc"
 
-    def test_sigv4_auth_when_no_api_key(self):
-        """When no api_key, falls through to SigV4 signing."""
-        from litellm.a2a_protocol.providers.bedrock_agentcore.transformation import (
-            BedrockAgentCoreA2ATransformation,
-        )
-
-        litellm_params_no_key = {
-            "model": SAMPLE_MODEL,
-            "custom_llm_provider": "bedrock",
-            "aws_access_key_id": "AKIAIOSFODNN7EXAMPLE",
-            "aws_secret_access_key": "wJalrXUtnFEMI/K7MDENG/bPxRfiCYEXAMPLEKEY",
-            "aws_region_name": "us-west-2",
-        }
-
-        # Mock _sign_request to avoid hitting real botocore credential resolution
-        fake_sigv4_headers = {
-            "Authorization": "AWS4-HMAC-SHA256 Credential=AKIA.../bedrock-agentcore/aws4_request",
-            "Content-Type": "application/json",
-            "Accept": "application/json, text/event-stream",
-        }
-        fake_body = b'{"jsonrpc":"2.0"}'
-
-        with patch(
-            "litellm.llms.bedrock.chat.agentcore.transformation.AmazonAgentCoreConfig._sign_request",
-            return_value=(fake_sigv4_headers, fake_body),
-        ):
-            _, headers, _ = (
-                BedrockAgentCoreA2ATransformation.get_url_and_signed_request(
-                    request_id="req-001",
-                    params=SAMPLE_PARAMS,
-                    litellm_params=litellm_params_no_key,
-                )
-            )
-        # SigV4 produces an Authorization header starting with "AWS4-HMAC-SHA256"
-        assert "Authorization" in headers
-        assert headers["Authorization"].startswith("AWS4-HMAC-SHA256")
-
 
 SESSION_HEADER = "X-Amzn-Bedrock-AgentCore-Runtime-Session-Id"
 CONTEXT_ID = "conversation-alpha-0001-0000000000000000"
@@ -571,38 +528,37 @@ class TestNonStreaming:
             sent_headers = mock_client.post.call_args.kwargs["headers"]
             assert sent_headers.get("x-mcp-token") == "mcp-abc"
 
+
+class TestStreaming:
+    """Streaming requests must ask AgentCore for a stream, not a single send."""
+
     @pytest.mark.asyncio
-    async def test_a2a_error_response_passthrough(self):
-        """JSON-RPC error responses from the agent are returned as-is."""
+    async def test_streaming_request_uses_message_stream_method_and_yields_sse_events(self, httpx_transport):
         from litellm.a2a_protocol.providers.bedrock_agentcore.config import (
             BedrockAgentCoreA2AConfig,
         )
 
-        error_response = {
-            "jsonrpc": "2.0",
-            "id": "req-001",
-            "error": {"code": -32600, "message": "Bad request"},
-        }
-        mock_response = MagicMock()
-        mock_response.json.return_value = error_response
-        mock_response.raise_for_status = MagicMock()
-
-        with patch(
-            "litellm.a2a_protocol.providers.bedrock_agentcore.handler.get_async_httpx_client"
-        ) as mock_get_client:
-            mock_client = AsyncMock()
-            mock_client.post = AsyncMock(return_value=mock_response)
-            mock_get_client.return_value = mock_client
-
-            config = BedrockAgentCoreA2AConfig()
-            result = await config.handle_non_streaming(
-                request_id="req-001",
-                params=SAMPLE_PARAMS,
-                litellm_params=SAMPLE_LITELLM_PARAMS,
+        sse_body = (
+            'data: {"jsonrpc": "2.0", "id": "req-001", "result": {"kind": "task", "id": "t1"}}\n\n'
+            'data: {"jsonrpc": "2.0", "id": "req-001", "result": {"kind": "status-update", "final": true}}\n\n'
+        )
+        with respx.mock(assert_all_called=True) as router:
+            route = router.post(url__regex=r".*/invocations.*").mock(
+                return_value=httpx.Response(200, headers={"content-type": "text/event-stream"}, text=sse_body)
             )
+            events = [
+                event
+                async for event in BedrockAgentCoreA2AConfig().handle_streaming(
+                    request_id="req-001",
+                    params=SAMPLE_PARAMS,
+                    litellm_params=SAMPLE_LITELLM_PARAMS,
+                )
+            ]
 
-            assert result["error"]["code"] == -32600
-            assert result["error"]["message"] == "Bad request"
+        sent_body = json.loads(route.calls.last.request.content)
+        assert sent_body["method"] == "message/stream", sent_body
+        assert sent_body["params"]["message"]["messageId"] == "msg-001"
+        assert [event["result"]["kind"] for event in events] == ["task", "status-update"]
 
 
 class TestConfigManager:
@@ -616,9 +572,7 @@ class TestConfigManager:
             A2AProviderConfigManager,
         )
 
-        config = A2AProviderConfigManager.get_provider_config(
-            "bedrock", model=SAMPLE_MODEL
-        )
+        config = A2AProviderConfigManager.get_provider_config("bedrock", model=SAMPLE_MODEL)
         assert config is not None
         assert isinstance(config, BedrockAgentCoreA2AConfig)
 
@@ -628,9 +582,7 @@ class TestConfigManager:
             A2AProviderConfigManager,
         )
 
-        config = A2AProviderConfigManager.get_provider_config(
-            "bedrock", model="bedrock/anthropic.claude-3-sonnet"
-        )
+        config = A2AProviderConfigManager.get_provider_config("bedrock", model="bedrock/anthropic.claude-3-sonnet")
         assert config is None
 
     def test_unknown_provider_returns_none(self):
@@ -644,37 +596,6 @@ class TestConfigManager:
 class TestHandlerIntegration:
     """Test handler.py changes — litellm_params passed through, api_base not required."""
 
-    @pytest.mark.asyncio
-    async def test_provider_config_receives_litellm_params(self):
-        """Verify handler passes litellm_params to provider config via kwargs."""
-        from litellm.a2a_protocol.litellm_completion_bridge.handler import (
-            A2ACompletionBridgeHandler,
-        )
-
-        mock_config = AsyncMock()
-        mock_config.handle_non_streaming = AsyncMock(
-            return_value={"jsonrpc": "2.0", "id": "req-001", "result": {}}
-        )
-
-        with patch(
-            "litellm.a2a_protocol.litellm_completion_bridge.handler.A2AProviderConfigManager.get_provider_config",
-            return_value=mock_config,
-        ):
-            await A2ACompletionBridgeHandler.handle_non_streaming(
-                request_id="req-001",
-                params=SAMPLE_PARAMS,
-                litellm_params=SAMPLE_LITELLM_PARAMS,
-                api_base=None,
-            )
-
-            mock_config.handle_non_streaming.assert_called_once_with(
-                request_id="req-001",
-                params=SAMPLE_PARAMS,
-                api_base=None,
-                litellm_params=SAMPLE_LITELLM_PARAMS,
-                agent_extra_headers=None,
-            )
-
     @pytest.mark.asyncio
     async def test_api_base_none_allowed_with_provider_config(self):
         """api_base=None no longer raises when a provider config is registered."""
@@ -683,9 +604,7 @@ class TestHandlerIntegration:
         )
 
         mock_config = AsyncMock()
-        mock_config.handle_non_streaming = AsyncMock(
-            return_value={"jsonrpc": "2.0", "id": "req-001", "result": {}}
-        )
+        mock_config.handle_non_streaming = AsyncMock(return_value={"jsonrpc": "2.0", "id": "req-001", "result": {}})
 
         with patch(
             "litellm.a2a_protocol.litellm_completion_bridge.handler.A2AProviderConfigManager.get_provider_config",
diff --git a/tests/test_litellm/llms/openai_like/messages/__init__.py b/tests/unit/a2a_protocol/providers/pydantic_ai_agents/__init__.py
similarity index 100%
rename from tests/test_litellm/llms/openai_like/messages/__init__.py
rename to tests/unit/a2a_protocol/providers/pydantic_ai_agents/__init__.py
diff --git a/tests/test_litellm/a2a_protocol/providers/pydantic_ai_agents/test_pydantic_ai_agent_headers.py b/tests/unit/a2a_protocol/providers/pydantic_ai_agents/test_pydantic_ai_agent_headers.py
similarity index 100%
rename from tests/test_litellm/a2a_protocol/providers/pydantic_ai_agents/test_pydantic_ai_agent_headers.py
rename to tests/unit/a2a_protocol/providers/pydantic_ai_agents/test_pydantic_ai_agent_headers.py
diff --git a/tests/test_litellm/a2a_protocol/providers/pydantic_ai_agents/test_pydantic_ai_agent_transformation.py b/tests/unit/a2a_protocol/providers/pydantic_ai_agents/test_pydantic_ai_agent_transformation.py
similarity index 100%
rename from tests/test_litellm/a2a_protocol/providers/pydantic_ai_agents/test_pydantic_ai_agent_transformation.py
rename to tests/unit/a2a_protocol/providers/pydantic_ai_agents/test_pydantic_ai_agent_transformation.py
diff --git a/tests/test_litellm/llms/openrouter/image_edit/__init__.py b/tests/unit/a2a_protocol/providers/watsonx_orchestrate/__init__.py
similarity index 100%
rename from tests/test_litellm/llms/openrouter/image_edit/__init__.py
rename to tests/unit/a2a_protocol/providers/watsonx_orchestrate/__init__.py
diff --git a/tests/test_litellm/a2a_protocol/providers/watsonx_orchestrate/test_watsonx_orchestrate_transformation.py b/tests/unit/a2a_protocol/providers/watsonx_orchestrate/test_watsonx_orchestrate_transformation.py
similarity index 95%
rename from tests/test_litellm/a2a_protocol/providers/watsonx_orchestrate/test_watsonx_orchestrate_transformation.py
rename to tests/unit/a2a_protocol/providers/watsonx_orchestrate/test_watsonx_orchestrate_transformation.py
index 43dfdaba02d..a300560ae9d 100644
--- a/tests/test_litellm/a2a_protocol/providers/watsonx_orchestrate/test_watsonx_orchestrate_transformation.py
+++ b/tests/unit/a2a_protocol/providers/watsonx_orchestrate/test_watsonx_orchestrate_transformation.py
@@ -1,7 +1,6 @@
 import asyncio
 import json
 import time
-from pathlib import Path
 
 import httpx
 import pytest
@@ -571,20 +570,3 @@ def test_config_manager_returns_wxo_provider():
     )
     assert config is not None
     assert config.__class__.__name__ == "WatsonxOrchestrateA2AConfig"
-
-
-def test_wxo_dashboard_auth_fields():
-    fields_path = (
-        Path(__file__).resolve().parents[5]
-        / "litellm/proxy/public_endpoints/agent_create_fields.json"
-    )
-    agent_fields = json.loads(fields_path.read_text())
-    wxo_agent = next(
-        agent for agent in agent_fields if agent["agent_type"] == "watsonx_orchestrate"
-    )
-    fields_by_key = {field["key"]: field for field in wxo_agent["credential_fields"]}
-
-    assert fields_by_key["auth_mode"]["default_value"] == "cp4d"
-    # Username is CP4D-only; UI does not require it so ibm_cloud users are not blocked.
-    assert fields_by_key["username"]["required"] is False
-    assert "cp4d" in fields_by_key["username"]["tooltip"].lower()
diff --git a/tests/test_litellm/a2a_protocol/test_a2a_exception_mapping_utils.py b/tests/unit/a2a_protocol/test_a2a_exception_mapping_utils.py
similarity index 98%
rename from tests/test_litellm/a2a_protocol/test_a2a_exception_mapping_utils.py
rename to tests/unit/a2a_protocol/test_a2a_exception_mapping_utils.py
index c31d50960b1..5f097570bc2 100644
--- a/tests/test_litellm/a2a_protocol/test_a2a_exception_mapping_utils.py
+++ b/tests/unit/a2a_protocol/test_a2a_exception_mapping_utils.py
@@ -38,9 +38,7 @@ async def test_localhost_retry_reuses_stashed_httpx_client():
         patch.object(emu, "A2A_SDK_AVAILABLE", True),
         patch.object(emu, "set_agent_card_url") as mock_set_url,
         patch.object(emu, "ClientConfig", side_effect=fake_client_config),
-        patch.object(
-            emu, "create_client", new=AsyncMock(return_value=new_client)
-        ) as mock_create,
+        patch.object(emu, "create_client", new=AsyncMock(return_value=new_client)) as mock_create,
     ):
         result = await emu.handle_a2a_localhost_retry(
             error=_localhost_error(),
@@ -171,6 +169,7 @@ async def test_stream_with_retry_raises_after_localhost_retries_exhausted():
             api_base="https://agent.example",
             agent_name="test-agent",
         )
+
         async def _drain():
             async for _chunk in stream:
                 pytest.fail("expected retry exhaustion to raise before yielding")
diff --git a/tests/test_litellm/a2a_protocol/test_a2a_streaming_iterator.py b/tests/unit/a2a_protocol/test_a2a_streaming_iterator.py
similarity index 89%
rename from tests/test_litellm/a2a_protocol/test_a2a_streaming_iterator.py
rename to tests/unit/a2a_protocol/test_a2a_streaming_iterator.py
index 2603d135dce..abf6a6dda31 100644
--- a/tests/test_litellm/a2a_protocol/test_a2a_streaming_iterator.py
+++ b/tests/unit/a2a_protocol/test_a2a_streaming_iterator.py
@@ -43,25 +43,6 @@ class RecordingExecutor:
         return [fn for fn in self.submits if getattr(fn, "__self__", None) is logging_obj]
 
 
-@pytest.fixture(autouse=True)
-def _isolate_callbacks():
-    saved = (
-        litellm.callbacks,
-        litellm.success_callback,
-        litellm._async_success_callback,
-        litellm.failure_callback,
-        litellm._async_failure_callback,
-    )
-    yield
-    (
-        litellm.callbacks,
-        litellm.success_callback,
-        litellm._async_success_callback,
-        litellm.failure_callback,
-        litellm._async_failure_callback,
-    ) = saved
-
-
 @pytest.mark.asyncio
 async def test_custom_logger_only_never_submits_sync_success_handler(monkeypatch):
     recording_executor = RecordingExecutor(thread_pool_executor_module.executor)
@@ -69,8 +50,8 @@ async def test_custom_logger_only_never_submits_sync_success_handler(monkeypatch
     monkeypatch.setattr(a2a_streaming_iterator_module, "executor", recording_executor, raising=False)
 
     recorder = RecordingCustomLogger()
-    litellm.success_callback = [recorder]
-    litellm._async_success_callback = [recorder]
+    monkeypatch.setattr(litellm, "success_callback", [recorder])
+    monkeypatch.setattr(litellm, "_async_success_callback", [recorder])
 
     logging_obj = LitellmLogging(
         model="a2a/test-agent",
diff --git a/tests/test_litellm/a2a_protocol/test_card_resolver.py b/tests/unit/a2a_protocol/test_card_resolver.py
similarity index 97%
rename from tests/test_litellm/a2a_protocol/test_card_resolver.py
rename to tests/unit/a2a_protocol/test_card_resolver.py
index 88dc835df0e..fdfb51987a3 100644
--- a/tests/test_litellm/a2a_protocol/test_card_resolver.py
+++ b/tests/unit/a2a_protocol/test_card_resolver.py
@@ -36,9 +36,7 @@ async def test_card_resolver_fallback_from_new_to_old_path():
     paths_called = []
 
     # Create a mock for the parent's get_agent_card method
-    async def mock_parent_get_agent_card(
-        self, relative_card_path=None, http_kwargs=None
-    ):
+    async def mock_parent_get_agent_card(self, relative_card_path=None, http_kwargs=None):
         paths_called.append(relative_card_path)
         if relative_card_path == "/.well-known/agent-card.json":
             # First call (new path) fails
@@ -57,9 +55,7 @@ async def test_card_resolver_fallback_from_new_to_old_path():
         "get_agent_card",
         mock_parent_get_agent_card,
     ):
-        resolver = LiteLLMA2ACardResolver(
-            httpx_client=mock_httpx_client, base_url="http://test-agent:8000"
-        )
+        resolver = LiteLLMA2ACardResolver(httpx_client=mock_httpx_client, base_url="http://test-agent:8000")
         result = await resolver.get_agent_card()
 
         # Verify both paths were tried in correct order
diff --git a/tests/test_litellm/a2a_protocol/test_completion_bridge_streaming.py b/tests/unit/a2a_protocol/test_completion_bridge_streaming.py
similarity index 98%
rename from tests/test_litellm/a2a_protocol/test_completion_bridge_streaming.py
rename to tests/unit/a2a_protocol/test_completion_bridge_streaming.py
index 8fd35369cf2..913c917bd2d 100644
--- a/tests/test_litellm/a2a_protocol/test_completion_bridge_streaming.py
+++ b/tests/unit/a2a_protocol/test_completion_bridge_streaming.py
@@ -344,11 +344,7 @@ async def test_handle_streaming_keeps_agent_card_path_out_of_the_completion_call
         chunk.choices[0].delta.content = "Hello"
         yield chunk
 
-    with (
-        patch(  # test-quality-ok: the bridge calls litellm.acompletion directly; the sibling tests capture its kwargs through the same seam
-            "litellm.acompletion", new_callable=AsyncMock
-        ) as mock_acompletion
-    ):
+    with patch("litellm.acompletion", new_callable=AsyncMock) as mock_acompletion:
         mock_acompletion.return_value = mock_streaming_response()
 
         events = [
diff --git a/tests/test_litellm/a2a_protocol/test_cost_calculator.py b/tests/unit/a2a_protocol/test_cost_calculator.py
similarity index 96%
rename from tests/test_litellm/a2a_protocol/test_cost_calculator.py
rename to tests/unit/a2a_protocol/test_cost_calculator.py
index a29f012170f..56d3d57c89e 100644
--- a/tests/test_litellm/a2a_protocol/test_cost_calculator.py
+++ b/tests/unit/a2a_protocol/test_cost_calculator.py
@@ -122,7 +122,7 @@ class CostLogger(CustomLogger):
 
 
 @pytest.mark.asyncio
-async def test_asend_message_uses_cost_per_query():
+async def test_asend_message_uses_cost_per_query(monkeypatch):
     """
     Test that asend_message uses cost_per_query param for response_cost.
     """
@@ -131,7 +131,7 @@ async def test_asend_message_uses_cost_per_query():
     # Setup logger
     litellm.logging_callback_manager._reset_all_callbacks()
     cost_logger = CostLogger()
-    litellm.callbacks = [cost_logger]
+    monkeypatch.setattr(litellm, "callbacks", [cost_logger])
 
     # Mock A2A client
     mock_client = MagicMock()
@@ -157,7 +157,7 @@ async def test_asend_message_uses_cost_per_query():
 
 
 @pytest.mark.asyncio
-async def test_asend_message_uses_cost_per_query_from_litellm_params_dict():
+async def test_asend_message_uses_cost_per_query_from_litellm_params_dict(monkeypatch):
     """
     Proxy passes agent pricing as the litellm_params dict param (not top-level
     kwargs). Regression for cost_per_query landing at $0 on the native path.
@@ -166,7 +166,7 @@ async def test_asend_message_uses_cost_per_query_from_litellm_params_dict():
 
     litellm.logging_callback_manager._reset_all_callbacks()
     cost_logger = CostLogger()
-    litellm.callbacks = [cost_logger]
+    monkeypatch.setattr(litellm, "callbacks", [cost_logger])
 
     mock_client = MagicMock()
     mock_client._litellm_agent_card = MagicMock()
@@ -217,7 +217,7 @@ class TokenAndCostLogger(CustomLogger):
 
 
 @pytest.mark.asyncio
-async def test_asend_message_uses_input_output_cost_per_token():
+async def test_asend_message_uses_input_output_cost_per_token(monkeypatch):
     """
     Test that asend_message calculates cost using input_cost_per_token and output_cost_per_token.
     Validates exact cost calculation: cost = (prompt_tokens * input_cost) + (completion_tokens * output_cost)
@@ -227,7 +227,7 @@ async def test_asend_message_uses_input_output_cost_per_token():
     # Setup logger
     litellm.logging_callback_manager._reset_all_callbacks()
     token_cost_logger = TokenAndCostLogger()
-    litellm.callbacks = [token_cost_logger]
+    monkeypatch.setattr(litellm, "callbacks", [token_cost_logger])
 
     # Mock A2A client
     mock_client = MagicMock()
@@ -292,7 +292,7 @@ class AgentIdLogger(CustomLogger):
 
 
 @pytest.mark.asyncio
-async def test_asend_message_passes_agent_id_to_callback():
+async def test_asend_message_passes_agent_id_to_callback(monkeypatch):
     """
     Test that asend_message passes agent_id to callbacks via kwargs.
     """
@@ -301,7 +301,7 @@ async def test_asend_message_passes_agent_id_to_callback():
     # Setup logger
     litellm.logging_callback_manager._reset_all_callbacks()
     agent_id_logger = AgentIdLogger()
-    litellm.callbacks = [agent_id_logger]
+    monkeypatch.setattr(litellm, "callbacks", [agent_id_logger])
 
     # Mock A2A client
     mock_client = MagicMock()
diff --git a/tests/test_litellm/a2a_protocol/test_main.py b/tests/unit/a2a_protocol/test_main.py
similarity index 97%
rename from tests/test_litellm/a2a_protocol/test_main.py
rename to tests/unit/a2a_protocol/test_main.py
index f00ac16f7b3..c65d171246d 100644
--- a/tests/test_litellm/a2a_protocol/test_main.py
+++ b/tests/unit/a2a_protocol/test_main.py
@@ -115,9 +115,7 @@ async def test_streaming_trace_id_prefers_logging_trace_id():
         captured["extra_headers"] = extra_headers
         raise RuntimeError("stop")
 
-    with patch.object(
-        a2a_main, "create_a2a_client", new=AsyncMock(side_effect=_capture)
-    ):
+    with patch.object(a2a_main, "create_a2a_client", new=AsyncMock(side_effect=_capture)):
         with pytest.raises(RuntimeError, match="stop"):
             async for _ in a2a_main.asend_message_streaming(
                 request=request,
@@ -229,9 +227,7 @@ _LOWERCASE_BINDING_CARD = {
     "defaultInputModes": ["text/plain"],
     "defaultOutputModes": ["text/plain"],
     "skills": [],
-    "supportedInterfaces": [
-        {"url": "http://127.0.0.1:9/", "protocolBinding": "jsonrpc", "protocolVersion": "1.0"}
-    ],
+    "supportedInterfaces": [{"url": "http://127.0.0.1:9/", "protocolBinding": "jsonrpc", "protocolVersion": "1.0"}],
 }
 
 
@@ -289,11 +285,10 @@ async def _seed_shared_a2a_client(
 
 
 @pytest.fixture
-def isolated_client_cache():
-    previous = getattr(litellm, "in_memory_llm_clients_cache", None)
-    litellm.in_memory_llm_clients_cache = LLMClientCache()
-    yield litellm.in_memory_llm_clients_cache
-    litellm.in_memory_llm_clients_cache = previous
+def isolated_client_cache(monkeypatch):
+    cache = LLMClientCache()
+    monkeypatch.setattr(litellm, "in_memory_llm_clients_cache", cache)
+    return cache
 
 
 def _send_request(request_id):
diff --git a/tests/test_litellm/a2a_protocol/test_send_message_response.py b/tests/unit/a2a_protocol/test_send_message_response.py
similarity index 77%
rename from tests/test_litellm/a2a_protocol/test_send_message_response.py
rename to tests/unit/a2a_protocol/test_send_message_response.py
index ade7c72fc2e..599e97e4923 100644
--- a/tests/test_litellm/a2a_protocol/test_send_message_response.py
+++ b/tests/unit/a2a_protocol/test_send_message_response.py
@@ -9,9 +9,7 @@ def test_from_dict_backfills_id_on_agent_error_response():
         "error": {"code": -32054, "message": "Session not found"},
     }
 
-    response = LiteLLMSendMessageResponse.from_dict(
-        agent_error, request_id="r1"
-    )
+    response = LiteLLMSendMessageResponse.from_dict(agent_error, request_id="r1")
 
     assert response.id == "r1"
     assert response.error == {"code": -32054, "message": "Session not found"}
@@ -25,9 +23,7 @@ def test_from_dict_preserves_existing_id():
         "error": {"code": -32001, "message": "Task not found"},
     }
 
-    response = LiteLLMSendMessageResponse.from_dict(
-        payload, request_id="r1"
-    )
+    response = LiteLLMSendMessageResponse.from_dict(payload, request_id="r1")
 
     assert response.id == "upstream-id"
 
@@ -82,9 +78,7 @@ def test_from_dict_accepts_null_id_when_the_error_cannot_be_correlated():
     """JSON-RPC 2.0 section 5 requires ``id`` to be null on an error that cannot be
     matched to a request, which is exactly the case where the caller supplied no id
     for the backfill to use. Rejecting it turned an agent's error into a proxy 500."""
-    response = LiteLLMSendMessageResponse.from_dict(
-        {"jsonrpc": "2.0", "error": {"code": -32054, "message": "x"}}
-    )
+    response = LiteLLMSendMessageResponse.from_dict({"jsonrpc": "2.0", "error": {"code": -32054, "message": "x"}})
 
     assert response.id is None
     assert response.error == {"code": -32054, "message": "x"}
@@ -100,23 +94,6 @@ def test_from_dict_accepts_null_id_echoed_by_upstream():
     assert response.id is None
 
 
-def test_id_accepts_every_member_of_the_json_rpc_union_and_nothing_else():
-    """One test pinning the whole ``string | integer | null`` union the spec defines,
-    so widening the annotation cannot silently become "accept anything"."""
-    for accepted in ("s1", 42, 0, None):
-        assert LiteLLMSendMessageResponse(id=accepted).id == accepted
-
-    # ``True``/``False`` are in here because bool subclasses int: a non-strict integer
-    # half would accept them and relay them as 1/0. Direct construction bypasses
-    # normalization, so the model has to hold this line on its own.
-    for rejected in (True, False, 1.5, ["a"], {"a": 1}):
-        try:
-            LiteLLMSendMessageResponse(id=rejected)
-        except Exception:
-            continue
-        raise AssertionError(f"id={rejected!r} is outside the JSON-RPC union and must be rejected")
-
-
 def test_boolean_id_is_never_relayed_as_an_integer():
     """``bool`` subclasses ``int``, so widening the annotation to accept integers also
     made pydantic coerce a boolean id to 1 or 0. That is worse than rejecting it: an id
diff --git a/tests/test_litellm/a2a_protocol/test_utils.py b/tests/unit/a2a_protocol/test_utils.py
similarity index 100%
rename from tests/test_litellm/a2a_protocol/test_utils.py
rename to tests/unit/a2a_protocol/test_utils.py
diff --git a/tests/unit/anthropic_interface/__init__.py b/tests/unit/anthropic_interface/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/anthropic_interface/exceptions/__init__.py b/tests/unit/anthropic_interface/exceptions/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/anthropic_interface/exceptions/test_exception_mapping_utils.py b/tests/unit/anthropic_interface/exceptions/test_exception_mapping_utils.py
similarity index 100%
rename from tests/test_litellm/anthropic_interface/exceptions/test_exception_mapping_utils.py
rename to tests/unit/anthropic_interface/exceptions/test_exception_mapping_utils.py
diff --git a/tests/unit/batches/__init__.py b/tests/unit/batches/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/batches/test_batch_utils.py b/tests/unit/batches/test_batch_utils.py
similarity index 100%
rename from tests/test_litellm/batches/test_batch_utils.py
rename to tests/unit/batches/test_batch_utils.py
diff --git a/tests/test_litellm/batches/test_main.py b/tests/unit/batches/test_main.py
similarity index 100%
rename from tests/test_litellm/batches/test_main.py
rename to tests/unit/batches/test_main.py
diff --git a/tests/test_litellm/batches/test_responses_batch_cost.py b/tests/unit/batches/test_responses_batch_cost.py
similarity index 87%
rename from tests/test_litellm/batches/test_responses_batch_cost.py
rename to tests/unit/batches/test_responses_batch_cost.py
index b634f5f73db..63b28fb3b42 100644
--- a/tests/test_litellm/batches/test_responses_batch_cost.py
+++ b/tests/unit/batches/test_responses_batch_cost.py
@@ -12,17 +12,28 @@ Line shape decides the parse, not the batch's declared endpoint, so an output
 file mixing Responses-shaped and chat-shaped lines sums across both.
 """
 
-from typing import Literal, get_args, get_type_hints
 
 import pytest
 
 import litellm
 import litellm.batches.batch_utils as bu
-from litellm.types.llms.openai import CreateBatchRequest
 
 MODEL = "gpt-5.6"
 
 
+@pytest.fixture
+def local_model_cost_map(monkeypatch):
+    original_model_cost = litellm.model_cost
+    monkeypatch.setenv("LITELLM_LOCAL_MODEL_COST_MAP", "True")
+    litellm.model_cost = litellm.get_model_cost_map(url="")
+    litellm.get_model_info.cache_clear()
+    try:
+        yield
+    finally:
+        litellm.model_cost = original_model_cost
+        litellm.get_model_info.cache_clear()
+
+
 def _responses_line(input_tokens: int, output_tokens: int) -> dict:
     return {
         "response": {
@@ -107,13 +118,3 @@ async def test_mixed_shape_batch_output_sums_across_both_line_shapes(local_model
     assert result.cost == pytest.approx(
         133 * model_info["input_cost_per_token_batches"] + 107 * model_info["output_cost_per_token_batches"]
     )
-
-
-def test_create_batch_endpoint_accepts_v1_responses():
-    """A type-checked caller can pass endpoint="/v1/responses", which the runtime
-    already forwarded correctly."""
-    endpoint_annotation = get_type_hints(CreateBatchRequest)["endpoint"]
-    assert "/v1/responses" in get_args(endpoint_annotation)
-
-    for create_fn in (litellm.create_batch, litellm.acreate_batch):
-        assert "/v1/responses" in get_args(get_type_hints(create_fn)["endpoint"])
diff --git a/tests/unit/chat_completions/__init__.py b/tests/unit/chat_completions/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/chat_completions/test_dispatch.py b/tests/unit/chat_completions/test_dispatch.py
similarity index 93%
rename from tests/test_litellm/chat_completions/test_dispatch.py
rename to tests/unit/chat_completions/test_dispatch.py
index d4bfeaf8d70..63821c74208 100644
--- a/tests/test_litellm/chat_completions/test_dispatch.py
+++ b/tests/unit/chat_completions/test_dispatch.py
@@ -1,11 +1,9 @@
-import inspect
 from collections.abc import Awaitable, Callable, Mapping
-from typing import Final, cast  # noqa: TID251  # narrows legacy callable signatures for inspect
+from typing import Final, cast  # noqa: TID251  # narrows legacy callable signatures
 
 import pytest
 
 import litellm
-from litellm import main as python_chat
 from litellm.chat_completions.dispatch import (
     _ADISPATCH,  # pyright: ignore[reportPrivateUsage]  # tests configured dispatch
     _DISPATCH,  # pyright: ignore[reportPrivateUsage]  # tests configured dispatch
@@ -40,15 +38,6 @@ def acompletion_binding(native: NativeAcompletion | None) -> NativeBinding[Nativ
     return binding
 
 
-def test_public_signature_is_the_legacy_signature() -> None:
-    public_completion: Final = cast(Callable[..., object], litellm.completion)
-    legacy_completion: Final = cast(Callable[..., object], python_chat.completion)
-    public_acompletion: Final = cast(Callable[..., object], litellm.acompletion)
-    legacy_acompletion: Final = cast(Callable[..., object], python_chat.acompletion)
-    assert inspect.signature(public_completion) == inspect.signature(legacy_completion)
-    assert inspect.signature(public_acompletion) == inspect.signature(legacy_acompletion)
-
-
 def test_python_route_forwards_original_call_shape() -> None:
     metadata: Final = {"user_id": "u"}
     args: Final[tuple[object, ...]] = ("gpt-4o", MESSAGES)
diff --git a/tests/unit/completion_extras/__init__.py b/tests/unit/completion_extras/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/completion_extras/test_litellm_responses_transformation_transformation.py b/tests/unit/completion_extras/test_litellm_responses_transformation_transformation.py
similarity index 100%
rename from tests/test_litellm/completion_extras/test_litellm_responses_transformation_transformation.py
rename to tests/unit/completion_extras/test_litellm_responses_transformation_transformation.py
diff --git a/tests/unit/completion_extras/test_responses_bridge_provider_propagation.py b/tests/unit/completion_extras/test_responses_bridge_provider_propagation.py
new file mode 100644
index 00000000000..f2e36137a19
--- /dev/null
+++ b/tests/unit/completion_extras/test_responses_bridge_provider_propagation.py
@@ -0,0 +1,111 @@
+from datetime import datetime
+from unittest.mock import patch
+
+import pytest
+
+from litellm.completion_extras.litellm_responses_transformation.handler import (
+    ResponsesToCompletionBridgeHandler,
+)
+from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLogging
+from litellm.types.utils import ModelResponse
+
+MODEL = "openai.gpt-5.5"
+REGION = "us-east-2"
+
+
+def _bedrock_mantle_kwargs() -> dict:
+    messages = [{"role": "user", "content": "hi"}]
+    logging_obj = LiteLLMLogging(
+        litellm_call_id="test-call",
+        call_type="acompletion",
+        model=MODEL,
+        messages=messages,
+        function_id="fn-id",
+        stream=False,
+        start_time=datetime.now(),
+    )
+    return {
+        "model": MODEL,
+        "custom_llm_provider": "bedrock_mantle",
+        "messages": messages,
+        "optional_params": {},
+        "litellm_params": {
+            "aws_region_name": REGION,
+            "api_base": "https://bedrock-mantle.us-east-1.api.aws/v1",
+            "custom_llm_provider": "bedrock_mantle",
+        },
+        "headers": {},
+        "model_response": ModelResponse(),
+        "logging_obj": logging_obj,
+    }
+
+
+def _openai_kwargs() -> dict:
+    messages = [{"role": "user", "content": "hi"}]
+    logging_obj = LiteLLMLogging(
+        litellm_call_id="test-call",
+        call_type="completion",
+        model="gpt-5.5",
+        messages=messages,
+        function_id="fn-id",
+        stream=False,
+        start_time=datetime.now(),
+    )
+    return {
+        "model": "gpt-5.5",
+        "custom_llm_provider": "openai",
+        "messages": messages,
+        "optional_params": {},
+        "litellm_params": {},
+        "headers": {},
+        "model_response": ModelResponse(),
+        "logging_obj": logging_obj,
+    }
+
+
+def test_completion_forwards_custom_llm_provider_to_responses():
+    bridge = ResponsesToCompletionBridgeHandler()
+    cached = ModelResponse(id="chatcmpl-cached", model="gpt-5.5")
+
+    with patch("litellm.responses", return_value=cached) as fake_responses:
+        result = bridge.completion(**_openai_kwargs())
+
+    assert result is cached
+    assert fake_responses.call_args.kwargs["custom_llm_provider"] == "openai"
+
+
+@pytest.mark.asyncio
+async def test_acompletion_forwards_custom_llm_provider_to_aresponses():
+    bridge = ResponsesToCompletionBridgeHandler()
+    cached = ModelResponse(id="chatcmpl-cached", model="gpt-5.5")
+
+    async def _fake_aresponses(**kwargs):
+        _fake_aresponses.kwargs = kwargs
+        return cached
+
+    _fake_aresponses.kwargs = {}
+
+    with patch("litellm.aresponses", _fake_aresponses):
+        result = await bridge.acompletion(**_openai_kwargs())
+
+    assert result is cached
+    assert _fake_aresponses.kwargs["custom_llm_provider"] == "openai"
+
+
+@pytest.mark.asyncio
+async def test_acompletion_forwards_aws_region_name_to_aresponses():
+    bridge = ResponsesToCompletionBridgeHandler()
+    cached = ModelResponse(id="chatcmpl-cached", model=MODEL)
+
+    async def _fake_aresponses(**kwargs):
+        _fake_aresponses.kwargs = kwargs
+        return cached
+
+    _fake_aresponses.kwargs = {}
+
+    with patch("litellm.aresponses", _fake_aresponses):
+        result = await bridge.acompletion(**_bedrock_mantle_kwargs())
+
+    assert result is cached
+    assert _fake_aresponses.kwargs["aws_region_name"] == REGION
+    assert _fake_aresponses.kwargs["custom_llm_provider"] == "bedrock_mantle"
diff --git a/tests/unit/compression/__init__.py b/tests/unit/compression/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/compression/test_compress.py b/tests/unit/compression/test_compress.py
similarity index 100%
rename from tests/test_litellm/compression/test_compress.py
rename to tests/unit/compression/test_compress.py
diff --git a/tests/unit/conftest.py b/tests/unit/conftest.py
new file mode 100644
index 00000000000..b3bb19a8b8a
--- /dev/null
+++ b/tests/unit/conftest.py
@@ -0,0 +1,71 @@
+import os
+from collections.abc import Iterator
+from typing import Final
+
+import pytest
+from pytest_socket import enable_socket, socket_allow_hosts
+
+os.environ["LITELLM_LOCAL_MODEL_COST_MAP"] = "True"
+
+import litellm  # noqa: E402  # litellm reads LITELLM_LOCAL_MODEL_COST_MAP at import
+import litellm.router as litellm_router_module  # noqa: E402  # same import-time dependency
+import litellm.utils as litellm_utils_module  # noqa: E402  # same import-time dependency
+
+LOOPBACK_HOSTS: Final = ["127.0.0.1", "::1"]
+AMBIENT_AZURE_CREDENTIAL_ENV_VARS: Final = (
+    "AZURE_AD_TOKEN",
+    "AZURE_TENANT_ID",
+    "AZURE_CLIENT_ID",
+    "AZURE_CLIENT_SECRET",
+    "AZURE_USERNAME",
+    "AZURE_PASSWORD",
+)
+
+
+def _allow_loopback_only() -> None:
+    socket_allow_hosts(LOOPBACK_HOSTS, allow_unix_socket=True)
+
+
+_allow_loopback_only()
+
+
+@pytest.hookimpl(trylast=True)
+def pytest_runtest_setup() -> None:
+    _allow_loopback_only()
+
+
+@pytest.fixture(autouse=True)
+def isolate_router_model_cost_state() -> Iterator[None]:
+    original_live_routers: Final = frozenset(litellm_router_module._live_routers)
+    original_runtime_registered_model_cost: Final = {
+        model_key: dict(model_value)
+        for model_key, model_value in litellm_utils_module._runtime_registered_model_cost.items()
+    }
+    yield
+    for router in tuple(litellm_router_module._live_routers):
+        litellm_router_module._live_routers.discard(router)
+    for router in original_live_routers:
+        litellm_router_module._live_routers.add(router)
+    litellm_utils_module._runtime_registered_model_cost.clear()
+    litellm_utils_module._runtime_registered_model_cost.update(original_runtime_registered_model_cost)
+    litellm_utils_module._invalidate_model_cost_lowercase_map()
+    litellm.get_model_info.cache_clear()
+
+
+@pytest.fixture
+def local_model_cost_map(monkeypatch: pytest.MonkeyPatch) -> Iterator[None]:
+    monkeypatch.setenv("LITELLM_LOCAL_MODEL_COST_MAP", "True")
+    monkeypatch.setattr(litellm, "model_cost", litellm.get_model_cost_map(url=""))
+    litellm.get_model_info.cache_clear()
+    yield
+    litellm.get_model_info.cache_clear()
+
+
+@pytest.fixture
+def no_ambient_azure_credentials(monkeypatch: pytest.MonkeyPatch) -> None:
+    for name in AMBIENT_AZURE_CREDENTIAL_ENV_VARS:
+        monkeypatch.delenv(name, raising=False)
+
+
+def pytest_sessionfinish() -> None:
+    enable_socket()
diff --git a/tests/unit/endpoints/__init__.py b/tests/unit/endpoints/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/endpoints/speech/__init__.py b/tests/unit/endpoints/speech/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/endpoints/speech/speech_to_completion_bridge/__init__.py b/tests/unit/endpoints/speech/speech_to_completion_bridge/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/endpoints/speech/speech_to_completion_bridge/test_transformation.py b/tests/unit/endpoints/speech/speech_to_completion_bridge/test_transformation.py
similarity index 100%
rename from tests/test_litellm/endpoints/speech/speech_to_completion_bridge/test_transformation.py
rename to tests/unit/endpoints/speech/speech_to_completion_bridge/test_transformation.py
diff --git a/tests/unit/enterprise/__init__.py b/tests/unit/enterprise/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/enterprise/enterprise_callbacks/__init__.py b/tests/unit/enterprise/enterprise_callbacks/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/enterprise/enterprise_callbacks/test_callback_controls.py b/tests/unit/enterprise/enterprise_callbacks/test_callback_controls.py
similarity index 100%
rename from tests/test_litellm/enterprise/enterprise_callbacks/test_callback_controls.py
rename to tests/unit/enterprise/enterprise_callbacks/test_callback_controls.py
diff --git a/tests/test_litellm/enterprise/enterprise_callbacks/test_llm_guard.py b/tests/unit/enterprise/enterprise_callbacks/test_llm_guard.py
similarity index 100%
rename from tests/test_litellm/enterprise/enterprise_callbacks/test_llm_guard.py
rename to tests/unit/enterprise/enterprise_callbacks/test_llm_guard.py
diff --git a/tests/test_litellm/enterprise/enterprise_callbacks/test_secret_detection.py b/tests/unit/enterprise/enterprise_callbacks/test_secret_detection.py
similarity index 100%
rename from tests/test_litellm/enterprise/enterprise_callbacks/test_secret_detection.py
rename to tests/unit/enterprise/enterprise_callbacks/test_secret_detection.py
diff --git a/tests/unit/integrations/__init__.py b/tests/unit/integrations/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/integrations/compression_interception/__init__.py b/tests/unit/integrations/compression_interception/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/integrations/compression_interception/test_compression_interception_handler.py b/tests/unit/integrations/compression_interception/test_compression_interception_handler.py
similarity index 100%
rename from tests/test_litellm/integrations/compression_interception/test_compression_interception_handler.py
rename to tests/unit/integrations/compression_interception/test_compression_interception_handler.py
diff --git a/tests/unit/integrations/gcs_bucket/__init__.py b/tests/unit/integrations/gcs_bucket/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/integrations/gcs_bucket/test_gcs_bucket_base.py b/tests/unit/integrations/gcs_bucket/test_gcs_bucket_base.py
similarity index 100%
rename from tests/test_litellm/integrations/gcs_bucket/test_gcs_bucket_base.py
rename to tests/unit/integrations/gcs_bucket/test_gcs_bucket_base.py
diff --git a/tests/unit/integrations/gcs_pubsub/__init__.py b/tests/unit/integrations/gcs_pubsub/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/integrations/gcs_pubsub/test_pub_sub.py b/tests/unit/integrations/gcs_pubsub/test_pub_sub.py
similarity index 100%
rename from tests/test_litellm/integrations/gcs_pubsub/test_pub_sub.py
rename to tests/unit/integrations/gcs_pubsub/test_pub_sub.py
diff --git a/tests/unit/integrations/helicone/__init__.py b/tests/unit/integrations/helicone/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/integrations/helicone/test_helicone_gemini.py b/tests/unit/integrations/helicone/test_helicone_gemini.py
similarity index 73%
rename from tests/test_litellm/integrations/helicone/test_helicone_gemini.py
rename to tests/unit/integrations/helicone/test_helicone_gemini.py
index 8ce02784345..667b16a48a1 100644
--- a/tests/test_litellm/integrations/helicone/test_helicone_gemini.py
+++ b/tests/unit/integrations/helicone/test_helicone_gemini.py
@@ -3,7 +3,6 @@ Test HeliconeLogger Gemini/Vertex AI support.
 Fixes: https://github.com/BerriAI/litellm/issues/19093
 """
 
-import pytest
 
 
 def test_helicone_gemini_model_in_list():
@@ -36,39 +35,6 @@ def test_helicone_gemini_models_recognized():
         assert is_recognized, f"{model} should be recognized by helicone_model_list"
 
 
-def test_helicone_vertex_ai_models_recognized():
-    """
-    Test that Vertex AI models (GLM, DeepSeek, etc.) are recognized via custom_llm_provider.
-    """
-    # Test models that don't contain "gemini" but are vertex_ai
-    test_models = [
-        "vertex_ai/zai-org/glm-4.7-maas",
-        "vertex_ai/deepseek-ai/deepseek-v3",
-        "vertex_ai/meta/llama-3.1-405b",
-    ]
-    for model in test_models:
-        is_vertex_ai = model.startswith("vertex_ai/")
-        assert is_vertex_ai, f"{model} should be recognized as vertex_ai model"
-
-
-def test_helicone_vertex_ai_via_custom_llm_provider():
-    """
-    Test that vertex_ai models are recognized when custom_llm_provider is set.
-    """
-    # Models without vertex_ai/ prefix but with custom_llm_provider="vertex_ai"
-    test_cases = [
-        ("zai-org/glm-4.7-maas", "vertex_ai"),
-        ("deepseek-ai/deepseek-v3", "vertex_ai"),
-    ]
-    for model, custom_llm_provider in test_cases:
-        is_vertex_ai = custom_llm_provider == "vertex_ai" or model.startswith(
-            "vertex_ai/"
-        )
-        assert (
-            is_vertex_ai
-        ), f"{model} with custom_llm_provider={custom_llm_provider} should be recognized as vertex_ai"
-
-
 def test_helicone_vertex_gemini_gets_vertex_provider_url():
     """
     Test that vertex_ai/gemini-* models route to aiplatform.googleapis.com,
diff --git a/tests/unit/integrations/levo/__init__.py b/tests/unit/integrations/levo/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/integrations/levo/test_levo.py b/tests/unit/integrations/levo/test_levo.py
similarity index 88%
rename from tests/test_litellm/integrations/levo/test_levo.py
rename to tests/unit/integrations/levo/test_levo.py
index 903be644671..647bcb3154e 100644
--- a/tests/test_litellm/integrations/levo/test_levo.py
+++ b/tests/unit/integrations/levo/test_levo.py
@@ -151,48 +151,6 @@ class TestLevoConfig(unittest.TestCase):
 class TestLevoIntegration(unittest.TestCase):
     """Integration tests for LevoLogger."""
 
-    @patch.dict(
-        "os.environ",
-        {
-            "LEVOAI_API_KEY": "test-api-key",
-            "LEVOAI_ORG_ID": "test-org-id",
-            "LEVOAI_WORKSPACE_ID": "test-workspace-id",
-            "LEVOAI_COLLECTOR_URL": "https://collector.levo.ai",
-        },
-    )
-    @pytest.mark.skipif(
-        not OPENTELEMETRY_AVAILABLE, reason="OpenTelemetry packages not installed"
-    )
-    @patch(
-        "litellm.integrations.opentelemetry.OpenTelemetry._init_otel_logger_on_litellm_proxy"
-    )
-    @pytest.mark.asyncio
-    async def test_levo_logger_health_check_healthy(self, mock_init_proxy):
-        """Test health check returns healthy status when config is valid."""
-        # Mock the proxy initialization to avoid importing proxy code
-        mock_init_proxy.return_value = None
-
-        config = LevoLogger.get_levo_config()
-        otel_config = OpenTelemetryConfig(
-            exporter=config.protocol,
-            endpoint=config.endpoint,
-            headers=config.otlp_auth_headers,
-        )
-
-        # Create tracer provider with in-memory exporter
-        tracer_provider = TracerProvider()
-        tracer_provider.add_span_processor(SimpleSpanProcessor(InMemorySpanExporter()))
-
-        levo_logger = LevoLogger(
-            config=otel_config, callback_name="levo", tracer_provider=tracer_provider
-        )
-
-        # Run health check
-        result = await levo_logger.async_health_check()
-
-        self.assertEqual(result["status"], "healthy")
-        self.assertIn("message", result)
-
     @patch.dict("os.environ", {}, clear=True)
     def test_levo_logger_health_check_unhealthy(self):
         """Test health check returns unhealthy status when required vars are missing."""
diff --git a/tests/unit/integrations/litellm_agent/__init__.py b/tests/unit/integrations/litellm_agent/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/integrations/litellm_agent/test_litellm_agent_model_resolver.py b/tests/unit/integrations/litellm_agent/test_litellm_agent_model_resolver.py
similarity index 100%
rename from tests/test_litellm/integrations/litellm_agent/test_litellm_agent_model_resolver.py
rename to tests/unit/integrations/litellm_agent/test_litellm_agent_model_resolver.py
diff --git a/tests/unit/integrations/mavvrik_focus/__init__.py b/tests/unit/integrations/mavvrik_focus/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/integrations/mavvrik_focus/test_mavvrik_focus_logger.py b/tests/unit/integrations/mavvrik_focus/test_mavvrik_focus_logger.py
similarity index 100%
rename from tests/test_litellm/integrations/mavvrik_focus/test_mavvrik_focus_logger.py
rename to tests/unit/integrations/mavvrik_focus/test_mavvrik_focus_logger.py
diff --git a/tests/unit/integrations/opik/__init__.py b/tests/unit/integrations/opik/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/integrations/opik/test_opik_extractors.py b/tests/unit/integrations/opik/test_opik_extractors.py
similarity index 100%
rename from tests/test_litellm/integrations/opik/test_opik_extractors.py
rename to tests/unit/integrations/opik/test_opik_extractors.py
diff --git a/tests/unit/integrations/pointfive/__init__.py b/tests/unit/integrations/pointfive/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/integrations/pointfive/test_logger.py b/tests/unit/integrations/pointfive/test_logger.py
similarity index 100%
rename from tests/test_litellm/integrations/pointfive/test_logger.py
rename to tests/unit/integrations/pointfive/test_logger.py
diff --git a/tests/test_litellm/integrations/pointfive/test_payload.py b/tests/unit/integrations/pointfive/test_payload.py
similarity index 100%
rename from tests/test_litellm/integrations/pointfive/test_payload.py
rename to tests/unit/integrations/pointfive/test_payload.py
diff --git a/tests/test_litellm/integrations/pointfive/test_upload_client.py b/tests/unit/integrations/pointfive/test_upload_client.py
similarity index 100%
rename from tests/test_litellm/integrations/pointfive/test_upload_client.py
rename to tests/unit/integrations/pointfive/test_upload_client.py
diff --git a/tests/unit/integrations/vector_store_integrations/__init__.py b/tests/unit/integrations/vector_store_integrations/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/integrations/vector_store_integrations/test_vector_store_pre_call_hook.py b/tests/unit/integrations/vector_store_integrations/test_vector_store_pre_call_hook.py
similarity index 100%
rename from tests/test_litellm/integrations/vector_store_integrations/test_vector_store_pre_call_hook.py
rename to tests/unit/integrations/vector_store_integrations/test_vector_store_pre_call_hook.py
diff --git a/tests/unit/litellm_core_utils/__init__.py b/tests/unit/litellm_core_utils/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/litellm_core_utils/audio_utils/__init__.py b/tests/unit/litellm_core_utils/audio_utils/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/litellm_core_utils/audio_utils/test_subtitle_utils.py b/tests/unit/litellm_core_utils/audio_utils/test_subtitle_utils.py
similarity index 100%
rename from tests/test_litellm/litellm_core_utils/audio_utils/test_subtitle_utils.py
rename to tests/unit/litellm_core_utils/audio_utils/test_subtitle_utils.py
diff --git a/tests/unit/litellm_core_utils/llm_response_utils/__init__.py b/tests/unit/litellm_core_utils/llm_response_utils/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/litellm_core_utils/llm_response_utils/test_convert_dict_to_response.py b/tests/unit/litellm_core_utils/llm_response_utils/test_convert_dict_to_response.py
similarity index 100%
rename from tests/test_litellm/litellm_core_utils/llm_response_utils/test_convert_dict_to_response.py
rename to tests/unit/litellm_core_utils/llm_response_utils/test_convert_dict_to_response.py
diff --git a/tests/test_litellm/litellm_core_utils/llm_response_utils/test_convert_to_streaming_response.py b/tests/unit/litellm_core_utils/llm_response_utils/test_convert_to_streaming_response.py
similarity index 100%
rename from tests/test_litellm/litellm_core_utils/llm_response_utils/test_convert_to_streaming_response.py
rename to tests/unit/litellm_core_utils/llm_response_utils/test_convert_to_streaming_response.py
diff --git a/tests/test_litellm/litellm_core_utils/llm_response_utils/test_get_formatted_prompt.py b/tests/unit/litellm_core_utils/llm_response_utils/test_get_formatted_prompt.py
similarity index 100%
rename from tests/test_litellm/litellm_core_utils/llm_response_utils/test_get_formatted_prompt.py
rename to tests/unit/litellm_core_utils/llm_response_utils/test_get_formatted_prompt.py
diff --git a/tests/test_litellm/litellm_core_utils/llm_response_utils/test_response_metadata.py b/tests/unit/litellm_core_utils/llm_response_utils/test_response_metadata.py
similarity index 100%
rename from tests/test_litellm/litellm_core_utils/llm_response_utils/test_response_metadata.py
rename to tests/unit/litellm_core_utils/llm_response_utils/test_response_metadata.py
diff --git a/tests/unit/llms/__init__.py b/tests/unit/llms/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/a2a/__init__.py b/tests/unit/llms/a2a/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/a2a/chat/__init__.py b/tests/unit/llms/a2a/chat/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/a2a/chat/guardrail_translation/__init__.py b/tests/unit/llms/a2a/chat/guardrail_translation/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/a2a/chat/guardrail_translation/test_a2a_guardrail_handler.py b/tests/unit/llms/a2a/chat/guardrail_translation/test_a2a_guardrail_handler.py
similarity index 100%
rename from tests/test_litellm/llms/a2a/chat/guardrail_translation/test_a2a_guardrail_handler.py
rename to tests/unit/llms/a2a/chat/guardrail_translation/test_a2a_guardrail_handler.py
diff --git a/tests/test_litellm/llms/a2a/chat/test_a2a_chat_streaming_iterator.py b/tests/unit/llms/a2a/chat/test_a2a_chat_streaming_iterator.py
similarity index 100%
rename from tests/test_litellm/llms/a2a/chat/test_a2a_chat_streaming_iterator.py
rename to tests/unit/llms/a2a/chat/test_a2a_chat_streaming_iterator.py
diff --git a/tests/test_litellm/llms/a2a/chat/test_a2a_chat_transformation.py b/tests/unit/llms/a2a/chat/test_a2a_chat_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/a2a/chat/test_a2a_chat_transformation.py
rename to tests/unit/llms/a2a/chat/test_a2a_chat_transformation.py
diff --git a/tests/test_litellm/llms/a2a/test_common_utils.py b/tests/unit/llms/a2a/test_common_utils.py
similarity index 100%
rename from tests/test_litellm/llms/a2a/test_common_utils.py
rename to tests/unit/llms/a2a/test_common_utils.py
diff --git a/tests/unit/llms/anthropic/__init__.py b/tests/unit/llms/anthropic/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/anthropic/batches/__init__.py b/tests/unit/llms/anthropic/batches/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/anthropic/batches/test_handler.py b/tests/unit/llms/anthropic/batches/test_handler.py
similarity index 100%
rename from tests/test_litellm/llms/anthropic/batches/test_handler.py
rename to tests/unit/llms/anthropic/batches/test_handler.py
diff --git a/tests/test_litellm/llms/anthropic/batches/test_transformation.py b/tests/unit/llms/anthropic/batches/test_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/anthropic/batches/test_transformation.py
rename to tests/unit/llms/anthropic/batches/test_transformation.py
diff --git a/tests/unit/llms/anthropic/experimental_pass_through/__init__.py b/tests/unit/llms/anthropic/experimental_pass_through/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/anthropic/experimental_pass_through/test_reasoning_effort_fields.py b/tests/unit/llms/anthropic/experimental_pass_through/test_reasoning_effort_fields.py
similarity index 100%
rename from tests/test_litellm/llms/anthropic/experimental_pass_through/test_reasoning_effort_fields.py
rename to tests/unit/llms/anthropic/experimental_pass_through/test_reasoning_effort_fields.py
diff --git a/tests/unit/llms/anthropic/files/__init__.py b/tests/unit/llms/anthropic/files/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/anthropic/files/test_anthropic_files_transformation.py b/tests/unit/llms/anthropic/files/test_anthropic_files_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/anthropic/files/test_anthropic_files_transformation.py
rename to tests/unit/llms/anthropic/files/test_anthropic_files_transformation.py
diff --git a/tests/unit/llms/anthropic/messages/__init__.py b/tests/unit/llms/anthropic/messages/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/anthropic/messages/test_advisor_orchestration.py b/tests/unit/llms/anthropic/messages/test_advisor_orchestration.py
similarity index 100%
rename from tests/test_litellm/llms/anthropic/messages/test_advisor_orchestration.py
rename to tests/unit/llms/anthropic/messages/test_advisor_orchestration.py
diff --git a/tests/unit/llms/apiserpent/__init__.py b/tests/unit/llms/apiserpent/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/apiserpent/test_apiserpent_search.py b/tests/unit/llms/apiserpent/test_apiserpent_search.py
similarity index 100%
rename from tests/test_litellm/llms/apiserpent/test_apiserpent_search.py
rename to tests/unit/llms/apiserpent/test_apiserpent_search.py
diff --git a/tests/unit/llms/azure/__init__.py b/tests/unit/llms/azure/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/azure/image_edit/__init__.py b/tests/unit/llms/azure/image_edit/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/azure/image_edit/test_azure_image_edit_transformation.py b/tests/unit/llms/azure/image_edit/test_azure_image_edit_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/azure/image_edit/test_azure_image_edit_transformation.py
rename to tests/unit/llms/azure/image_edit/test_azure_image_edit_transformation.py
diff --git a/tests/unit/llms/azure/image_generation/__init__.py b/tests/unit/llms/azure/image_generation/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/azure/image_generation/test_azure_image_generation_init.py b/tests/unit/llms/azure/image_generation/test_azure_image_generation_init.py
similarity index 91%
rename from tests/test_litellm/llms/azure/image_generation/test_azure_image_generation_init.py
rename to tests/unit/llms/azure/image_generation/test_azure_image_generation_init.py
index cfde1760389..eabd5c8427d 100644
--- a/tests/test_litellm/llms/azure/image_generation/test_azure_image_generation_init.py
+++ b/tests/unit/llms/azure/image_generation/test_azure_image_generation_init.py
@@ -133,88 +133,6 @@ def test_azure_image_generation_flattens_extra_body():
     assert data["size"] == "1024x1024"
 
 
-def test_azure_image_generation_creates_token_provider_from_credentials():
-    """
-    Test that azure_ad_token_provider is created from tenant_id, client_id, client_secret.
-
-    This test verifies the fix in images/main.py where we now create the
-    azure_ad_token_provider from credentials in litellm_params if it's not already provided.
-    """
-    # Simulate the fix in images/main.py
-    litellm_params_dict = {
-        "tenant_id": "test-tenant-id",
-        "client_id": "test-client-id",
-        "client_secret": "test-client-secret",
-        "azure_scope": None,
-    }
-
-    azure_ad_token_provider = None
-
-    # This is the logic we added in images/main.py
-    if azure_ad_token_provider is None:
-        tenant_id = litellm_params_dict.get("tenant_id")
-        client_id = litellm_params_dict.get("client_id")
-        client_secret = litellm_params_dict.get("client_secret")
-        azure_scope = (
-            litellm_params_dict.get("azure_scope")
-            or "https://cognitiveservices.azure.com/.default"
-        )
-
-        # Verify the credentials are extracted correctly
-        assert tenant_id == "test-tenant-id"
-        assert client_id == "test-client-id"
-        assert client_secret == "test-client-secret"
-        assert azure_scope == "https://cognitiveservices.azure.com/.default"
-
-        # Verify the condition to create token provider is met
-        assert (
-            tenant_id and client_id and client_secret
-        ), "Credentials should be present to create token provider"
-
-
-def test_azure_image_generation_headers_without_api_key():
-    """
-    Test that when api_key is None, the api-key header is not added to headers.
-
-    This prevents the httpx TypeError: "Header value must be str or bytes, not <class 'NoneType'>"
-    that was occurring when api_key was None and being set in headers.
-
-    This is a unit test for the fix in images/main.py where we now check:
-    if api_key is not None:
-        default_headers["api-key"] = api_key
-    """
-    from litellm.images.main import image_generation
-
-    # Test the header building logic directly
-    api_key = None
-
-    default_headers = {
-        "Content-Type": "application/json",
-    }
-
-    # This is the fix: only add api-key if it's not None
-    if api_key is not None:
-        default_headers["api-key"] = api_key
-
-    # Verify api-key is not in headers when api_key is None
-    assert "api-key" not in default_headers
-
-    # Verify Content-Type is still there
-    assert default_headers["Content-Type"] == "application/json"
-
-    # Test with a valid api_key
-    api_key = "valid-key-123"
-    default_headers_with_key = {
-        "Content-Type": "application/json",
-    }
-    if api_key is not None:
-        default_headers_with_key["api-key"] = api_key
-
-    # Verify api-key is added when api_key is valid
-    assert "api-key" in default_headers_with_key
-    assert default_headers_with_key["api-key"] == "valid-key-123"
-
-
 def test_azure_image_generation_drop_params_response_format():
     """
     Test that unsupported params like response_format are dropped when drop_params=True.
diff --git a/tests/unit/llms/azure/passthrough/__init__.py b/tests/unit/llms/azure/passthrough/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/azure/passthrough/test_azure_passthrough_transformation.py b/tests/unit/llms/azure/passthrough/test_azure_passthrough_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/azure/passthrough/test_azure_passthrough_transformation.py
rename to tests/unit/llms/azure/passthrough/test_azure_passthrough_transformation.py
diff --git a/tests/unit/llms/azure/realtime/__init__.py b/tests/unit/llms/azure/realtime/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/azure/realtime/test_azure_realtime_handler.py b/tests/unit/llms/azure/realtime/test_azure_realtime_handler.py
similarity index 94%
rename from tests/test_litellm/llms/azure/realtime/test_azure_realtime_handler.py
rename to tests/unit/llms/azure/realtime/test_azure_realtime_handler.py
index 7d24e604569..73f43ec8d8a 100644
--- a/tests/test_litellm/llms/azure/realtime/test_azure_realtime_handler.py
+++ b/tests/unit/llms/azure/realtime/test_azure_realtime_handler.py
@@ -426,41 +426,6 @@ async def test_async_realtime_beta_without_api_version_raises():
         )
 
 
-@pytest.mark.asyncio
-async def test_realtime_protocol_env_var_fallback():
-    """
-    Test that LITELLM_AZURE_REALTIME_PROTOCOL env var is used as fallback.
-    Fixes #22127: no way to set realtime_protocol from config.
-    """
-    from litellm.realtime_api.main import _arealtime
-    from litellm.types.router import GenericLiteLLMParams
-
-    with patch.dict(os.environ, {"LITELLM_AZURE_REALTIME_PROTOCOL": "v1"}):
-        # Create a GenericLiteLLMParams without realtime_protocol
-        litellm_params = GenericLiteLLMParams()
-        # The env var should be picked up as fallback
-        realtime_protocol = (
-            {}.get("realtime_protocol")
-            or litellm_params.get("realtime_protocol")
-            or os.environ.get("LITELLM_AZURE_REALTIME_PROTOCOL")
-            or "beta"
-        )
-        assert realtime_protocol == "v1"
-
-
-@pytest.mark.asyncio
-async def test_realtime_protocol_from_litellm_params():
-    """
-    Test that realtime_protocol is read from litellm_params (config.yaml extra field).
-    Fixes #22127: realtime_protocol in litellm_params was not used.
-    """
-    from litellm.types.router import GenericLiteLLMParams
-
-    # Simulate config.yaml with realtime_protocol as an extra field
-    litellm_params = GenericLiteLLMParams(realtime_protocol="GA")
-    assert litellm_params.get("realtime_protocol") == "GA"
-
-
 @pytest.mark.asyncio
 async def test_arealtime_transcription_intent_defaults_to_ga(monkeypatch):
     """
@@ -742,7 +707,7 @@ async def test_realtime_health_check_uses_bearer_token_when_no_api_key(monkeypat
 
 
 @pytest.mark.asyncio
-async def test_arealtime_forwards_deployment_azure_ad_token(monkeypatch):
+async def test_arealtime_forwards_deployment_azure_ad_token(monkeypatch, no_ambient_azure_credentials):
     """
     The router binds a deployment's `azure_ad_token` to `_arealtime`'s named parameter rather than
     **kwargs, so it must still reach the handler.
diff --git a/tests/unit/llms/azure/response/__init__.py b/tests/unit/llms/azure/response/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/azure/response/test_azure_transformation.py b/tests/unit/llms/azure/response/test_azure_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/azure/response/test_azure_transformation.py
rename to tests/unit/llms/azure/response/test_azure_transformation.py
diff --git a/tests/unit/llms/azure/search/__init__.py b/tests/unit/llms/azure/search/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/azure/search/foundry_responses_web_search_fixture.json b/tests/unit/llms/azure/search/foundry_responses_web_search_fixture.json
similarity index 100%
rename from tests/test_litellm/llms/azure/search/foundry_responses_web_search_fixture.json
rename to tests/unit/llms/azure/search/foundry_responses_web_search_fixture.json
diff --git a/tests/test_litellm/llms/azure/search/test_bing_grounding_search_transformation.py b/tests/unit/llms/azure/search/test_bing_grounding_search_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/azure/search/test_bing_grounding_search_transformation.py
rename to tests/unit/llms/azure/search/test_bing_grounding_search_transformation.py
diff --git a/tests/unit/llms/azure/text_to_speech/__init__.py b/tests/unit/llms/azure/text_to_speech/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/azure/text_to_speech/test_azure_tts_transformation.py b/tests/unit/llms/azure/text_to_speech/test_azure_tts_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/azure/text_to_speech/test_azure_tts_transformation.py
rename to tests/unit/llms/azure/text_to_speech/test_azure_tts_transformation.py
diff --git a/tests/unit/llms/azure/vector_stores/__init__.py b/tests/unit/llms/azure/vector_stores/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/azure/vector_stores/test_azure_vector_stores_transformation.py b/tests/unit/llms/azure/vector_stores/test_azure_vector_stores_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/azure/vector_stores/test_azure_vector_stores_transformation.py
rename to tests/unit/llms/azure/vector_stores/test_azure_vector_stores_transformation.py
diff --git a/tests/unit/llms/azure_ai/__init__.py b/tests/unit/llms/azure_ai/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/azure_ai/chat/__init__.py b/tests/unit/llms/azure_ai/chat/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/azure_ai/chat/test_azure_ai_transformation.py b/tests/unit/llms/azure_ai/chat/test_azure_ai_transformation.py
similarity index 97%
rename from tests/test_litellm/llms/azure_ai/chat/test_azure_ai_transformation.py
rename to tests/unit/llms/azure_ai/chat/test_azure_ai_transformation.py
index f8cc0b5071e..e4a33d5772c 100644
--- a/tests/test_litellm/llms/azure_ai/chat/test_azure_ai_transformation.py
+++ b/tests/unit/llms/azure_ai/chat/test_azure_ai_transformation.py
@@ -352,21 +352,6 @@ def test_azure_model_router_stamps_selected_model_on_hidden_params():
     )
 
 
-def test_azure_model_router_stamp_does_not_leak_across_responses():
-    """
-    ModelResponse declares _hidden_params as a class-level dict, so the stamp has to be written
-    as a fresh dict. Mutating in place would bleed the selected model into unrelated responses.
-    """
-    from litellm.llms.azure_ai.common_utils import (
-        AZURE_MODEL_ROUTER_SELECTED_MODEL_KEY,
-    )
-    from litellm.types.utils import ModelResponse
-
-    untouched = ModelResponse()
-
-    assert AZURE_MODEL_ROUTER_SELECTED_MODEL_KEY not in (untouched._hidden_params or {})
-
-
 def test_drop_tool_level_extra_fields_strips_copilot_mcp_server_name():
     """
     Regression test: Azure AI returns 400 when tools contain copilot_mcp_server_name.
diff --git a/tests/unit/llms/azure_ai/embed/__init__.py b/tests/unit/llms/azure_ai/embed/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/azure_ai/embed/test_azure_ai_embed_handler.py b/tests/unit/llms/azure_ai/embed/test_azure_ai_embed_handler.py
similarity index 100%
rename from tests/test_litellm/llms/azure_ai/embed/test_azure_ai_embed_handler.py
rename to tests/unit/llms/azure_ai/embed/test_azure_ai_embed_handler.py
diff --git a/tests/unit/llms/azure_ai/image_edit/__init__.py b/tests/unit/llms/azure_ai/image_edit/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/azure_ai/image_edit/test_azure_ai_image_edit_transformation.py b/tests/unit/llms/azure_ai/image_edit/test_azure_ai_image_edit_transformation.py
similarity index 98%
rename from tests/test_litellm/llms/azure_ai/image_edit/test_azure_ai_image_edit_transformation.py
rename to tests/unit/llms/azure_ai/image_edit/test_azure_ai_image_edit_transformation.py
index 39001c1795b..51ba2c34cd7 100644
--- a/tests/test_litellm/llms/azure_ai/image_edit/test_azure_ai_image_edit_transformation.py
+++ b/tests/unit/llms/azure_ai/image_edit/test_azure_ai_image_edit_transformation.py
@@ -41,7 +41,7 @@ def test_azure_ai_url_generation():
     assert complete_url == expected_url
 
 
-def test_azure_ai_validate_environment_with_entra_token(monkeypatch):
+def test_azure_ai_validate_environment_with_entra_token(monkeypatch, no_ambient_azure_credentials):
     monkeypatch.delenv("AZURE_AI_API_KEY", raising=False)
     monkeypatch.setattr(litellm, "api_key", None)
     config = AzureFoundryFluxImageEditConfig()
@@ -55,7 +55,7 @@ def test_azure_ai_validate_environment_with_entra_token(monkeypatch):
     assert headers == {"Authorization": "Bearer entra-token"}
 
 
-def test_flux2_validate_environment_with_entra_token(monkeypatch):
+def test_flux2_validate_environment_with_entra_token(monkeypatch, no_ambient_azure_credentials):
     monkeypatch.delenv("AZURE_AI_API_KEY", raising=False)
     monkeypatch.setattr(litellm, "api_key", None)
     config = AzureFoundryFlux2ImageEditConfig()
diff --git a/tests/test_litellm/llms/azure_ai/image_edit/test_mai_image_edit_transformation.py b/tests/unit/llms/azure_ai/image_edit/test_mai_image_edit_transformation.py
similarity index 98%
rename from tests/test_litellm/llms/azure_ai/image_edit/test_mai_image_edit_transformation.py
rename to tests/unit/llms/azure_ai/image_edit/test_mai_image_edit_transformation.py
index 75e046825a3..2d6f0083194 100644
--- a/tests/test_litellm/llms/azure_ai/image_edit/test_mai_image_edit_transformation.py
+++ b/tests/unit/llms/azure_ai/image_edit/test_mai_image_edit_transformation.py
@@ -174,7 +174,7 @@ class TestAzureMAIImageEdit:
         assert image_response.usage.total_tokens == 1024
 
 
-def test_mai_validate_environment_with_entra_token(monkeypatch):
+def test_mai_validate_environment_with_entra_token(monkeypatch, no_ambient_azure_credentials):
     monkeypatch.delenv("AZURE_AI_API_KEY", raising=False)
     monkeypatch.setattr(litellm, "api_key", None)
 
diff --git a/tests/unit/llms/azure_ai/ocr/__init__.py b/tests/unit/llms/azure_ai/ocr/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/azure_ai/ocr/test_azure_ai_cohere_parse_transformation.py b/tests/unit/llms/azure_ai/ocr/test_azure_ai_cohere_parse_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/azure_ai/ocr/test_azure_ai_cohere_parse_transformation.py
rename to tests/unit/llms/azure_ai/ocr/test_azure_ai_cohere_parse_transformation.py
diff --git a/tests/unit/llms/azure_ai/passthrough/__init__.py b/tests/unit/llms/azure_ai/passthrough/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/azure_ai/passthrough/test_azure_ai_passthrough_transformation.py b/tests/unit/llms/azure_ai/passthrough/test_azure_ai_passthrough_transformation.py
similarity index 99%
rename from tests/test_litellm/llms/azure_ai/passthrough/test_azure_ai_passthrough_transformation.py
rename to tests/unit/llms/azure_ai/passthrough/test_azure_ai_passthrough_transformation.py
index f00698a6624..f9fd9681db8 100644
--- a/tests/test_litellm/llms/azure_ai/passthrough/test_azure_ai_passthrough_transformation.py
+++ b/tests/unit/llms/azure_ai/passthrough/test_azure_ai_passthrough_transformation.py
@@ -256,13 +256,13 @@ def test_serverless_host_gets_a_bearer_token():
     assert "api-key" not in headers
 
 
-def test_entra_token_is_used_when_the_deployment_has_no_api_key():
+def test_entra_token_is_used_when_the_deployment_has_no_api_key(no_ambient_azure_credentials):
     headers = _auth_headers(api_key=None, api_base=FOUNDRY_BASE, litellm_params={"azure_ad_token": "entra-token"})
 
     assert headers["Authorization"] == "Bearer entra-token"
 
 
-def test_no_credentials_at_all_raises():
+def test_no_credentials_at_all_raises(no_ambient_azure_credentials):
     with pytest.raises(ValueError, match="Missing Azure AI credentials"):
         _auth_headers(api_key=None, api_base=FOUNDRY_BASE)
 
diff --git a/tests/unit/llms/azure_ai/rerank/__init__.py b/tests/unit/llms/azure_ai/rerank/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/azure_ai/rerank/test_azure_ai_rerank_transformation.py b/tests/unit/llms/azure_ai/rerank/test_azure_ai_rerank_transformation.py
similarity index 97%
rename from tests/test_litellm/llms/azure_ai/rerank/test_azure_ai_rerank_transformation.py
rename to tests/unit/llms/azure_ai/rerank/test_azure_ai_rerank_transformation.py
index 91bf665f18d..3de27199e2e 100644
--- a/tests/test_litellm/llms/azure_ai/rerank/test_azure_ai_rerank_transformation.py
+++ b/tests/unit/llms/azure_ai/rerank/test_azure_ai_rerank_transformation.py
@@ -105,7 +105,7 @@ class TestAzureAIRerankConfigValidateEnvironment:
 
         assert headers["Authorization"] == "Bearer my-key"
 
-    def test_falls_back_to_entra_token(self, monkeypatch):
+    def test_falls_back_to_entra_token(self, monkeypatch, no_ambient_azure_credentials):
         monkeypatch.delenv("AZURE_AI_API_KEY", raising=False)
         monkeypatch.setattr(litellm, "azure_key", None)
 
diff --git a/tests/unit/llms/azure_ai/responses/__init__.py b/tests/unit/llms/azure_ai/responses/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/azure_ai/responses/test_azure_ai_responses_transformation.py b/tests/unit/llms/azure_ai/responses/test_azure_ai_responses_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/azure_ai/responses/test_azure_ai_responses_transformation.py
rename to tests/unit/llms/azure_ai/responses/test_azure_ai_responses_transformation.py
diff --git a/tests/unit/llms/base_llm/__init__.py b/tests/unit/llms/base_llm/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/base_llm/batches/__init__.py b/tests/unit/llms/base_llm/batches/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/base_llm/batches/test_transformation.py b/tests/unit/llms/base_llm/batches/test_transformation.py
similarity index 92%
rename from tests/test_litellm/llms/base_llm/batches/test_transformation.py
rename to tests/unit/llms/base_llm/batches/test_transformation.py
index d84c820228f..0c360ce2ed9 100644
--- a/tests/test_litellm/llms/base_llm/batches/test_transformation.py
+++ b/tests/unit/llms/base_llm/batches/test_transformation.py
@@ -129,22 +129,6 @@ def test_subclass_missing_any_abstract_member_cannot_instantiate(missing_member)
         Incomplete()
 
 
-def test_concrete_instance_methods_run():
-    """Sanity: the trivial overrides actually execute through the base contract."""
-    instance = _ConcreteBatchesConfig()
-    assert instance.custom_llm_provider == LlmProviders.OPENAI
-    assert instance.validate_environment(
-        headers={"x": "1"},
-        model="m",
-        messages=[],
-        optional_params={},
-        litellm_params={},
-    ) == {"x": "1"}
-    assert instance.transform_retrieve_batch_request(
-        batch_id="b-1", optional_params={}, litellm_params={}
-    ) == {"batch_id": "b-1"}
-
-
 # =========================================================================== #
 # get_config()
 # =========================================================================== #
diff --git a/tests/unit/llms/base_llm/realtime/__init__.py b/tests/unit/llms/base_llm/realtime/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/base_llm/realtime/test_transcription_protocol.py b/tests/unit/llms/base_llm/realtime/test_transcription_protocol.py
similarity index 100%
rename from tests/test_litellm/llms/base_llm/realtime/test_transcription_protocol.py
rename to tests/unit/llms/base_llm/realtime/test_transcription_protocol.py
diff --git a/tests/unit/llms/baseten/__init__.py b/tests/unit/llms/baseten/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/baseten/chat/__init__.py b/tests/unit/llms/baseten/chat/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/baseten/chat/test_baseten_completions.py b/tests/unit/llms/baseten/chat/test_baseten_completions.py
similarity index 100%
rename from tests/test_litellm/llms/baseten/chat/test_baseten_completions.py
rename to tests/unit/llms/baseten/chat/test_baseten_completions.py
diff --git a/tests/unit/llms/bedrock/__init__.py b/tests/unit/llms/bedrock/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/bedrock/chat/__init__.py b/tests/unit/llms/bedrock/chat/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/bedrock/chat/agentcore/__init__.py b/tests/unit/llms/bedrock/chat/agentcore/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/bedrock/chat/agentcore/test_agentcore_transformation.py b/tests/unit/llms/bedrock/chat/agentcore/test_agentcore_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/bedrock/chat/agentcore/test_agentcore_transformation.py
rename to tests/unit/llms/bedrock/chat/agentcore/test_agentcore_transformation.py
diff --git a/tests/unit/llms/bedrock/chat/invoke_transformations/__init__.py b/tests/unit/llms/bedrock/chat/invoke_transformations/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/bedrock/chat/invoke_transformations/test_amazon_moonshot_transformation.py b/tests/unit/llms/bedrock/chat/invoke_transformations/test_amazon_moonshot_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/bedrock/chat/invoke_transformations/test_amazon_moonshot_transformation.py
rename to tests/unit/llms/bedrock/chat/invoke_transformations/test_amazon_moonshot_transformation.py
diff --git a/tests/test_litellm/llms/bedrock/chat/invoke_transformations/test_amazon_nova_transformation.py b/tests/unit/llms/bedrock/chat/invoke_transformations/test_amazon_nova_transformation.py
similarity index 85%
rename from tests/test_litellm/llms/bedrock/chat/invoke_transformations/test_amazon_nova_transformation.py
rename to tests/unit/llms/bedrock/chat/invoke_transformations/test_amazon_nova_transformation.py
index 6c370344ae7..f0f0f9160fb 100644
--- a/tests/test_litellm/llms/bedrock/chat/invoke_transformations/test_amazon_nova_transformation.py
+++ b/tests/unit/llms/bedrock/chat/invoke_transformations/test_amazon_nova_transformation.py
@@ -1,5 +1,8 @@
 import json
 
+import pytest
+
+import litellm
 from litellm.llms.bedrock.chat.invoke_transformations.amazon_nova_transformation import (
     AmazonInvokeNovaConfig,
 )
@@ -13,6 +16,25 @@ TOOL_CALL = {"id": "call_1", "type": "function", "function": {"name": "f", "argu
 PNG_DATA_URL = "data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNkYPhfDwAChwGA60e6kgAAAABJRU5ErkJggg=="
 
 
+@pytest.fixture
+def local_model_cost_map(monkeypatch):
+    """Force the bundled in-repo cost map so capability and pricing assertions do not
+    depend on the network-fetched ``main`` copy, which lags this branch until merge.
+
+    ``get_model_info`` is lru_cached, so swapping ``model_cost`` is not enough on its
+    own; clear on the way in and out so entries warmed against either map never leak
+    across tests."""
+    original_model_cost = litellm.model_cost
+    monkeypatch.setenv("LITELLM_LOCAL_MODEL_COST_MAP", "True")
+    litellm.model_cost = litellm.get_model_cost_map(url="")
+    litellm.get_model_info.cache_clear()
+    try:
+        yield
+    finally:
+        litellm.model_cost = original_model_cost
+        litellm.get_model_info.cache_clear()
+
+
 def _transform_request(messages, optional_params, litellm_params=None):
     return AmazonInvokeNovaConfig().transform_request(
         model=MODEL,
diff --git a/tests/test_litellm/llms/bedrock/chat/invoke_transformations/test_amazon_qwen2_transformation.py b/tests/unit/llms/bedrock/chat/invoke_transformations/test_amazon_qwen2_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/bedrock/chat/invoke_transformations/test_amazon_qwen2_transformation.py
rename to tests/unit/llms/bedrock/chat/invoke_transformations/test_amazon_qwen2_transformation.py
diff --git a/tests/test_litellm/llms/bedrock/chat/invoke_transformations/test_amazon_qwen3_transformation.py b/tests/unit/llms/bedrock/chat/invoke_transformations/test_amazon_qwen3_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/bedrock/chat/invoke_transformations/test_amazon_qwen3_transformation.py
rename to tests/unit/llms/bedrock/chat/invoke_transformations/test_amazon_qwen3_transformation.py
diff --git a/tests/test_litellm/llms/bedrock/chat/invoke_transformations/test_base_invoke_transformation.py b/tests/unit/llms/bedrock/chat/invoke_transformations/test_base_invoke_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/bedrock/chat/invoke_transformations/test_base_invoke_transformation.py
rename to tests/unit/llms/bedrock/chat/invoke_transformations/test_base_invoke_transformation.py
diff --git a/tests/test_litellm/llms/bedrock/chat/invoke_transformations/test_bedrock_chat_invoke_transformations_anthropic_claude3_transformation.py b/tests/unit/llms/bedrock/chat/invoke_transformations/test_bedrock_chat_invoke_transformations_anthropic_claude3_transformation.py
similarity index 92%
rename from tests/test_litellm/llms/bedrock/chat/invoke_transformations/test_bedrock_chat_invoke_transformations_anthropic_claude3_transformation.py
rename to tests/unit/llms/bedrock/chat/invoke_transformations/test_bedrock_chat_invoke_transformations_anthropic_claude3_transformation.py
index 84db0733227..cf2fd78a896 100644
--- a/tests/test_litellm/llms/bedrock/chat/invoke_transformations/test_bedrock_chat_invoke_transformations_anthropic_claude3_transformation.py
+++ b/tests/unit/llms/bedrock/chat/invoke_transformations/test_bedrock_chat_invoke_transformations_anthropic_claude3_transformation.py
@@ -1,6 +1,8 @@
 import asyncio
+import base64
 import json
 import uuid
+from types import SimpleNamespace
 from typing import Final
 from unittest.mock import patch
 
@@ -17,6 +19,77 @@ from litellm.llms.bedrock.chat.invoke_transformations.anthropic_claude3_transfor
 from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler
 
 
+ONE_PIXEL_PNG = base64.b64decode(
+    "iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNkYPhfDwAChwGA60e6kgAAAABJRU5ErkJggg=="
+)
+
+
+@pytest.fixture
+def async_only_image_fetch(monkeypatch):
+    from litellm.litellm_core_utils.prompt_templates import factory, image_handling
+    from litellm.llms.gemini.chat import transformation as gemini_chat_transformation
+
+    fetch = SimpleNamespace(
+        fetched=[],
+        base64_png=base64.b64encode(ONE_PIXEL_PNG).decode(),
+        data_url="data:image/png;base64," + base64.b64encode(ONE_PIXEL_PNG).decode(),
+    )
+
+    def forbid_sync_fetch(client, url, **kwargs):
+        raise litellm.ImageFetchError(f"sync image fetch ran on the event loop: {url}")
+
+    async def serve_png(client, url, **kwargs):
+        fetch.fetched.append(url)
+        return httpx.Response(
+            200,
+            content=ONE_PIXEL_PNG,
+            headers={"content-type": "image/png"},
+            request=httpx.Request("GET", url),
+        )
+
+    def forbid_sync_convert(url, *args, **kwargs):
+        if url.startswith(("http://", "https://")):
+            raise litellm.ImageFetchError(f"sync convert_url_to_base64 ran on the request path: {url}")
+        return url
+
+    monkeypatch.setattr(image_handling, "safe_get", forbid_sync_fetch)
+    monkeypatch.setattr(image_handling, "async_safe_get", serve_png)
+    for module in (image_handling, factory, gemini_chat_transformation):
+        monkeypatch.setattr(module, "convert_url_to_base64", forbid_sync_convert)
+    return fetch
+
+
+@pytest.fixture
+def local_model_cost_map(monkeypatch):
+    """Force the bundled in-repo cost map so capability and pricing assertions do not
+    depend on the network-fetched ``main`` copy, which lags this branch until merge.
+
+    ``get_model_info`` is lru_cached, so swapping ``model_cost`` is not enough on its
+    own; clear on the way in and out so entries warmed against either map never leak
+    across tests."""
+    original_model_cost = litellm.model_cost
+    monkeypatch.setenv("LITELLM_LOCAL_MODEL_COST_MAP", "True")
+    litellm.model_cost = litellm.get_model_cost_map(url="")
+    litellm.get_model_info.cache_clear()
+    try:
+        yield
+    finally:
+        litellm.model_cost = original_model_cost
+        litellm.get_model_info.cache_clear()
+
+
+@pytest.fixture
+def local_beta_headers_config(monkeypatch):
+    """Pin the bundled ``anthropic_beta_headers_config.json`` so beta header assertions
+    do not depend on the network-fetched copy or on what earlier tests left cached."""
+    from litellm.anthropic_beta_headers_manager import reload_beta_headers_config
+
+    monkeypatch.setenv("LITELLM_LOCAL_ANTHROPIC_BETA_HEADERS", "True")
+    reload_beta_headers_config()
+    yield
+    reload_beta_headers_config()
+
+
 def test_get_supported_params_thinking():
     config = AmazonAnthropicClaudeConfig()
     params = config.get_supported_openai_params(
diff --git a/tests/test_litellm/llms/bedrock/chat/invoke_transformations/test_twelvelabs_pegasus_transformation.py b/tests/unit/llms/bedrock/chat/invoke_transformations/test_twelvelabs_pegasus_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/bedrock/chat/invoke_transformations/test_twelvelabs_pegasus_transformation.py
rename to tests/unit/llms/bedrock/chat/invoke_transformations/test_twelvelabs_pegasus_transformation.py
diff --git a/tests/unit/llms/bedrock/chat/mantle/__init__.py b/tests/unit/llms/bedrock/chat/mantle/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/bedrock/chat/mantle/test_bedrock_chat_mantle_transformation.py b/tests/unit/llms/bedrock/chat/mantle/test_bedrock_chat_mantle_transformation.py
similarity index 68%
rename from tests/test_litellm/llms/bedrock/chat/mantle/test_bedrock_chat_mantle_transformation.py
rename to tests/unit/llms/bedrock/chat/mantle/test_bedrock_chat_mantle_transformation.py
index a8448f5fa7a..cb892b1ea11 100644
--- a/tests/test_litellm/llms/bedrock/chat/mantle/test_bedrock_chat_mantle_transformation.py
+++ b/tests/unit/llms/bedrock/chat/mantle/test_bedrock_chat_mantle_transformation.py
@@ -1,12 +1,55 @@
+import base64
 import json
 import uuid
+from types import SimpleNamespace
 
 import httpx
+import pytest
 
 import litellm
 from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler
 
 
+ONE_PIXEL_PNG = base64.b64decode(
+    "iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAADUlEQVR42mNkYPhfDwAChwGA60e6kgAAAABJRU5ErkJggg=="
+)
+
+
+@pytest.fixture
+def async_only_image_fetch(monkeypatch):
+    from litellm.litellm_core_utils.prompt_templates import factory, image_handling
+    from litellm.llms.gemini.chat import transformation as gemini_chat_transformation
+
+    fetch = SimpleNamespace(
+        fetched=[],
+        base64_png=base64.b64encode(ONE_PIXEL_PNG).decode(),
+        data_url="data:image/png;base64," + base64.b64encode(ONE_PIXEL_PNG).decode(),
+    )
+
+    def forbid_sync_fetch(client, url, **kwargs):
+        raise litellm.ImageFetchError(f"sync image fetch ran on the event loop: {url}")
+
+    async def serve_png(client, url, **kwargs):
+        fetch.fetched.append(url)
+        return httpx.Response(
+            200,
+            content=ONE_PIXEL_PNG,
+            headers={"content-type": "image/png"},
+            request=httpx.Request("GET", url),
+        )
+
+    def forbid_sync_convert(url, *args, **kwargs):
+        if url.startswith(("http://", "https://")):
+            raise litellm.ImageFetchError(f"sync convert_url_to_base64 ran on the request path: {url}")
+        return url
+
+    monkeypatch.setattr(image_handling, "safe_get", forbid_sync_fetch)
+    monkeypatch.setattr(image_handling, "async_safe_get", serve_png)
+    for module in (image_handling, factory, gemini_chat_transformation):
+        monkeypatch.setattr(module, "convert_url_to_base64", forbid_sync_convert)
+    return fetch
+
+
 async def test_bedrock_mantle_claude_async_completion_inlines_remote_images_off_the_event_loop(async_only_image_fetch):
     image_url = f"http://img.example/{uuid.uuid4()}.png"
     captured = {}
diff --git a/tests/unit/llms/bedrock/count_tokens/__init__.py b/tests/unit/llms/bedrock/count_tokens/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/bedrock/count_tokens/test_bedrock_count_tokens_handler.py b/tests/unit/llms/bedrock/count_tokens/test_bedrock_count_tokens_handler.py
similarity index 100%
rename from tests/test_litellm/llms/bedrock/count_tokens/test_bedrock_count_tokens_handler.py
rename to tests/unit/llms/bedrock/count_tokens/test_bedrock_count_tokens_handler.py
diff --git a/tests/test_litellm/llms/bedrock/count_tokens/test_bedrock_count_tokens_transformation.py b/tests/unit/llms/bedrock/count_tokens/test_bedrock_count_tokens_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/bedrock/count_tokens/test_bedrock_count_tokens_transformation.py
rename to tests/unit/llms/bedrock/count_tokens/test_bedrock_count_tokens_transformation.py
diff --git a/tests/unit/llms/bedrock/files/__init__.py b/tests/unit/llms/bedrock/files/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/bedrock/files/expected_bedrock_batch_completions.jsonl b/tests/unit/llms/bedrock/files/expected_bedrock_batch_completions.jsonl
similarity index 100%
rename from tests/test_litellm/llms/bedrock/files/expected_bedrock_batch_completions.jsonl
rename to tests/unit/llms/bedrock/files/expected_bedrock_batch_completions.jsonl
diff --git a/tests/test_litellm/llms/bedrock/files/expected_bedrock_batch_embeddings.jsonl b/tests/unit/llms/bedrock/files/expected_bedrock_batch_embeddings.jsonl
similarity index 100%
rename from tests/test_litellm/llms/bedrock/files/expected_bedrock_batch_embeddings.jsonl
rename to tests/unit/llms/bedrock/files/expected_bedrock_batch_embeddings.jsonl
diff --git a/tests/test_litellm/llms/bedrock/files/input_batch_completions.jsonl b/tests/unit/llms/bedrock/files/input_batch_completions.jsonl
similarity index 100%
rename from tests/test_litellm/llms/bedrock/files/input_batch_completions.jsonl
rename to tests/unit/llms/bedrock/files/input_batch_completions.jsonl
diff --git a/tests/test_litellm/llms/bedrock/files/input_batch_embeddings.jsonl b/tests/unit/llms/bedrock/files/input_batch_embeddings.jsonl
similarity index 100%
rename from tests/test_litellm/llms/bedrock/files/input_batch_embeddings.jsonl
rename to tests/unit/llms/bedrock/files/input_batch_embeddings.jsonl
diff --git a/tests/test_litellm/llms/bedrock/files/test_bedrock_files_handler.py b/tests/unit/llms/bedrock/files/test_bedrock_files_handler.py
similarity index 100%
rename from tests/test_litellm/llms/bedrock/files/test_bedrock_files_handler.py
rename to tests/unit/llms/bedrock/files/test_bedrock_files_handler.py
diff --git a/tests/test_litellm/llms/bedrock/files/test_bedrock_files_transformation.py b/tests/unit/llms/bedrock/files/test_bedrock_files_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/bedrock/files/test_bedrock_files_transformation.py
rename to tests/unit/llms/bedrock/files/test_bedrock_files_transformation.py
diff --git a/tests/unit/llms/bedrock/image/__init__.py b/tests/unit/llms/bedrock/image/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/bedrock/image/test_amazon_nova_canvas_transformation.py b/tests/unit/llms/bedrock/image/test_amazon_nova_canvas_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/bedrock/image/test_amazon_nova_canvas_transformation.py
rename to tests/unit/llms/bedrock/image/test_amazon_nova_canvas_transformation.py
diff --git a/tests/test_litellm/llms/bedrock/image/test_amazon_stability3_transformation.py b/tests/unit/llms/bedrock/image/test_amazon_stability3_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/bedrock/image/test_amazon_stability3_transformation.py
rename to tests/unit/llms/bedrock/image/test_amazon_stability3_transformation.py
diff --git a/tests/unit/llms/bedrock/image/test_bedrock_image_bearer_token.py b/tests/unit/llms/bedrock/image/test_bedrock_image_bearer_token.py
new file mode 100644
index 00000000000..599507da03d
--- /dev/null
+++ b/tests/unit/llms/bedrock/image/test_bedrock_image_bearer_token.py
@@ -0,0 +1,21 @@
+from unittest.mock import Mock
+
+def test_image_generation_bearer_token_never_runs_the_sigv4_credential_chain(monkeypatch):
+    """The deployment's AWS profile does not exist, so resolving SigV4 credentials
+    raises; a bearer-token deployment must still sign the request with the
+    bearer token alone."""
+    from litellm.llms.bedrock.image_generation.image_handler import BedrockImageGeneration
+
+    monkeypatch.setenv("AWS_BEARER_TOKEN_BEDROCK", "env-bearer-token-12345")
+
+    request = BedrockImageGeneration()._prepare_request(
+        model="amazon.nova-canvas-v1:0",
+        prompt="A cute baby sea otter",
+        optional_params={"aws_region_name": "us-west-2", "aws_profile_name": "litellm-no-such-aws-profile"},
+        api_base=None,
+        extra_headers=None,
+        api_key=None,
+        logging_obj=Mock(),
+    )
+
+    assert request.prepped.headers["Authorization"] == "Bearer env-bearer-token-12345"
diff --git a/tests/test_litellm/llms/bedrock/image/test_bedrock_image_prepare_request.py b/tests/unit/llms/bedrock/image/test_bedrock_image_prepare_request.py
similarity index 88%
rename from tests/test_litellm/llms/bedrock/image/test_bedrock_image_prepare_request.py
rename to tests/unit/llms/bedrock/image/test_bedrock_image_prepare_request.py
index 1575ccb5739..b010db3a840 100644
--- a/tests/test_litellm/llms/bedrock/image/test_bedrock_image_prepare_request.py
+++ b/tests/unit/llms/bedrock/image/test_bedrock_image_prepare_request.py
@@ -11,7 +11,8 @@ def test_bedrock_image_prepare_request_with_arn() -> None:
 
     with (
         patch(
-            "litellm.llms.bedrock.image_generation.image_handler.BedrockImageGeneration._get_boto_credentials_from_optional_params"
+            "litellm.llms.bedrock.image_generation.image_handler.BedrockImageGeneration."
+            "_get_boto_credentials_from_optional_params"
         ),
         patch(
             "litellm.llms.bedrock.image_generation.image_handler.BedrockImageGeneration.get_request_headers"
@@ -31,7 +32,8 @@ def test_bedrock_image_prepare_request_with_arn() -> None:
 
     assert (
         request.endpoint_url
-        == "https://bedrock-runtime.test.com/model/arn%3Aaws%3Abedrock%3Aus-east-1%3A123456789012%3Aapplication-inference-profile%2Fabcdefghi123/invoke"
+        == "https://bedrock-runtime.test.com/model/arn%3Aaws%3Abedrock%3Aus-east-1%3A123456789012"
+        "%3Aapplication-inference-profile%2Fabcdefghi123/invoke"
     )
 
 
@@ -41,7 +43,8 @@ def test_bedrock_image_prepare_request_without_arn() -> None:
 
     with (
         patch(
-            "litellm.llms.bedrock.image_generation.image_handler.BedrockImageGeneration._get_boto_credentials_from_optional_params"
+            "litellm.llms.bedrock.image_generation.image_handler.BedrockImageGeneration."
+            "_get_boto_credentials_from_optional_params"
         ),
         patch(
             "litellm.llms.bedrock.image_generation.image_handler.BedrockImageGeneration.get_request_headers"
diff --git a/tests/unit/llms/bedrock/image_edit/__init__.py b/tests/unit/llms/bedrock/image_edit/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/bedrock/image_edit/test_amazon_nova_canvas_image_edit.py b/tests/unit/llms/bedrock/image_edit/test_amazon_nova_canvas_image_edit.py
similarity index 100%
rename from tests/test_litellm/llms/bedrock/image_edit/test_amazon_nova_canvas_image_edit.py
rename to tests/unit/llms/bedrock/image_edit/test_amazon_nova_canvas_image_edit.py
diff --git a/tests/unit/llms/bedrock/invoke_agent/__init__.py b/tests/unit/llms/bedrock/invoke_agent/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/bedrock/invoke_agent/test_bedrock_agent_transformation.py b/tests/unit/llms/bedrock/invoke_agent/test_bedrock_agent_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/bedrock/invoke_agent/test_bedrock_agent_transformation.py
rename to tests/unit/llms/bedrock/invoke_agent/test_bedrock_agent_transformation.py
diff --git a/tests/unit/llms/bedrock/passthrough/__init__.py b/tests/unit/llms/bedrock/passthrough/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/bedrock/passthrough/guardrail_translation/__init__.py b/tests/unit/llms/bedrock/passthrough/guardrail_translation/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/bedrock/passthrough/guardrail_translation/test_handler.py b/tests/unit/llms/bedrock/passthrough/guardrail_translation/test_handler.py
similarity index 99%
rename from tests/test_litellm/llms/bedrock/passthrough/guardrail_translation/test_handler.py
rename to tests/unit/llms/bedrock/passthrough/guardrail_translation/test_handler.py
index dee8366ce2d..da7ed635dcb 100644
--- a/tests/test_litellm/llms/bedrock/passthrough/guardrail_translation/test_handler.py
+++ b/tests/unit/llms/bedrock/passthrough/guardrail_translation/test_handler.py
@@ -1072,7 +1072,8 @@ class TestDeAnonymizeConverseStream:
 
     @pytest.mark.asyncio
     async def test_reasoning_text_delta_de_anonymized(self):
-        """Reasoning deltas carry model output; their text must be guardrailed while the reasoning signature is left untouched."""
+        """Reasoning deltas carry model output; their text must be guardrailed while the
+        reasoning signature is left untouched."""
         stream_bytes = (
             _build_event_stream_frame("messageStart", {"role": "assistant"})
             + _build_event_stream_frame(
@@ -1105,7 +1106,8 @@ class TestDeAnonymizeConverseStream:
 
     @pytest.mark.asyncio
     async def test_tool_use_input_delta_de_anonymized(self):
-        """toolUse.input deltas carry model-generated tool arguments and must be guardrailed instead of being forwarded raw."""
+        """toolUse.input deltas carry model-generated tool arguments and must be
+        guardrailed instead of being forwarded raw."""
         stream_bytes = _build_event_stream_frame(
             "contentBlockDelta",
             {"contentBlockIndex": 0, "delta": {"toolUse": {"input": '{"q":"<PERSON_1>"}'}}},
@@ -1154,7 +1156,8 @@ class TestDeAnonymizeConverseStream:
 
     @pytest.mark.asyncio
     async def test_text_and_reasoning_deltas_de_anonymized_independently(self):
-        """Distinct delta kinds must each be guardrailed and written back into their own field without bleeding the de-anonymized text across kinds."""
+        """Distinct delta kinds must each be guardrailed and written back into their own
+        field without bleeding the de-anonymized text across kinds."""
         captured = {}
 
         async def mock_hook(data, user_api_key_dict, response):
@@ -1192,7 +1195,8 @@ class TestDeAnonymizeConverseStream:
 
     @pytest.mark.asyncio
     async def test_reasoning_signature_only_frame_left_unmodified(self):
-        """A reasoning delta carrying only a signature has no guardrailable text; it must be forwarded untouched and the guardrail must not run."""
+        """A reasoning delta carrying only a signature has no guardrailable text; it must
+        be forwarded untouched and the guardrail must not run."""
         stream_bytes = _build_event_stream_frame(
             "contentBlockDelta",
             {"contentBlockIndex": 0, "delta": {"reasoningContent": {"signature": "sig"}}},
diff --git a/tests/test_litellm/llms/bedrock/passthrough/test_bedrock_passthrough_transformation.py b/tests/unit/llms/bedrock/passthrough/test_bedrock_passthrough_transformation.py
similarity index 98%
rename from tests/test_litellm/llms/bedrock/passthrough/test_bedrock_passthrough_transformation.py
rename to tests/unit/llms/bedrock/passthrough/test_bedrock_passthrough_transformation.py
index f2a9af11af7..d1d636a15f7 100644
--- a/tests/test_litellm/llms/bedrock/passthrough/test_bedrock_passthrough_transformation.py
+++ b/tests/unit/llms/bedrock/passthrough/test_bedrock_passthrough_transformation.py
@@ -367,8 +367,6 @@ def test_bedrock_passthrough_region_extraction_from_inference_profile_arn():
         assert (
             "us-west-2" in api_base
         ), f"Expected region 'us-west-2' from ARN in base URL, but got: {api_base}"
-
-
 def test_bedrock_passthrough_model_id_arn_encoding():
     """
     Test that model_id ARNs are properly URL-encoded when used in endpoints.
@@ -421,7 +419,9 @@ def test_bedrock_passthrough_model_id_arn_encoding():
         ), f"ARN slash should be encoded, but found unencoded version in: {url_str}"
 
         # Verify the complete expected URL structure
-        expected_encoded_model_id = "arn:aws:bedrock:us-east-1:590183661440:application-inference-profile%2Fb943q2qbl3m7"
+        expected_encoded_model_id = (
+            "arn:aws:bedrock:us-east-1:590183661440:application-inference-profile%2Fb943q2qbl3m7"
+        )
         expected_url = f"https://bedrock-runtime.us-east-1.amazonaws.com/model/{expected_encoded_model_id}/converse"
         assert url_str == expected_url, f"Expected {expected_url}, but got: {url_str}"
 
@@ -517,7 +517,10 @@ def test_bedrock_passthrough_model_id_without_arn():
 def _event_frame(event_type: str, payload: dict) -> bytes:
     def header(name: str, value: str) -> bytes:
         name_b, value_b = name.encode(), value.encode()
-        return struct.pack("!B", len(name_b)) + name_b + struct.pack("!B", 7) + struct.pack("!H", len(value_b)) + value_b
+        return (
+            struct.pack("!B", len(name_b)) + name_b
+            + struct.pack("!B", 7) + struct.pack("!H", len(value_b)) + value_b
+        )
 
     payload_b = json.dumps(payload, separators=(",", ":")).encode()
     headers_b = (
@@ -591,7 +594,9 @@ def _feed(collector: PassthroughStreamCollector, stream: bytes, chunk_size: int
 
 def test_converse_stream_collector_keeps_usage_without_retaining_the_stream():
     texts = [f"tok{i} " for i in range(4000)]
-    stream = _event_frame("messageStart", {"role": "assistant"}) + _text_block(0, texts) + _stream_tail("end_turn", 4000)
+    stream = (
+        _event_frame("messageStart", {"role": "assistant"}) + _text_block(0, texts) + _stream_tail("end_turn", 4000)
+    )
     _feed(_converse_stream_collector(), stream)
 
     tracemalloc.start()
diff --git a/tests/unit/llms/bedrock/realtime/__init__.py b/tests/unit/llms/bedrock/realtime/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/bedrock/realtime/test_bedrock_realtime_handler.py b/tests/unit/llms/bedrock/realtime/test_bedrock_realtime_handler.py
similarity index 98%
rename from tests/test_litellm/llms/bedrock/realtime/test_bedrock_realtime_handler.py
rename to tests/unit/llms/bedrock/realtime/test_bedrock_realtime_handler.py
index a7f0f64ef68..3aa827beb80 100644
--- a/tests/test_litellm/llms/bedrock/realtime/test_bedrock_realtime_handler.py
+++ b/tests/unit/llms/bedrock/realtime/test_bedrock_realtime_handler.py
@@ -18,6 +18,21 @@ from litellm.llms.bedrock.realtime.handler import BedrockRealtime
 from litellm.llms.bedrock.realtime.transformation import BedrockRealtimeConfig
 
 
+@pytest.fixture(autouse=True)
+def _isolate_host_aws_config(monkeypatch, tmp_path):
+    monkeypatch.setenv("AWS_SHARED_CREDENTIALS_FILE", str(tmp_path / "credentials"))
+    monkeypatch.setenv("AWS_CONFIG_FILE", str(tmp_path / "config"))
+    monkeypatch.setenv("AWS_EC2_METADATA_DISABLED", "true")
+    for env_var in (
+        "AWS_PROFILE",
+        "AWS_DEFAULT_PROFILE",
+        "AWS_BEARER_TOKEN_BEDROCK",
+        "AWS_REGION_NAME",
+        "AWS_DEFAULT_REGION",
+    ):
+        monkeypatch.delenv(env_var, raising=False)
+
+
 class FakePayloadPart:
     def __init__(self, bytes_):
         self.bytes_ = bytes_
diff --git a/tests/test_litellm/llms/bedrock/realtime/test_bedrock_realtime_transformation.py b/tests/unit/llms/bedrock/realtime/test_bedrock_realtime_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/bedrock/realtime/test_bedrock_realtime_transformation.py
rename to tests/unit/llms/bedrock/realtime/test_bedrock_realtime_transformation.py
diff --git a/tests/unit/llms/bedrock/rerank/__init__.py b/tests/unit/llms/bedrock/rerank/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/bedrock/rerank/test_bedrock_rerank_header_forwarding.py b/tests/unit/llms/bedrock/rerank/test_bedrock_rerank_header_forwarding.py
similarity index 97%
rename from tests/test_litellm/llms/bedrock/rerank/test_bedrock_rerank_header_forwarding.py
rename to tests/unit/llms/bedrock/rerank/test_bedrock_rerank_header_forwarding.py
index 2ea61b5e978..c40830b238f 100644
--- a/tests/test_litellm/llms/bedrock/rerank/test_bedrock_rerank_header_forwarding.py
+++ b/tests/unit/llms/bedrock/rerank/test_bedrock_rerank_header_forwarding.py
@@ -15,6 +15,21 @@ from litellm.llms.bedrock.base_aws_llm import Boto3CredentialsInfo
 from litellm.llms.bedrock.rerank.handler import BedrockRerankHandler
 from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler, HTTPHandler
 
+
+@pytest.fixture(autouse=True)
+def _isolate_host_aws_config(monkeypatch, tmp_path):
+    monkeypatch.setenv("AWS_SHARED_CREDENTIALS_FILE", str(tmp_path / "credentials"))
+    monkeypatch.setenv("AWS_CONFIG_FILE", str(tmp_path / "config"))
+    monkeypatch.setenv("AWS_EC2_METADATA_DISABLED", "true")
+    for env_var in (
+        "AWS_PROFILE",
+        "AWS_DEFAULT_PROFILE",
+        "AWS_BEARER_TOKEN_BEDROCK",
+        "AWS_REGION_NAME",
+        "AWS_DEFAULT_REGION",
+    ):
+        monkeypatch.delenv(env_var, raising=False)
+
 # Mock response for Bedrock rerank
 # Format based on Bedrock rerank API response structure
 bedrock_rerank_response = {
@@ -30,7 +45,8 @@ bedrock_rerank_response = {
 test_query = "What is the capital of the United States?"
 test_documents = [
     "Carson City is the capital city of the American state of Nevada.",
-    "The Commonwealth of the Northern Mariana Islands is a group of islands in the Pacific Ocean. Its capital is Saipan.",
+    "The Commonwealth of the Northern Mariana Islands is a group of islands in the Pacific Ocean. "
+    "Its capital is Saipan.",
     "Washington, D.C. is the capital of the United States.",
 ]
 
diff --git a/tests/unit/llms/bedrock/vector_stores/__init__.py b/tests/unit/llms/bedrock/vector_stores/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/bedrock/vector_stores/test_bedrock_vector_store_transformation.py b/tests/unit/llms/bedrock/vector_stores/test_bedrock_vector_store_transformation.py
similarity index 98%
rename from tests/test_litellm/llms/bedrock/vector_stores/test_bedrock_vector_store_transformation.py
rename to tests/unit/llms/bedrock/vector_stores/test_bedrock_vector_store_transformation.py
index ab5a2531461..b45e70e31d3 100644
--- a/tests/test_litellm/llms/bedrock/vector_stores/test_bedrock_vector_store_transformation.py
+++ b/tests/unit/llms/bedrock/vector_stores/test_bedrock_vector_store_transformation.py
@@ -46,7 +46,8 @@ def test_transform_search_request_encodes_vector_store_id():
 
     assert (
         url
-        == "https://bedrock-agent-runtime.us-west-2.amazonaws.com/knowledgebases/..%2F..%2Fknowledgebases%2Fother%3Fx%3D1%23frag/retrieve"
+        == "https://bedrock-agent-runtime.us-west-2.amazonaws.com/knowledgebases/..%2F..%2Fknowledgebases%2Fother"
+        "%3Fx%3D1%23frag/retrieve"
     )
     assert body["retrievalQuery"].get("text") == "hello"
 
diff --git a/tests/unit/llms/bedrock_mantle/__init__.py b/tests/unit/llms/bedrock_mantle/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/bedrock_mantle/passthrough/__init__.py b/tests/unit/llms/bedrock_mantle/passthrough/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/bedrock_mantle/passthrough/test_bedrock_mantle_passthrough_transformation.py b/tests/unit/llms/bedrock_mantle/passthrough/test_bedrock_mantle_passthrough_transformation.py
similarity index 98%
rename from tests/test_litellm/llms/bedrock_mantle/passthrough/test_bedrock_mantle_passthrough_transformation.py
rename to tests/unit/llms/bedrock_mantle/passthrough/test_bedrock_mantle_passthrough_transformation.py
index 090de0a9d3e..27f6c9a9140 100644
--- a/tests/test_litellm/llms/bedrock_mantle/passthrough/test_bedrock_mantle_passthrough_transformation.py
+++ b/tests/unit/llms/bedrock_mantle/passthrough/test_bedrock_mantle_passthrough_transformation.py
@@ -109,7 +109,13 @@ def test_region_falls_back_to_the_mantle_default_without_any_hint(no_ambient_aws
         ({}, {"AWS_BEARER_TOKEN_BEDROCK": "aws-env-key"}, "aws-env-key"),
     ],
 )
-def test_sign_request_uses_the_deployment_bearer_token(no_ambient_aws, monkeypatch, litellm_params, env, expected_bearer):
+def test_sign_request_uses_the_deployment_bearer_token(
+    no_ambient_aws,
+    monkeypatch,
+    litellm_params,
+    env,
+    expected_bearer,
+):
     for name, value in env.items():
         monkeypatch.setenv(name, value)
     headers, body = BedrockMantlePassthroughConfig().sign_request(
diff --git a/tests/unit/llms/black_forest_labs/__init__.py b/tests/unit/llms/black_forest_labs/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/black_forest_labs/image_edit/__init__.py b/tests/unit/llms/black_forest_labs/image_edit/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/black_forest_labs/image_edit/test_bfl_image_edit_transformation.py b/tests/unit/llms/black_forest_labs/image_edit/test_bfl_image_edit_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/black_forest_labs/image_edit/test_bfl_image_edit_transformation.py
rename to tests/unit/llms/black_forest_labs/image_edit/test_bfl_image_edit_transformation.py
diff --git a/tests/unit/llms/black_forest_labs/image_generation/__init__.py b/tests/unit/llms/black_forest_labs/image_generation/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/black_forest_labs/image_generation/test_bfl_image_generation_transformation.py b/tests/unit/llms/black_forest_labs/image_generation/test_bfl_image_generation_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/black_forest_labs/image_generation/test_bfl_image_generation_transformation.py
rename to tests/unit/llms/black_forest_labs/image_generation/test_bfl_image_generation_transformation.py
diff --git a/tests/test_litellm/llms/black_forest_labs/test_bfl_common_utils.py b/tests/unit/llms/black_forest_labs/test_bfl_common_utils.py
similarity index 100%
rename from tests/test_litellm/llms/black_forest_labs/test_bfl_common_utils.py
rename to tests/unit/llms/black_forest_labs/test_bfl_common_utils.py
diff --git a/tests/unit/llms/bytez/__init__.py b/tests/unit/llms/bytez/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/bytez/chat/__init__.py b/tests/unit/llms/bytez/chat/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/bytez/chat/test_bytez_chat_transformation.py b/tests/unit/llms/bytez/chat/test_bytez_chat_transformation.py
similarity index 66%
rename from tests/test_litellm/llms/bytez/chat/test_bytez_chat_transformation.py
rename to tests/unit/llms/bytez/chat/test_bytez_chat_transformation.py
index 440304aeac1..157e2e51175 100644
--- a/tests/test_litellm/llms/bytez/chat/test_bytez_chat_transformation.py
+++ b/tests/unit/llms/bytez/chat/test_bytez_chat_transformation.py
@@ -8,6 +8,32 @@ from litellm.llms.bytez.chat.transformation import BytezChatConfig, API_BASE, ve
 TEST_API_KEY = "MOCK_BYTEZ_API_KEY"
 TEST_MODEL_NAME = "google/gemma-3-4b-it"
 TEST_MODEL = f"bytez/{TEST_MODEL_NAME}"
+CAT_IMAGE_URL = (
+    "https://images.squarespace-cdn.com/content/v1/5452d441e4b0c188b51fef1a/1615326541809-TW01PVTOJ4PXQUX"
+    "VRLHI/male-orange-tabby-cat.jpg"
+)
+KAGGLE_AUDIO_URL = (
+    "https://storage.googleapis.com/kagglesdsdata/datasets/1736753/2838478/dataset/dataset/B_ANI01_MC_FN_"
+    "SIM01_101.wav?X-Goog-Algorithm=GOOG4-RSA-SHA256&X-Goog-Credential=databundle-worker-v2%40kaggle-1616"
+    "07.iam.gserviceaccount.com%2F20250711%2Fauto%2Fstorage%2Fgoog4_request&X-Goog-Date=20250711T192905Z&"
+    "X-Goog-Expires=345600&X-Goog-SignedHeaders=host&X-Goog-Signature=812b4bd6fcf9296f8e34f67664d900a81cf"
+    "81a4c8a4f439ce12befc89b4bef07c2645cab20ce5ba8f6b311dffa85aa05b70b4efbe53bced50a43a5e7622ea1ee0d8cc39"
+    "0679cdc6a6aae2c27f75debc1ce2361c595b3c9e1b8c88e2756ffc6b4f290af7f3dfa7232dc69ccc9a2181be756e0d538250"
+    "f9761a8b05ba1ac6c6b5d946f97a16aa14a5609ae62a2c4713c2077fcd34d129dbcdac6bb543ae547507b1a424e4fd09f817"
+    "000943c11507e0a74c514ec212b17427b7fc9e2ce87a250db1258645e4862a4261e3790fd99c9186148ad0653acd2b6a9468"
+    "adbeb94f17b5a685551037fd2cc9fe72fa405a006c0bd42d03be1e4c0dc4023ed3a77171edff3"
+)
+KAGGLE_VIDEO_URL = (
+    "https://storage.googleapis.com/kagglesdsdata/datasets/3957252/6888743/dog1.mp4?X-Goog-Algorithm=GOOG"
+    "4-RSA-SHA256&X-Goog-Credential=databundle-worker-v2%40kaggle-161607.iam.gserviceaccount.com%2F202507"
+    "11%2Fauto%2Fstorage%2Fgoog4_request&X-Goog-Date=20250711T193025Z&X-Goog-Expires=345600&X-Goog-Signed"
+    "Headers=host&X-Goog-Signature=810961d9abcbc2437954fdf19ef216deb65d3977eb354ec10af0d4644627cc6b143a5f"
+    "c6450996bae1787c09d26334de7cd6ff887510a5ac2a6eed3cfcc6673a47686c84c1f2b0bf543009388d83f2cd9551ad5f72"
+    "084513c6a7acd2c718849a4ebe951ccc5631bed014b0d115225c048b9f5de68673a37db24a98ad39cf3d0ba16fb764bf38eb"
+    "90c78c295c21a4ddac08c3c661b65efd511ccb86bacb87a2e2a97a06f53ea1c64d5dcf274001a61bc20867802549601301d9"
+    "99f5a5b2e49fd444b7db860c68e1c67df6e8edd5ad97171eaafb4fa1462453924ea4d78733be411cb6b5c910d4f829cd7189"
+    "c28dc1b22c8ae2a4da844a0d202e9e64bc7fb17947"
+)
 TEST_MESSAGES = [{"role": "user", "content": "Hello"}]
 
 
@@ -148,7 +174,7 @@ class TestBytezChatConfig:
                             "What color is this cat?",
                             {
                                 "type": "image_url",
-                                "url": "https://images.squarespace-cdn.com/content/v1/5452d441e4b0c188b51fef1a/1615326541809-TW01PVTOJ4PXQUXVRLHI/male-orange-tabby-cat.jpg",
+                                "url": CAT_IMAGE_URL,
                             },
                         ],
                     }
@@ -160,7 +186,7 @@ class TestBytezChatConfig:
                             {"type": "text", "text": "What color is this cat?"},
                             {
                                 "type": "image",
-                                "url": "https://images.squarespace-cdn.com/content/v1/5452d441e4b0c188b51fef1a/1615326541809-TW01PVTOJ4PXQUXVRLHI/male-orange-tabby-cat.jpg",
+                                "url": CAT_IMAGE_URL,
                             },
                         ],
                     }
@@ -174,7 +200,7 @@ class TestBytezChatConfig:
                             {"type": "text", "text": "What color is this cat?"},
                             {
                                 "type": "image_url",
-                                "url": "https://images.squarespace-cdn.com/content/v1/5452d441e4b0c188b51fef1a/1615326541809-TW01PVTOJ4PXQUXVRLHI/male-orange-tabby-cat.jpg",
+                                "url": CAT_IMAGE_URL,
                             },
                         ],
                     }
@@ -186,7 +212,7 @@ class TestBytezChatConfig:
                             {"type": "text", "text": "What color is this cat?"},
                             {
                                 "type": "image",
-                                "url": "https://images.squarespace-cdn.com/content/v1/5452d441e4b0c188b51fef1a/1615326541809-TW01PVTOJ4PXQUXVRLHI/male-orange-tabby-cat.jpg",
+                                "url": CAT_IMAGE_URL,
                             },
                         ],
                     }
@@ -200,7 +226,7 @@ class TestBytezChatConfig:
                             {"type": "text", "text": "What kind of cat meow is this?"},
                             {
                                 "type": "input_audio",
-                                "url": "https://storage.googleapis.com/kagglesdsdata/datasets/1736753/2838478/dataset/dataset/B_ANI01_MC_FN_SIM01_101.wav?X-Goog-Algorithm=GOOG4-RSA-SHA256&X-Goog-Credential=databundle-worker-v2%40kaggle-161607.iam.gserviceaccount.com%2F20250711%2Fauto%2Fstorage%2Fgoog4_request&X-Goog-Date=20250711T192905Z&X-Goog-Expires=345600&X-Goog-SignedHeaders=host&X-Goog-Signature=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",
+                                "url": KAGGLE_AUDIO_URL,
                             },
                         ],
                     }
@@ -212,7 +238,7 @@ class TestBytezChatConfig:
                             {"type": "text", "text": "What kind of cat meow is this?"},
                             {
                                 "type": "audio",
-                                "url": "https://storage.googleapis.com/kagglesdsdata/datasets/1736753/2838478/dataset/dataset/B_ANI01_MC_FN_SIM01_101.wav?X-Goog-Algorithm=GOOG4-RSA-SHA256&X-Goog-Credential=databundle-worker-v2%40kaggle-161607.iam.gserviceaccount.com%2F20250711%2Fauto%2Fstorage%2Fgoog4_request&X-Goog-Date=20250711T192905Z&X-Goog-Expires=345600&X-Goog-SignedHeaders=host&X-Goog-Signature=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",
+                                "url": KAGGLE_AUDIO_URL,
                             },
                         ],
                     }
@@ -226,7 +252,7 @@ class TestBytezChatConfig:
                             {"type": "text", "text": "What kind of dog is this?"},
                             {
                                 "type": "video_url",
-                                "url": "https://storage.googleapis.com/kagglesdsdata/datasets/3957252/6888743/dog1.mp4?X-Goog-Algorithm=GOOG4-RSA-SHA256&X-Goog-Credential=databundle-worker-v2%40kaggle-161607.iam.gserviceaccount.com%2F20250711%2Fauto%2Fstorage%2Fgoog4_request&X-Goog-Date=20250711T193025Z&X-Goog-Expires=345600&X-Goog-SignedHeaders=host&X-Goog-Signature=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",
+                                "url": KAGGLE_VIDEO_URL,
                             },
                         ],
                     }
@@ -238,7 +264,7 @@ class TestBytezChatConfig:
                             {"type": "text", "text": "What kind of dog is this?"},
                             {
                                 "type": "video",
-                                "url": "https://storage.googleapis.com/kagglesdsdata/datasets/3957252/6888743/dog1.mp4?X-Goog-Algorithm=GOOG4-RSA-SHA256&X-Goog-Credential=databundle-worker-v2%40kaggle-161607.iam.gserviceaccount.com%2F20250711%2Fauto%2Fstorage%2Fgoog4_request&X-Goog-Date=20250711T193025Z&X-Goog-Expires=345600&X-Goog-SignedHeaders=host&X-Goog-Signature=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",
+                                "url": KAGGLE_VIDEO_URL,
                             },
                         ],
                     }
diff --git a/tests/unit/llms/cerebras/__init__.py b/tests/unit/llms/cerebras/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/cerebras/test_cerebras_chat_transformation.py b/tests/unit/llms/cerebras/test_cerebras_chat_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/cerebras/test_cerebras_chat_transformation.py
rename to tests/unit/llms/cerebras/test_cerebras_chat_transformation.py
diff --git a/tests/unit/llms/chat/__init__.py b/tests/unit/llms/chat/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/chat/test_converse_handler.py b/tests/unit/llms/chat/test_converse_handler.py
similarity index 98%
rename from tests/test_litellm/llms/chat/test_converse_handler.py
rename to tests/unit/llms/chat/test_converse_handler.py
index 12b5f03aedc..05debee0602 100644
--- a/tests/test_litellm/llms/chat/test_converse_handler.py
+++ b/tests/unit/llms/chat/test_converse_handler.py
@@ -106,7 +106,10 @@ class TestBedrockRegionInModelPath:
         ), f"modelId mismatch for {model!r}: got {model_id!r}, expected {expected_model_id!r}"
         assert (
             optional_params.get("aws_region_name") == expected_region
-        ), f"region mismatch for {model!r}: got {optional_params.get('aws_region_name')!r}, expected {expected_region!r}"
+        ), (
+            f"region mismatch for {model!r}: "
+            f"got {optional_params.get('aws_region_name')!r}, expected {expected_region!r}"
+        )
 
     def test_explicit_aws_region_name_not_overridden(self):
         """
diff --git a/tests/unit/llms/chatgpt/__init__.py b/tests/unit/llms/chatgpt/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/chatgpt/chat/__init__.py b/tests/unit/llms/chatgpt/chat/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/chatgpt/chat/test_streaming_utils.py b/tests/unit/llms/chatgpt/chat/test_streaming_utils.py
similarity index 100%
rename from tests/test_litellm/llms/chatgpt/chat/test_streaming_utils.py
rename to tests/unit/llms/chatgpt/chat/test_streaming_utils.py
diff --git a/tests/unit/llms/chatgpt/responses/__init__.py b/tests/unit/llms/chatgpt/responses/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/chatgpt/responses/test_chatgpt_responses_transformation.py b/tests/unit/llms/chatgpt/responses/test_chatgpt_responses_transformation.py
similarity index 97%
rename from tests/test_litellm/llms/chatgpt/responses/test_chatgpt_responses_transformation.py
rename to tests/unit/llms/chatgpt/responses/test_chatgpt_responses_transformation.py
index 9bf3eec61f9..0b04dd0ed78 100644
--- a/tests/test_litellm/llms/chatgpt/responses/test_chatgpt_responses_transformation.py
+++ b/tests/unit/llms/chatgpt/responses/test_chatgpt_responses_transformation.py
@@ -5,6 +5,7 @@ Source: litellm/llms/chatgpt/responses/transformation.py
 """
 
 import json
+from collections.abc import Generator
 from unittest.mock import MagicMock, patch
 
 import httpx
@@ -19,6 +20,15 @@ from litellm.types.utils import LlmProviders
 from litellm.utils import ProviderConfigManager
 
 
+@pytest.fixture
+def local_model_cost_map(monkeypatch: pytest.MonkeyPatch) -> Generator[None, None, None]:
+    monkeypatch.setenv("LITELLM_LOCAL_MODEL_COST_MAP", "True")
+    monkeypatch.setattr(litellm, "model_cost", litellm.get_model_cost_map(url=""))
+    litellm.get_model_info.cache_clear()
+    yield
+    litellm.get_model_info.cache_clear()
+
+
 class TestChatGPTResponsesAPITransformation:
     @pytest.mark.parametrize(
         "model_name",
diff --git a/tests/test_litellm/llms/chatgpt/test_chatgpt_authenticator.py b/tests/unit/llms/chatgpt/test_chatgpt_authenticator.py
similarity index 100%
rename from tests/test_litellm/llms/chatgpt/test_chatgpt_authenticator.py
rename to tests/unit/llms/chatgpt/test_chatgpt_authenticator.py
diff --git a/tests/unit/llms/cloudflare/__init__.py b/tests/unit/llms/cloudflare/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/cloudflare/test_cloudflare_transformation.py b/tests/unit/llms/cloudflare/test_cloudflare_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/cloudflare/test_cloudflare_transformation.py
rename to tests/unit/llms/cloudflare/test_cloudflare_transformation.py
diff --git a/tests/unit/llms/cohere/__init__.py b/tests/unit/llms/cohere/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/cohere/chat/__init__.py b/tests/unit/llms/cohere/chat/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/cohere/chat/test_cohere_transformation.py b/tests/unit/llms/cohere/chat/test_cohere_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/cohere/chat/test_cohere_transformation.py
rename to tests/unit/llms/cohere/chat/test_cohere_transformation.py
diff --git a/tests/unit/llms/cohere/embed/__init__.py b/tests/unit/llms/cohere/embed/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/cohere/embed/test_v1_transformation.py b/tests/unit/llms/cohere/embed/test_v1_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/cohere/embed/test_v1_transformation.py
rename to tests/unit/llms/cohere/embed/test_v1_transformation.py
diff --git a/tests/unit/llms/cohere/ocr/__init__.py b/tests/unit/llms/cohere/ocr/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/cohere/ocr/test_cohere_parse_transformation.py b/tests/unit/llms/cohere/ocr/test_cohere_parse_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/cohere/ocr/test_cohere_parse_transformation.py
rename to tests/unit/llms/cohere/ocr/test_cohere_parse_transformation.py
diff --git a/tests/unit/llms/cohere/rerank/__init__.py b/tests/unit/llms/cohere/rerank/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/cohere/rerank/test_rerank_guardrail_handler.py b/tests/unit/llms/cohere/rerank/test_rerank_guardrail_handler.py
similarity index 100%
rename from tests/test_litellm/llms/cohere/rerank/test_rerank_guardrail_handler.py
rename to tests/unit/llms/cohere/rerank/test_rerank_guardrail_handler.py
diff --git a/tests/unit/llms/crusoe/__init__.py b/tests/unit/llms/crusoe/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/crusoe/test_crusoe.py b/tests/unit/llms/crusoe/test_crusoe.py
similarity index 100%
rename from tests/test_litellm/llms/crusoe/test_crusoe.py
rename to tests/unit/llms/crusoe/test_crusoe.py
diff --git a/tests/unit/llms/databricks/__init__.py b/tests/unit/llms/databricks/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/databricks/chat/__init__.py b/tests/unit/llms/databricks/chat/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/databricks/chat/test_databricks_chat_transformation.py b/tests/unit/llms/databricks/chat/test_databricks_chat_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/databricks/chat/test_databricks_chat_transformation.py
rename to tests/unit/llms/databricks/chat/test_databricks_chat_transformation.py
diff --git a/tests/unit/llms/databricks/responses/__init__.py b/tests/unit/llms/databricks/responses/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/databricks/responses/test_databricks_responses_transformation.py b/tests/unit/llms/databricks/responses/test_databricks_responses_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/databricks/responses/test_databricks_responses_transformation.py
rename to tests/unit/llms/databricks/responses/test_databricks_responses_transformation.py
diff --git a/tests/unit/llms/datarobot/__init__.py b/tests/unit/llms/datarobot/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/datarobot/chat/__init__.py b/tests/unit/llms/datarobot/chat/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/datarobot/chat/test_datarobot_chat_transformation.py b/tests/unit/llms/datarobot/chat/test_datarobot_chat_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/datarobot/chat/test_datarobot_chat_transformation.py
rename to tests/unit/llms/datarobot/chat/test_datarobot_chat_transformation.py
diff --git a/tests/test_litellm/llms/datarobot/test_datarobot.py b/tests/unit/llms/datarobot/test_datarobot.py
similarity index 75%
rename from tests/test_litellm/llms/datarobot/test_datarobot.py
rename to tests/unit/llms/datarobot/test_datarobot.py
index d9f42960601..c98faf0151e 100644
--- a/tests/test_litellm/llms/datarobot/test_datarobot.py
+++ b/tests/unit/llms/datarobot/test_datarobot.py
@@ -78,27 +78,3 @@ def test_completion_datarobot_with_deployment():
     except Exception as e:
         pytest.fail(f"Error occurred: {e}")
 
-
-def test_completion_datarobot_with_environment_variables():
-    """Allow the test to run with environment variables if they are set for integrations."""
-    # If keys are not set, the test will be skipped
-    if os.environ.get("DATAROBOT_API_TOKEN") is None:
-        return
-
-    messages = [
-        {"role": "user", "content": "What's the weather like in San Francisco?"}
-    ]
-    try:
-        response = completion(
-            model="datarobot/vertex_ai/gemini-1.5-flash-002",
-            messages=messages,
-            max_tokens=5,
-            clientId="custom-model",
-        )
-        print(response)
-        assert response["object"] == "chat.completion"
-        assert response["model"] == "gemini-1.5-flash-002"
-        assert len(response["choices"]) == 1
-        assert len(response["choices"][0]["message"]["content"]) > 0
-    except Exception as e:
-        pytest.fail(f"Error occurred: {e}")
diff --git a/tests/unit/llms/deepseek/__init__.py b/tests/unit/llms/deepseek/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/deepseek/chat/__init__.py b/tests/unit/llms/deepseek/chat/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/deepseek/chat/test_deepseek_chat_transformation.py b/tests/unit/llms/deepseek/chat/test_deepseek_chat_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/deepseek/chat/test_deepseek_chat_transformation.py
rename to tests/unit/llms/deepseek/chat/test_deepseek_chat_transformation.py
diff --git a/tests/unit/llms/deepseek/messages/__init__.py b/tests/unit/llms/deepseek/messages/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/deepseek/messages/test_deepseek_anthropic_messages_transformation.py b/tests/unit/llms/deepseek/messages/test_deepseek_anthropic_messages_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/deepseek/messages/test_deepseek_anthropic_messages_transformation.py
rename to tests/unit/llms/deepseek/messages/test_deepseek_anthropic_messages_transformation.py
diff --git a/tests/test_litellm/llms/deepseek/test_deepseek_cost_calculator.py b/tests/unit/llms/deepseek/test_deepseek_cost_calculator.py
similarity index 89%
rename from tests/test_litellm/llms/deepseek/test_deepseek_cost_calculator.py
rename to tests/unit/llms/deepseek/test_deepseek_cost_calculator.py
index c3a4cdad0ac..e61c15c3746 100644
--- a/tests/test_litellm/llms/deepseek/test_deepseek_cost_calculator.py
+++ b/tests/unit/llms/deepseek/test_deepseek_cost_calculator.py
@@ -1,3 +1,4 @@
+from collections.abc import Generator
 from datetime import datetime, timezone
 from typing import Final
 
@@ -7,6 +8,16 @@ import litellm
 from litellm._internal_context import pinned_billing_time
 from litellm.types.utils import ModelResponse, PromptTokensDetailsWrapper, Usage
 
+
+@pytest.fixture
+def local_model_cost_map(monkeypatch: pytest.MonkeyPatch) -> Generator[None, None, None]:
+    monkeypatch.setenv("LITELLM_LOCAL_MODEL_COST_MAP", "True")
+    monkeypatch.setattr(litellm, "model_cost", litellm.get_model_cost_map(url=""))
+    litellm.get_model_info.cache_clear()
+    yield
+    litellm.get_model_info.cache_clear()
+
+
 PEAK_MOMENTS: Final = (
     pytest.param(datetime(2026, 9, 22, 8, 0, tzinfo=timezone.utc), id="tuesday-08:00"),
     pytest.param(datetime(2026, 9, 25, 9, 59, tzinfo=timezone.utc), id="friday-09:59"),
diff --git a/tests/unit/llms/docker_model_runner/__init__.py b/tests/unit/llms/docker_model_runner/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/docker_model_runner/test_docker_model_runner_chat_transformation.py b/tests/unit/llms/docker_model_runner/test_docker_model_runner_chat_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/docker_model_runner/test_docker_model_runner_chat_transformation.py
rename to tests/unit/llms/docker_model_runner/test_docker_model_runner_chat_transformation.py
diff --git a/tests/unit/llms/elevenlabs/__init__.py b/tests/unit/llms/elevenlabs/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/elevenlabs/test_elevenlabs_text_to_speech_transformation.py b/tests/unit/llms/elevenlabs/test_elevenlabs_text_to_speech_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/elevenlabs/test_elevenlabs_text_to_speech_transformation.py
rename to tests/unit/llms/elevenlabs/test_elevenlabs_text_to_speech_transformation.py
diff --git a/tests/unit/llms/fastcrw/__init__.py b/tests/unit/llms/fastcrw/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/fastcrw/search/__init__.py b/tests/unit/llms/fastcrw/search/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/fastcrw/search/test_transformation.py b/tests/unit/llms/fastcrw/search/test_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/fastcrw/search/test_transformation.py
rename to tests/unit/llms/fastcrw/search/test_transformation.py
diff --git a/tests/unit/llms/fireworks_ai/__init__.py b/tests/unit/llms/fireworks_ai/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/fireworks_ai/chat/__init__.py b/tests/unit/llms/fireworks_ai/chat/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/fireworks_ai/chat/test_fireworks_ai_chat_transformation.py b/tests/unit/llms/fireworks_ai/chat/test_fireworks_ai_chat_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/fireworks_ai/chat/test_fireworks_ai_chat_transformation.py
rename to tests/unit/llms/fireworks_ai/chat/test_fireworks_ai_chat_transformation.py
diff --git a/tests/unit/llms/fireworks_ai/rerank/__init__.py b/tests/unit/llms/fireworks_ai/rerank/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/fireworks_ai/rerank/test_fireworks_ai_rerank_transformation.py b/tests/unit/llms/fireworks_ai/rerank/test_fireworks_ai_rerank_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/fireworks_ai/rerank/test_fireworks_ai_rerank_transformation.py
rename to tests/unit/llms/fireworks_ai/rerank/test_fireworks_ai_rerank_transformation.py
diff --git a/tests/unit/llms/fireworks_ai/responses/__init__.py b/tests/unit/llms/fireworks_ai/responses/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/fireworks_ai/responses/test_fireworks_ai_responses_transformation.py b/tests/unit/llms/fireworks_ai/responses/test_fireworks_ai_responses_transformation.py
similarity index 97%
rename from tests/test_litellm/llms/fireworks_ai/responses/test_fireworks_ai_responses_transformation.py
rename to tests/unit/llms/fireworks_ai/responses/test_fireworks_ai_responses_transformation.py
index d0697ca9b0e..05e3812152e 100644
--- a/tests/test_litellm/llms/fireworks_ai/responses/test_fireworks_ai_responses_transformation.py
+++ b/tests/unit/llms/fireworks_ai/responses/test_fireworks_ai_responses_transformation.py
@@ -406,21 +406,6 @@ def test_responses_call_sends_session_affinity_for_caller_session_id() -> None:
     assert headers["x-session-affinity"] == "sess-42"
 
 
-def test_responses_call_keeps_caller_supplied_session_affinity_header() -> None:
-    client: Final = _mock_http_client(_fireworks_response("accounts/fireworks/models/kimi-k3"))
-    pinned: Final[Mapping[str, str]] = MappingProxyType({"x-session-affinity": "explicit-node"})
-    with patch(HTTPX_CLIENT_FACTORY, return_value=client):
-        litellm.responses(
-            model="fireworks_ai/kimi-k3",
-            input="hi",
-            api_key="fw-test-key",
-            litellm_session_id="sess-42",
-            extra_headers=pinned,
-        )
-    _, headers, _ = _sent_request(client)
-    assert headers["x-session-affinity"] == "explicit-node"
-
-
 def test_responses_call_maps_provider_errors_to_fireworks_ai() -> None:
     client: Final = MagicMock()
     request: Final = httpx.Request("POST", FIREWORKS_RESPONSES_URL)
diff --git a/tests/test_litellm/llms/fireworks_ai/test_fireworks_ai_cache_pricing.py b/tests/unit/llms/fireworks_ai/test_fireworks_ai_cache_pricing.py
similarity index 100%
rename from tests/test_litellm/llms/fireworks_ai/test_fireworks_ai_cache_pricing.py
rename to tests/unit/llms/fireworks_ai/test_fireworks_ai_cache_pricing.py
diff --git a/tests/test_litellm/llms/fireworks_ai/test_fireworks_ai_common_utils.py b/tests/unit/llms/fireworks_ai/test_fireworks_ai_common_utils.py
similarity index 100%
rename from tests/test_litellm/llms/fireworks_ai/test_fireworks_ai_common_utils.py
rename to tests/unit/llms/fireworks_ai/test_fireworks_ai_common_utils.py
diff --git a/tests/test_litellm/llms/fireworks_ai/test_fireworks_ai_cost_calculator.py b/tests/unit/llms/fireworks_ai/test_fireworks_ai_cost_calculator.py
similarity index 90%
rename from tests/test_litellm/llms/fireworks_ai/test_fireworks_ai_cost_calculator.py
rename to tests/unit/llms/fireworks_ai/test_fireworks_ai_cost_calculator.py
index 52222f22a51..c6096ba2745 100644
--- a/tests/test_litellm/llms/fireworks_ai/test_fireworks_ai_cost_calculator.py
+++ b/tests/unit/llms/fireworks_ai/test_fireworks_ai_cost_calculator.py
@@ -1,4 +1,5 @@
 import math
+from collections.abc import Generator
 from datetime import datetime, timezone
 from typing import Final
 
@@ -24,6 +25,15 @@ CACHE_READ_COST = litellm.get_model_info(model=MODEL, custom_llm_provider="firew
 OUTPUT_COST = 4.4e-06
 
 
+@pytest.fixture(autouse=True)
+def restore_model_cost() -> Generator[None, None, None]:
+    original: Final = litellm.model_cost
+    litellm.get_model_info.cache_clear()
+    yield
+    litellm.model_cost = original
+    litellm.get_model_info.cache_clear()
+
+
 def _usage(prompt_tokens: int, cached_tokens: int, completion_tokens: int) -> Usage:
     return Usage(
         prompt_tokens=prompt_tokens,
@@ -57,7 +67,7 @@ def _register_off_peak_model(
     cache_read_cost: float | None = STANDARD_CACHE_READ_COST,
     model: str = OFF_PEAK_MODEL,
 ) -> None:
-    litellm.model_cost = {  # test-quality-ok: conftest restores litellm.model_cost after each test
+    litellm.model_cost = {  # test-quality-ok: the restore_model_cost fixture returns litellm.model_cost to the original object after each test
         **litellm.model_cost,
         f"fireworks_ai/{model}": {
             "litellm_provider": "fireworks_ai",
@@ -151,7 +161,7 @@ def test_an_entry_without_a_cache_read_rate_bills_cached_tokens_at_the_documente
     """Fireworks documents a default 50% cached-token discount for serverless models:
     https://docs.fireworks.ai/guides/prompt-caching, accessed 2026-09-19."""
     model = "accounts/fireworks/models/default-cache-read-test"
-    litellm.model_cost = {  # test-quality-ok: conftest restores litellm.model_cost after each test
+    litellm.model_cost = {  # test-quality-ok: the restore_model_cost fixture returns litellm.model_cost to the original object after each test
         **litellm.model_cost,
         f"fireworks_ai/{model}": {
             "litellm_provider": "fireworks_ai",
@@ -171,7 +181,7 @@ def test_an_entry_without_a_cache_read_rate_bills_cached_tokens_at_the_documente
 
 def test_fireworks_cache_read_rates_match_breakdown_and_caching_savings():
     model = "accounts/fireworks/models/breakdown-cache-read-test"
-    litellm.model_cost = {  # test-quality-ok: the save/restore conftest returns litellm.model_cost to the original object after each test, so replacing the map for this entry leaks nothing
+    litellm.model_cost = {  # test-quality-ok: the restore_model_cost fixture returns litellm.model_cost to the original object after each test, so replacing the map for this entry leaks nothing
         **litellm.model_cost,
         f"fireworks_ai/{model}": {
             "litellm_provider": "fireworks_ai",
@@ -204,7 +214,7 @@ def test_fireworks_cache_read_rates_match_breakdown_and_caching_savings():
 
 def test_generic_cost_per_token_applies_fireworks_cache_read_default_with_or_without_model_info():
     model = "accounts/fireworks/models/generic-cache-read-test"
-    litellm.model_cost = {  # test-quality-ok: conftest restores litellm.model_cost after each test
+    litellm.model_cost = {  # test-quality-ok: the restore_model_cost fixture returns litellm.model_cost to the original object after each test
         **litellm.model_cost,
         f"fireworks_ai/{model}": {
             "litellm_provider": "fireworks_ai",
@@ -257,7 +267,7 @@ COMPONENT_AUDIO_OUT_COST = 6e-06
 
 
 def test_cache_write_reasoning_and_audio_tokens_are_billed_at_their_component_rates():
-    litellm.model_cost = {  # test-quality-ok: the save/restore conftest returns litellm.model_cost to the original object after each test, so replacing the map for this entry leaks nothing
+    litellm.model_cost = {  # test-quality-ok: the restore_model_cost fixture returns litellm.model_cost to the original object after each test, so replacing the map for this entry leaks nothing
         **litellm.model_cost,
         f"fireworks_ai/{COMPONENT_MODEL}": {
             "litellm_provider": "fireworks_ai",
@@ -302,7 +312,7 @@ def test_cache_write_reasoning_and_audio_tokens_are_billed_at_their_component_ra
 
 
 def test_an_entry_without_an_input_rate_gets_no_cache_read_fallback():
-    litellm.model_cost = {  # test-quality-ok: the save/restore conftest returns litellm.model_cost to the original object after each test, so replacing the map for this entry leaks nothing
+    litellm.model_cost = {  # test-quality-ok: the restore_model_cost fixture returns litellm.model_cost to the original object after each test, so replacing the map for this entry leaks nothing
         **litellm.model_cost,  # pyright: ignore[reportUnknownMemberType]  # the SDK types model_cost as dict[Unknown, Unknown]
         "fireworks_ai/accounts/fireworks/models/no-input-rate-test": {
             "litellm_provider": "fireworks_ai",
diff --git a/tests/unit/llms/gemini/__init__.py b/tests/unit/llms/gemini/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/gemini/audio_transcription/__init__.py b/tests/unit/llms/gemini/audio_transcription/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/gemini/audio_transcription/test_gemini_audio_transcription_transformation.py b/tests/unit/llms/gemini/audio_transcription/test_gemini_audio_transcription_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/gemini/audio_transcription/test_gemini_audio_transcription_transformation.py
rename to tests/unit/llms/gemini/audio_transcription/test_gemini_audio_transcription_transformation.py
diff --git a/tests/unit/llms/gemini/files/__init__.py b/tests/unit/llms/gemini/files/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/gemini/files/test_gemini_files_transformation.py b/tests/unit/llms/gemini/files/test_gemini_files_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/gemini/files/test_gemini_files_transformation.py
rename to tests/unit/llms/gemini/files/test_gemini_files_transformation.py
diff --git a/tests/unit/llms/gemini/google_genai/__init__.py b/tests/unit/llms/gemini/google_genai/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/gemini/google_genai/guardrail_translation/__init__.py b/tests/unit/llms/gemini/google_genai/guardrail_translation/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/gemini/google_genai/guardrail_translation/test_google_genai_guardrail_handler.py b/tests/unit/llms/gemini/google_genai/guardrail_translation/test_google_genai_guardrail_handler.py
similarity index 100%
rename from tests/test_litellm/llms/gemini/google_genai/guardrail_translation/test_google_genai_guardrail_handler.py
rename to tests/unit/llms/gemini/google_genai/guardrail_translation/test_google_genai_guardrail_handler.py
diff --git a/tests/unit/llms/gemini/image_edit/__init__.py b/tests/unit/llms/gemini/image_edit/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/gemini/image_edit/test_gemini_image_edit_transformation.py b/tests/unit/llms/gemini/image_edit/test_gemini_image_edit_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/gemini/image_edit/test_gemini_image_edit_transformation.py
rename to tests/unit/llms/gemini/image_edit/test_gemini_image_edit_transformation.py
diff --git a/tests/unit/llms/gemini/realtime/__init__.py b/tests/unit/llms/gemini/realtime/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/gemini/realtime/test_gemini_realtime_transformation.py b/tests/unit/llms/gemini/realtime/test_gemini_realtime_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/gemini/realtime/test_gemini_realtime_transformation.py
rename to tests/unit/llms/gemini/realtime/test_gemini_realtime_transformation.py
diff --git a/tests/unit/llms/gemini/videos/__init__.py b/tests/unit/llms/gemini/videos/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/gemini/videos/test_gemini_video_transformation.py b/tests/unit/llms/gemini/videos/test_gemini_video_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/gemini/videos/test_gemini_video_transformation.py
rename to tests/unit/llms/gemini/videos/test_gemini_video_transformation.py
diff --git a/tests/unit/llms/gigachat/__init__.py b/tests/unit/llms/gigachat/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/gigachat/chat/__init__.py b/tests/unit/llms/gigachat/chat/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/gigachat/chat/test_gigachat_chat_streaming.py b/tests/unit/llms/gigachat/chat/test_gigachat_chat_streaming.py
similarity index 100%
rename from tests/test_litellm/llms/gigachat/chat/test_gigachat_chat_streaming.py
rename to tests/unit/llms/gigachat/chat/test_gigachat_chat_streaming.py
diff --git a/tests/test_litellm/llms/gigachat/chat/test_gigachat_chat_transformation.py b/tests/unit/llms/gigachat/chat/test_gigachat_chat_transformation.py
similarity index 96%
rename from tests/test_litellm/llms/gigachat/chat/test_gigachat_chat_transformation.py
rename to tests/unit/llms/gigachat/chat/test_gigachat_chat_transformation.py
index 2f9511e642c..b1307f56336 100644
--- a/tests/test_litellm/llms/gigachat/chat/test_gigachat_chat_transformation.py
+++ b/tests/unit/llms/gigachat/chat/test_gigachat_chat_transformation.py
@@ -141,13 +141,15 @@ class TestValidateEnvironment:
         assert self.config._current_credentials == "my-creds"
         assert self.config._current_api_base == "https://my-api.example.com"
 
-    @patch(f"{TRANSFORM_MODULE}.get_access_token", return_value="token")
-    @patch(f"{TRANSFORM_MODULE}.get_secret_str")
-    def test_falls_back_to_env_for_credentials(  # test-quality-ok: mock-echo of internal wiring
-        self, mock_get_secret, mock_get_token
+    @patch(
+        f"{TRANSFORM_MODULE}.get_access_token",
+        side_effect=lambda credentials, litellm_params: f"token-for-{credentials}",
+    )
+    def test_falls_back_to_env_credentials_when_api_key_missing(
+        self, mock_get_token, monkeypatch: pytest.MonkeyPatch
     ):
-        mock_get_secret.return_value = "env-creds"
-        self.config.validate_environment(
+        monkeypatch.setenv("GIGACHAT_CREDENTIALS", "env-creds")
+        result = self.config.validate_environment(
             headers={},
             model="GigaChat",
             messages=[],
@@ -156,7 +158,8 @@ class TestValidateEnvironment:
             api_key=None,
             api_base=None,
         )
-        mock_get_secret.assert_any_call("GIGACHAT_CREDENTIALS")  # test-quality-ok: mock-echo of internal wiring
+        assert result["Authorization"] == "Bearer token-for-env-creds"
+        assert self.config._current_credentials == "env-creds"
 
 
 class TestGetSupportedOpenAiParams:
@@ -865,18 +868,6 @@ class TestUploadImage:
     def setup_method(self):
         self.config = GigaChatConfig()
 
-    @patch(f"{TRANSFORM_MODULE}.upload_file_sync", return_value="file-uploaded")
-    def test_upload_image_success(self, mock_upload):
-        self.config._current_credentials = "creds"
-        self.config._current_api_base = "https://api.example.com"
-        result = self.config._upload_image("https://example.com/img.jpg")
-        assert result == "file-uploaded"
-        mock_upload.assert_called_once_with(
-            image_url="https://example.com/img.jpg",
-            credentials="creds",
-            api_base="https://api.example.com",
-        )
-
     @patch(f"{TRANSFORM_MODULE}.upload_file_sync", side_effect=Exception("fail"))
     def test_upload_image_failure_returns_none(self, mock_upload):
         result = self.config._upload_image("https://example.com/img.jpg")
diff --git a/tests/unit/llms/gigachat/embedding/__init__.py b/tests/unit/llms/gigachat/embedding/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/gigachat/embedding/test_gigachat_embedding_transformation.py b/tests/unit/llms/gigachat/embedding/test_gigachat_embedding_transformation.py
similarity index 91%
rename from tests/test_litellm/llms/gigachat/embedding/test_gigachat_embedding_transformation.py
rename to tests/unit/llms/gigachat/embedding/test_gigachat_embedding_transformation.py
index 8537793ea72..01fe66ca4c7 100644
--- a/tests/test_litellm/llms/gigachat/embedding/test_gigachat_embedding_transformation.py
+++ b/tests/unit/llms/gigachat/embedding/test_gigachat_embedding_transformation.py
@@ -37,17 +37,6 @@ def _make_httpx_response(body: dict, status_code: int = 200) -> httpx.Response:
 # ---------------------------------------------------------------------------
 
 
-class TestGetConfig:
-    def setup_method(self):
-        self.config = GigaChatEmbeddingConfig()
-
-    def test_contains_only_abc_impl(self):
-        """get_config returns ABC internal data due to inheritance."""
-        result = self.config.get_config()
-        # The only key should be _abc_impl from ABC base class
-        assert set(result.keys()) == {"_abc_impl"}
-
-
 class TestGetSupportedOpenAiParams:
     def setup_method(self):
         self.config = GigaChatEmbeddingConfig()
@@ -287,25 +276,6 @@ class TestTransformEmbeddingResponse:
         )
         assert result.model == "Embeddings"
 
-    def test_calls_logging_post_call(self):
-        raw = self._make_gigachat_response([
-            {"object": "embedding", "embedding": [0.1], "index": 0},
-        ])
-        model_response = EmbeddingResponse()
-        self.config.transform_embedding_response(
-            model="gigachat/Embeddings",
-            raw_response=raw,
-            model_response=model_response,
-            logging_obj=self.logging_obj,
-            api_key="test-api-key",
-            request_data={"input": ["hello"]},
-            optional_params={},
-            litellm_params={},
-        )
-        self.logging_obj.post_call.assert_called_once()
-        args = self.logging_obj.post_call.call_args.kwargs
-        assert args["api_key"] == "test-api-key"
-        assert args["input"] == ["hello"]
 
 
 class TestValidateEnvironment:
diff --git a/tests/unit/llms/gigachat/passthrough/__init__.py b/tests/unit/llms/gigachat/passthrough/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/gigachat/passthrough/test_gigachat_passthrough_transformation.py b/tests/unit/llms/gigachat/passthrough/test_gigachat_passthrough_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/gigachat/passthrough/test_gigachat_passthrough_transformation.py
rename to tests/unit/llms/gigachat/passthrough/test_gigachat_passthrough_transformation.py
diff --git a/tests/test_litellm/llms/gigachat/test_authenticator.py b/tests/unit/llms/gigachat/test_authenticator.py
similarity index 100%
rename from tests/test_litellm/llms/gigachat/test_authenticator.py
rename to tests/unit/llms/gigachat/test_authenticator.py
diff --git a/tests/test_litellm/llms/gigachat/test_file_handler.py b/tests/unit/llms/gigachat/test_file_handler.py
similarity index 91%
rename from tests/test_litellm/llms/gigachat/test_file_handler.py
rename to tests/unit/llms/gigachat/test_file_handler.py
index ce9505f11f2..de83b2ddf5f 100644
--- a/tests/test_litellm/llms/gigachat/test_file_handler.py
+++ b/tests/unit/llms/gigachat/test_file_handler.py
@@ -344,25 +344,6 @@ class TestUploadFileSync:
 
         assert result is None
 
-    @patch(f"{FILE_MODULE}.get_api_base", return_value="https://api.example.com")
-    @patch(f"{FILE_MODULE}.get_access_token", return_value="test-token")
-    @patch(f"{FILE_MODULE}._get_httpx_client")
-    def test_uploads_without_optional_args(
-        self, mock_http_handler_cls, mock_get_token, mock_get_api_base
-    ):
-        """Verify that credentials, api_base, and litellm_params are optional."""
-        mock_client = MagicMock()
-        mock_response = MagicMock()
-        mock_response.json.return_value = {"id": "file-no-args"}
-        mock_response.raise_for_status = MagicMock()
-        mock_client.post.return_value = mock_response
-        mock_http_handler_cls.return_value = mock_client
-
-        result = upload_file_sync(image_url=_RED_PNG_DATA_URL)
-
-        assert result == "file-no-args"
-        # Should still have called get_access_token without args
-        mock_get_token.assert_called_once_with(credentials=None, litellm_params=None)
 
 
 # ---------------------------------------------------------------------------
@@ -483,22 +464,3 @@ class TestUploadFileAsync:
         )
 
         assert result is None
-
-    @pytest.mark.asyncio
-    @patch(f"{FILE_MODULE}.get_api_base", return_value="https://api.example.com")
-    @patch(f"{FILE_MODULE}.get_access_token_async", return_value="test-token-async")
-    @patch(f"{FILE_MODULE}.get_async_httpx_client")
-    async def test_uploads_without_optional_args(
-        self, mock_get_client, mock_get_token, mock_get_api_base
-    ):
-        mock_client = MagicMock()
-        mock_response = MagicMock()
-        mock_response.json = MagicMock(return_value={"id": "async-no-args"})
-        mock_response.raise_for_status = MagicMock()
-        mock_client.post = AsyncMock(return_value=mock_response)
-        mock_get_client.return_value = mock_client
-
-        result = await upload_file_async(image_url=_RED_PNG_DATA_URL)
-
-        assert result == "async-no-args"
-        mock_get_token.assert_called_once_with(credentials=None, litellm_params=None)
\ No newline at end of file
diff --git a/tests/test_litellm/llms/gigachat/test_utils.py b/tests/unit/llms/gigachat/test_utils.py
similarity index 100%
rename from tests/test_litellm/llms/gigachat/test_utils.py
rename to tests/unit/llms/gigachat/test_utils.py
diff --git a/tests/unit/llms/github_copilot/__init__.py b/tests/unit/llms/github_copilot/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/github_copilot/embedding/__init__.py b/tests/unit/llms/github_copilot/embedding/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/github_copilot/embedding/test_github_copilot_embedding_transformation.py b/tests/unit/llms/github_copilot/embedding/test_github_copilot_embedding_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/github_copilot/embedding/test_github_copilot_embedding_transformation.py
rename to tests/unit/llms/github_copilot/embedding/test_github_copilot_embedding_transformation.py
diff --git a/tests/unit/llms/github_copilot/messages/__init__.py b/tests/unit/llms/github_copilot/messages/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/github_copilot/messages/test_github_copilot_messages_transformation.py b/tests/unit/llms/github_copilot/messages/test_github_copilot_messages_transformation.py
similarity index 98%
rename from tests/test_litellm/llms/github_copilot/messages/test_github_copilot_messages_transformation.py
rename to tests/unit/llms/github_copilot/messages/test_github_copilot_messages_transformation.py
index 8039e744f46..9e9760650cf 100644
--- a/tests/test_litellm/llms/github_copilot/messages/test_github_copilot_messages_transformation.py
+++ b/tests/unit/llms/github_copilot/messages/test_github_copilot_messages_transformation.py
@@ -10,13 +10,6 @@ from litellm.llms.github_copilot.messages.transformation import (
 )
 
 
-def test_github_copilot_anthropic_messages_config_init():
-    """Test GithubCopilotAnthropicMessagesConfig initialization."""
-    config = GithubCopilotAnthropicMessagesConfig()
-    assert config is not None
-    assert hasattr(config, "authenticator")
-
-
 def test_github_copilot_anthropic_messages_get_complete_url():
     """get_complete_url builds the /v1/messages URL from the base it is handed.
 
diff --git a/tests/unit/llms/github_copilot/responses/__init__.py b/tests/unit/llms/github_copilot/responses/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/github_copilot/responses/test_github_copilot_responses_transformation.py b/tests/unit/llms/github_copilot/responses/test_github_copilot_responses_transformation.py
similarity index 89%
rename from tests/test_litellm/llms/github_copilot/responses/test_github_copilot_responses_transformation.py
rename to tests/unit/llms/github_copilot/responses/test_github_copilot_responses_transformation.py
index 0174465b0cc..b8380b7adb4 100644
--- a/tests/test_litellm/llms/github_copilot/responses/test_github_copilot_responses_transformation.py
+++ b/tests/unit/llms/github_copilot/responses/test_github_copilot_responses_transformation.py
@@ -26,9 +26,7 @@ def use_local_model_cost_map(monkeypatch: pytest.MonkeyPatch):
     """Pin litellm.model_cost to the bundled local backup so tests don't depend
     on remote catalog fetches (and don't change behavior across remote refreshes)."""
     monkeypatch.setenv("LITELLM_LOCAL_MODEL_COST_MAP", "True")
-    monkeypatch.setattr(
-        litellm, "model_cost", get_model_cost_map(url=litellm.model_cost_map_url)
-    )
+    monkeypatch.setattr(litellm, "model_cost", get_model_cost_map(url=litellm.model_cost_map_url))
     litellm.add_known_models(model_cost_map=litellm.model_cost)
 
 
@@ -44,49 +42,35 @@ class TestGithubCopilotResponsesAPITransformation:
             provider=LlmProviders.GITHUB_COPILOT,
         )
 
-        assert (
-            config is not None
-        ), "Config should not be None for GitHub Copilot provider"
-        assert isinstance(
-            config, GithubCopilotResponsesAPIConfig
-        ), f"Expected GithubCopilotResponsesAPIConfig, got {type(config)}"
-        assert (
-            config.custom_llm_provider == LlmProviders.GITHUB_COPILOT
-        ), "custom_llm_provider should be GITHUB_COPILOT"
+        assert config is not None, "Config should not be None for GitHub Copilot provider"
+        assert isinstance(config, GithubCopilotResponsesAPIConfig), (
+            f"Expected GithubCopilotResponsesAPIConfig, got {type(config)}"
+        )
+        assert config.custom_llm_provider == LlmProviders.GITHUB_COPILOT, "custom_llm_provider should be GITHUB_COPILOT"
 
     @patch("litellm.llms.github_copilot.responses.transformation.Authenticator")
     def test_github_copilot_responses_endpoint_url(self, mock_authenticator_class):
         """Test that get_complete_url returns correct GitHub Copilot endpoint"""
         # Mock authenticator to return default base
         mock_auth_instance = MagicMock()
-        mock_auth_instance.get_api_base.return_value = (
-            "https://api.individual.githubcopilot.com"
-        )
+        mock_auth_instance.get_api_base.return_value = "https://api.individual.githubcopilot.com"
         mock_authenticator_class.return_value = mock_auth_instance
 
         config = GithubCopilotResponsesAPIConfig()
 
         # Test with default GitHub Copilot API base (from authenticator)
         url = config.get_complete_url(api_base=None, litellm_params={})
-        assert (
-            url == "https://api.individual.githubcopilot.com/responses"
-        ), f"Expected GitHub Copilot responses endpoint, got {url}"
+        assert url == "https://api.individual.githubcopilot.com/responses", (
+            f"Expected GitHub Copilot responses endpoint, got {url}"
+        )
 
         # Test with custom api_base (overrides authenticator)
-        custom_url = config.get_complete_url(
-            api_base="https://custom.githubcopilot.com", litellm_params={}
-        )
-        assert (
-            custom_url == "https://custom.githubcopilot.com/responses"
-        ), f"Expected custom endpoint, got {custom_url}"
+        custom_url = config.get_complete_url(api_base="https://custom.githubcopilot.com", litellm_params={})
+        assert custom_url == "https://custom.githubcopilot.com/responses", f"Expected custom endpoint, got {custom_url}"
 
         # Test with trailing slash
-        url_with_slash = config.get_complete_url(
-            api_base="https://api.githubcopilot.com/", litellm_params={}
-        )
-        assert (
-            url_with_slash == "https://api.githubcopilot.com/responses"
-        ), "Should handle trailing slash"
+        url_with_slash = config.get_complete_url(api_base="https://api.githubcopilot.com/", litellm_params={})
+        assert url_with_slash == "https://api.githubcopilot.com/responses", "Should handle trailing slash"
 
     @patch("litellm.llms.github_copilot.responses.transformation.Authenticator")
     def test_validate_environment_default_headers(self, mock_authenticator_class):
@@ -98,9 +82,7 @@ class TestGithubCopilotResponsesAPITransformation:
 
         config = GithubCopilotResponsesAPIConfig()
 
-        headers = config.validate_environment(
-            headers={}, model="gpt-5.1-codex", litellm_params={}
-        )
+        headers = config.validate_environment(headers={}, model="gpt-5.1-codex", litellm_params={})
 
         # Check required headers
         assert headers["Authorization"] == "Bearer test-api-key-123"
@@ -127,9 +109,7 @@ class TestGithubCopilotResponsesAPITransformation:
             "custom-header": "custom-value",
         }
 
-        headers = config.validate_environment(
-            headers=custom_headers, model="gpt-5.1-codex", litellm_params={}
-        )
+        headers = config.validate_environment(headers=custom_headers, model="gpt-5.1-codex", litellm_params={})
 
         # User header should override default
         assert headers["editor-version"] == "custom/2.0.0"
@@ -182,9 +162,7 @@ class TestGithubCopilotResponsesAPITransformation:
         """Test _has_vision_input detects input_image type"""
         config = GithubCopilotResponsesAPIConfig()
 
-        input_with_vision = [
-            {"role": "user", "content": [{"type": "input_image", "data": "base64..."}]}
-        ]
+        input_with_vision = [{"role": "user", "content": [{"type": "input_image", "data": "base64..."}]}]
 
         has_vision = config._has_vision_input(input_with_vision)
         assert has_vision is True, "Should detect input_image type"
@@ -246,13 +224,11 @@ class TestGithubCopilotResponsesAPITransformation:
             }
         ]
 
-        headers = config.validate_environment(
-            headers={}, model="gpt-5.1-codex", litellm_params=mock_litellm_params
-        )
+        headers = config.validate_environment(headers={}, model="gpt-5.1-codex", litellm_params=mock_litellm_params)
 
-        assert (
-            headers.get("copilot-vision-request") == "true"
-        ), "Should add copilot-vision-request header for vision input"
+        assert headers.get("copilot-vision-request") == "true", (
+            "Should add copilot-vision-request header for vision input"
+        )
 
     @patch("litellm.llms.github_copilot.responses.transformation.Authenticator")
     def test_validate_environment_with_x_initiator(self, mock_authenticator_class):
@@ -270,21 +246,15 @@ class TestGithubCopilotResponsesAPITransformation:
             {"role": "assistant", "content": "Hi"},
         ]
 
-        headers = config.validate_environment(
-            headers={}, model="gpt-5.1-codex", litellm_params=mock_litellm_params
-        )
+        headers = config.validate_environment(headers={}, model="gpt-5.1-codex", litellm_params=mock_litellm_params)
 
-        assert (
-            headers.get("X-Initiator") == "agent"
-        ), "Should set X-Initiator to 'agent' for assistant role"
+        assert headers.get("X-Initiator") == "agent", "Should set X-Initiator to 'agent' for assistant role"
 
     def test_map_openai_params_no_transformation(self):
         """Test that map_openai_params passes through parameters unchanged"""
         config = GithubCopilotResponsesAPIConfig()
 
-        params = ResponsesAPIOptionalRequestParams(
-            temperature=0.7, max_output_tokens=1000, stream=False
-        )
+        params = ResponsesAPIOptionalRequestParams(temperature=0.7, max_output_tokens=1000, stream=False)
 
         result = config.map_openai_params(
             response_api_optional_params=params,
@@ -338,9 +308,9 @@ class TestGithubCopilotResponsesAPITransformation:
         result = config._handle_reasoning_item(reasoning_item)
 
         # encrypted_content should be preserved
-        assert (
-            result.get("encrypted_content") == "encrypted-blob-abc123"
-        ), "encrypted_content must be preserved for GitHub Copilot multi-turn conversations"
+        assert result.get("encrypted_content") == "encrypted-blob-abc123", (
+            "encrypted_content must be preserved for GitHub Copilot multi-turn conversations"
+        )
         # status=None should be filtered out
         assert "status" not in result, "status=None should be filtered out"
         # content=None should be filtered out
@@ -393,9 +363,7 @@ class TestGithubCopilotResponsesAPIRouting:
     in the (already-merged) model info; otherwise returns None so the dispatcher
     routes through the chat-completions translation bridge."""
 
-    @patch(
-        "litellm.llms.github_copilot.responses.transformation._cached_get_model_info_helper"
-    )
+    @patch("litellm.llms.github_copilot.responses.transformation._cached_get_model_info_helper")
     def test_returns_config_when_mode_is_responses(self, mock_get_info):
         """``mode=responses`` returns native config."""
         mock_get_info.return_value = {"mode": "responses"}
@@ -405,9 +373,7 @@ class TestGithubCopilotResponsesAPIRouting:
         )
         assert isinstance(config, GithubCopilotResponsesAPIConfig)
 
-    @patch(
-        "litellm.llms.github_copilot.responses.transformation._cached_get_model_info_helper"
-    )
+    @patch("litellm.llms.github_copilot.responses.transformation._cached_get_model_info_helper")
     def test_returns_none_when_mode_is_chat(self, mock_get_info):
         """``mode=chat`` returns None so dispatcher uses bridge."""
         mock_get_info.return_value = {"mode": "chat"}
@@ -417,9 +383,7 @@ class TestGithubCopilotResponsesAPIRouting:
         )
         assert config is None
 
-    @patch(
-        "litellm.llms.github_copilot.responses.transformation._cached_get_model_info_helper"
-    )
+    @patch("litellm.llms.github_copilot.responses.transformation._cached_get_model_info_helper")
     def test_returns_none_when_mode_is_unset_and_no_endpoints(self, mock_get_info):
         """Entry without ``mode`` and without ``supported_endpoints`` returns None
         (conservative default)."""
@@ -499,9 +463,7 @@ class TestGithubCopilotResponsesAPIRouting:
         )
         assert isinstance(config, GithubCopilotResponsesAPIConfig)
 
-    @patch(
-        "litellm.llms.github_copilot.responses.transformation._cached_get_model_info_helper"
-    )
+    @patch("litellm.llms.github_copilot.responses.transformation._cached_get_model_info_helper")
     def test_returns_none_when_get_model_info_raises(self, mock_get_info):
         """Catalog lookup failure (model not registered) returns None
         (conservative default; bridge handles unknown models safely)."""
@@ -512,9 +474,7 @@ class TestGithubCopilotResponsesAPIRouting:
         )
         assert config is None
 
-    @patch(
-        "litellm.llms.github_copilot.responses.transformation._cached_get_model_info_helper"
-    )
+    @patch("litellm.llms.github_copilot.responses.transformation._cached_get_model_info_helper")
     def test_user_override_via_register_model(self, mock_get_info):
         """User-supplied per-deployment ``model_info`` flows through
         ``litellm.register_model`` (called by the router) into the merged
@@ -528,9 +488,7 @@ class TestGithubCopilotResponsesAPIRouting:
         )
         assert isinstance(config, GithubCopilotResponsesAPIConfig)
 
-    @patch(
-        "litellm.llms.github_copilot.responses.transformation._cached_get_model_info_helper"
-    )
+    @patch("litellm.llms.github_copilot.responses.transformation._cached_get_model_info_helper")
     def test_realistic_chat_only_entry_returns_none(self, mock_get_info):
         """Realistic ``model_prices_and_context_window.json`` shape for a
         chat-only Copilot model (e.g. github_copilot/gemini-3.1-pro-preview)
@@ -554,9 +512,7 @@ class TestGithubCopilotResponsesAPIRouting:
         )
         assert config is None
 
-    @patch(
-        "litellm.llms.github_copilot.responses.transformation._cached_get_model_info_helper"
-    )
+    @patch("litellm.llms.github_copilot.responses.transformation._cached_get_model_info_helper")
     def test_realistic_responses_only_entry_returns_config(self, mock_get_info):
         """Realistic catalog entry for a Responses-only Copilot model
         (e.g. github_copilot/gpt-5.5) returns the native config."""
@@ -592,9 +548,7 @@ class TestGithubCopilotReasoningStreamItemIdNormalization:
     output_index group to the id from its output_item.added."""
 
     def _config(self):
-        with patch(
-            "litellm.llms.github_copilot.responses.transformation.Authenticator"
-        ):
+        with patch("litellm.llms.github_copilot.responses.transformation.Authenticator"):
             return GithubCopilotResponsesAPIConfig()
 
     def _transform(self, config, chunk):
diff --git a/tests/unit/llms/gradient_ai/__init__.py b/tests/unit/llms/gradient_ai/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/gradient_ai/chat/__init__.py b/tests/unit/llms/gradient_ai/chat/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/gradient_ai/chat/test_gradient_ai_chat_transformation.py b/tests/unit/llms/gradient_ai/chat/test_gradient_ai_chat_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/gradient_ai/chat/test_gradient_ai_chat_transformation.py
rename to tests/unit/llms/gradient_ai/chat/test_gradient_ai_chat_transformation.py
diff --git a/tests/unit/llms/groq/__init__.py b/tests/unit/llms/groq/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/groq/chat/__init__.py b/tests/unit/llms/groq/chat/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/groq/chat/test_groq_chat_transformation.py b/tests/unit/llms/groq/chat/test_groq_chat_transformation.py
similarity index 99%
rename from tests/test_litellm/llms/groq/chat/test_groq_chat_transformation.py
rename to tests/unit/llms/groq/chat/test_groq_chat_transformation.py
index f605958b979..f5a7a920124 100644
--- a/tests/test_litellm/llms/groq/chat/test_groq_chat_transformation.py
+++ b/tests/unit/llms/groq/chat/test_groq_chat_transformation.py
@@ -202,5 +202,3 @@ class TestGroqWebSearchUsageSignal:
         model_response = litellm.ModelResponse()
         GroqChatConfig()._add_web_search_usage(model_response=model_response)
         assert getattr(model_response, "usage", None) is None
-
-
diff --git a/tests/test_litellm/llms/groq/test_groq_cost_calculator.py b/tests/unit/llms/groq/test_groq_cost_calculator.py
similarity index 100%
rename from tests/test_litellm/llms/groq/test_groq_cost_calculator.py
rename to tests/unit/llms/groq/test_groq_cost_calculator.py
diff --git a/tests/unit/llms/hosted_vllm/__init__.py b/tests/unit/llms/hosted_vllm/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/hosted_vllm/chat/__init__.py b/tests/unit/llms/hosted_vllm/chat/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/hosted_vllm/chat/test_hosted_vllm_chat_transformation.py b/tests/unit/llms/hosted_vllm/chat/test_hosted_vllm_chat_transformation.py
similarity index 82%
rename from tests/test_litellm/llms/hosted_vllm/chat/test_hosted_vllm_chat_transformation.py
rename to tests/unit/llms/hosted_vllm/chat/test_hosted_vllm_chat_transformation.py
index 82b05601a85..1cc6a1457fc 100644
--- a/tests/test_litellm/llms/hosted_vllm/chat/test_hosted_vllm_chat_transformation.py
+++ b/tests/unit/llms/hosted_vllm/chat/test_hosted_vllm_chat_transformation.py
@@ -41,74 +41,9 @@ def test_hosted_vllm_chat_transformation_file_url():
     ]
 
 
-def test_hosted_vllm_chat_transformation_with_audio_url():
-    from litellm import completion
-
-    mock_client = MagicMock()
-    mock_response = MagicMock()
-    mock_response.status_code = 200
-    mock_response.headers = {"content-type": "application/json"}
-    mock_response.json.return_value = {
-        "id": "chatcmpl-test",
-        "object": "chat.completion",
-        "created": 1234567890,
-        "model": "llama-3.1-70b-instruct",
-        "choices": [
-            {
-                "index": 0,
-                "message": {"role": "assistant", "content": "Test response"},
-                "finish_reason": "stop",
-            }
-        ],
-        "usage": {"prompt_tokens": 10, "completion_tokens": 5, "total_tokens": 15},
-    }
-    mock_response.text = json.dumps(mock_response.json.return_value)
-    mock_client.post.return_value = mock_response
-
-    with patch(
-        "litellm.llms.custom_httpx.llm_http_handler._get_httpx_client",
-        return_value=mock_client,
-    ):
-        try:
-            completion(
-                model="hosted_vllm/llama-3.1-70b-instruct",
-                messages=[
-                    {
-                        "role": "user",
-                        "content": [
-                            {
-                                "type": "audio_url",
-                                "audio_url": {"url": "https://example.com/audio.mp3"},
-                            },
-                        ],
-                    },
-                ],
-                api_base="https://test-vllm.example.com/v1",
-            )
-        except Exception:
-            pass
-
-        mock_client.post.assert_called_once()
-        call_kwargs = mock_client.post.call_args[1]
-        request_data = json.loads(call_kwargs["data"])
-        assert request_data["messages"] == [
-            {
-                "role": "user",
-                "content": [
-                    {
-                        "type": "audio_url",
-                        "audio_url": {"url": "https://example.com/audio.mp3"},
-                    }
-                ],
-            }
-        ]
-
-
 def test_hosted_vllm_supports_reasoning_effort():
     config = HostedVLLMChatConfig()
-    supported_params = config.get_supported_openai_params(
-        model="hosted_vllm/gpt-oss-120b"
-    )
+    supported_params = config.get_supported_openai_params(model="hosted_vllm/gpt-oss-120b")
     assert "reasoning_effort" in supported_params
     optional_params = config.map_openai_params(
         non_default_params={"reasoning_effort": "high"},
@@ -129,9 +64,7 @@ def test_hosted_vllm_supports_thinking():
     Related issue: https://github.com/BerriAI/litellm/issues/19761
     """
     config = HostedVLLMChatConfig()
-    supported_params = config.get_supported_openai_params(
-        model="hosted_vllm/GLM-4.6-FP8"
-    )
+    supported_params = config.get_supported_openai_params(model="hosted_vllm/GLM-4.6-FP8")
     assert "thinking" in supported_params
 
     # Test thinking below the low threshold -> "minimal"
diff --git a/tests/unit/llms/hosted_vllm/embedding/__init__.py b/tests/unit/llms/hosted_vllm/embedding/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/hosted_vllm/embedding/test_hosted_vllm_embedding_transformation.py b/tests/unit/llms/hosted_vllm/embedding/test_hosted_vllm_embedding_transformation.py
similarity index 97%
rename from tests/test_litellm/llms/hosted_vllm/embedding/test_hosted_vllm_embedding_transformation.py
rename to tests/unit/llms/hosted_vllm/embedding/test_hosted_vllm_embedding_transformation.py
index 34be3e12abd..5854b1596b4 100644
--- a/tests/test_litellm/llms/hosted_vllm/embedding/test_hosted_vllm_embedding_transformation.py
+++ b/tests/unit/llms/hosted_vllm/embedding/test_hosted_vllm_embedding_transformation.py
@@ -87,9 +87,7 @@ class TestHostedVLLMEmbeddingTransformation:
             headers={},
         )
 
-        assert (
-            "encoding_format" not in result
-        ), "encoding_format should not be in request when not provided"
+        assert "encoding_format" not in result, "encoding_format should not be in request when not provided"
 
     def test_encoding_format_not_included_when_none(self):
         """
@@ -278,9 +276,7 @@ class TestHostedVLLMEmbeddingTransformation:
             sent_data = json.loads(call_kwargs["data"])
 
             # Assert that encoding_format is NOT in the sent data
-            assert (
-                "encoding_format" not in sent_data
-            ), "encoding_format should not be in request when not provided"
+            assert "encoding_format" not in sent_data, "encoding_format should not be in request when not provided"
             assert sent_data["model"] == "BAAI/bge-small-en-v1.5"
             assert sent_data["input"] == ["Hello world"]
 
diff --git a/tests/unit/llms/hosted_vllm/image_edit/__init__.py b/tests/unit/llms/hosted_vllm/image_edit/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/hosted_vllm/image_edit/test_hosted_vllm_image_edit_transformation.py b/tests/unit/llms/hosted_vllm/image_edit/test_hosted_vllm_image_edit_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/hosted_vllm/image_edit/test_hosted_vllm_image_edit_transformation.py
rename to tests/unit/llms/hosted_vllm/image_edit/test_hosted_vllm_image_edit_transformation.py
diff --git a/tests/unit/llms/hosted_vllm/responses/__init__.py b/tests/unit/llms/hosted_vllm/responses/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/hosted_vllm/responses/test_hosted_vllm_responses.py b/tests/unit/llms/hosted_vllm/responses/test_hosted_vllm_responses.py
similarity index 96%
rename from tests/test_litellm/llms/hosted_vllm/responses/test_hosted_vllm_responses.py
rename to tests/unit/llms/hosted_vllm/responses/test_hosted_vllm_responses.py
index e81bf0c4f1f..55d0ce1e68e 100644
--- a/tests/test_litellm/llms/hosted_vllm/responses/test_hosted_vllm_responses.py
+++ b/tests/unit/llms/hosted_vllm/responses/test_hosted_vllm_responses.py
@@ -68,9 +68,7 @@ def test_hosted_vllm_responses_create_with_string_input():
     Test that hosted_vllm routes directly to the native /v1/responses endpoint
     when the Responses API config is registered, and correctly parses the response.
     """
-    mock_client = _make_mock_http_client(
-        _make_mock_responses_api_response("I'm doing well, thanks!")
-    )
+    mock_client = _make_mock_http_client(_make_mock_responses_api_response("I'm doing well, thanks!"))
 
     with patch(
         "litellm.llms.custom_httpx.llm_http_handler._get_httpx_client",
@@ -109,10 +107,7 @@ def test_hosted_vllm_responses_create_with_explicit_none_extra_body():
     )
 
     # extra_body=None should be normalized to an empty dict (or absent)
-    assert (
-        optional_params.get("extra_body") is not None
-        or "extra_body" not in optional_params
-    )
+    assert optional_params.get("extra_body") is not None or "extra_body" not in optional_params
 
 
 def test_hosted_vllm_provider_config_registration():
diff --git a/tests/test_litellm/llms/hosted_vllm/test_hosted_vllm_rerank_transformation.py b/tests/unit/llms/hosted_vllm/test_hosted_vllm_rerank_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/hosted_vllm/test_hosted_vllm_rerank_transformation.py
rename to tests/unit/llms/hosted_vllm/test_hosted_vllm_rerank_transformation.py
diff --git a/tests/unit/llms/hosted_vllm/videos/__init__.py b/tests/unit/llms/hosted_vllm/videos/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/hosted_vllm/videos/test_hosted_vllm_video_transformation.py b/tests/unit/llms/hosted_vllm/videos/test_hosted_vllm_video_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/hosted_vllm/videos/test_hosted_vllm_video_transformation.py
rename to tests/unit/llms/hosted_vllm/videos/test_hosted_vllm_video_transformation.py
diff --git a/tests/unit/llms/huggingface/__init__.py b/tests/unit/llms/huggingface/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/huggingface/rerank/__init__.py b/tests/unit/llms/huggingface/rerank/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/huggingface/rerank/test_huggingface_rerank_transformation.py b/tests/unit/llms/huggingface/rerank/test_huggingface_rerank_transformation.py
similarity index 91%
rename from tests/test_litellm/llms/huggingface/rerank/test_huggingface_rerank_transformation.py
rename to tests/unit/llms/huggingface/rerank/test_huggingface_rerank_transformation.py
index 9d6b7290eb6..6fd2b006fef 100644
--- a/tests/test_litellm/llms/huggingface/rerank/test_huggingface_rerank_transformation.py
+++ b/tests/unit/llms/huggingface/rerank/test_huggingface_rerank_transformation.py
@@ -219,29 +219,6 @@ def test_huggingface_rerank_return_documents(mock_post):
             assert "text" in result["document"]
 
 
-@patch("litellm.llms.custom_httpx.http_handler.HTTPHandler.post")
-def test_huggingface_rerank_error_handling(mock_post):
-    """Test HuggingFace rerank error handling."""
-
-    def return_val():
-        return {"error": "Unauthorized"}
-
-    mock_response = MagicMock()
-    mock_response.status_code = 401
-    mock_response.json = return_val
-    mock_response.text = "Unauthorized"
-    mock_post.return_value = mock_response
-
-    with pytest.raises(litellm.APIConnectionError):
-        litellm.rerank(
-            model="huggingface/BAAI/bge-reranker-base",
-            query="hello",
-            documents=["hello", "world"],
-            top_n=2,
-            api_key="invalid_key",
-        )
-
-
 def test_huggingface_rerank_config():
     """Test HuggingFaceRerankConfig class functionality."""
     from litellm.llms.huggingface.rerank.transformation import HuggingFaceRerankConfig
@@ -249,10 +226,7 @@ def test_huggingface_rerank_config():
     config = HuggingFaceRerankConfig()
 
     # Test complete URL generation
-    assert (
-        config.get_complete_url(None, "test")
-        == "https://api-inference.huggingface.co/rerank"
-    )
+    assert config.get_complete_url(None, "test") == "https://api-inference.huggingface.co/rerank"
 
     # Test custom API base
     custom_url = config.get_complete_url("https://custom.huggingface.co", "test")
@@ -292,13 +266,9 @@ def test_request_transformation():
 
     config = HuggingFaceRerankConfig()
 
-    optional_params = OptionalRerankParams(
-        query="hello", texts=["hello", "world"], top_n=2, return_text=True
-    )
+    optional_params = OptionalRerankParams(query="hello", texts=["hello", "world"], top_n=2, return_text=True)
 
-    request_body = config.transform_rerank_request(
-        model="test", optional_rerank_params=optional_params, headers={}
-    )
+    request_body = config.transform_rerank_request(model="test", optional_rerank_params=optional_params, headers={})
 
     assert request_body["query"] == "hello"
     assert request_body["texts"] == ["hello", "world"]
@@ -368,9 +338,7 @@ def test_validate_environment():
 
     # Test headers override
     custom_headers = {"custom": "header"}
-    headers = config.validate_environment(
-        headers=custom_headers, model="test", api_key="test_key"
-    )
+    headers = config.validate_environment(headers=custom_headers, model="test", api_key="test_key")
 
     assert "custom" in headers
     assert headers["custom"] == "header"
diff --git a/tests/unit/llms/inception/__init__.py b/tests/unit/llms/inception/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/inception/test_inception_chat_transformation.py b/tests/unit/llms/inception/test_inception_chat_transformation.py
similarity index 96%
rename from tests/test_litellm/llms/inception/test_inception_chat_transformation.py
rename to tests/unit/llms/inception/test_inception_chat_transformation.py
index 1d12be2adee..c4c023077fc 100644
--- a/tests/test_litellm/llms/inception/test_inception_chat_transformation.py
+++ b/tests/unit/llms/inception/test_inception_chat_transformation.py
@@ -188,21 +188,15 @@ def test_inception_does_not_leak_key_to_caller_api_base():
     caller also supplies their own key.
     """
     config = InceptionChatConfig()
-    with mock.patch.dict(
-        os.environ, {"INCEPTION_API_KEY": "server-secret"}, clear=True
-    ):
+    with mock.patch.dict(os.environ, {"INCEPTION_API_KEY": "server-secret"}, clear=True):
         with mock.patch.object(litellm, "inception_key", "module-secret"):
             # caller overrides api_base without a key -> server key withheld
-            api_base, api_key = config._get_openai_compatible_provider_info(
-                "https://attacker.example/v1", None
-            )
+            api_base, api_key = config._get_openai_compatible_provider_info("https://attacker.example/v1", None)
             assert api_base == "https://attacker.example/v1"
             assert api_key is None
 
             # caller overrides api_base AND supplies their own key -> used as-is
-            _, api_key = config._get_openai_compatible_provider_info(
-                "https://attacker.example/v1", "caller-key"
-            )
+            _, api_key = config._get_openai_compatible_provider_info("https://attacker.example/v1", "caller-key")
             assert api_key == "caller-key"
 
             # default/server base -> server-managed key resolved
@@ -217,9 +211,7 @@ def test_get_llm_provider_inception():
     assert model == "mercury-2"
     assert provider == "inception"
 
-    model, provider, _, api_base = get_llm_provider(
-        "mercury-2", api_base="https://api.inceptionlabs.ai/v1"
-    )
+    model, provider, _, api_base = get_llm_provider("mercury-2", api_base="https://api.inceptionlabs.ai/v1")
     assert model == "mercury-2"
     assert provider == "inception"
     assert api_base == "https://api.inceptionlabs.ai/v1"
@@ -293,5 +285,3 @@ def test_inception_completion_targets_inception_endpoint():
     assert captured["body"]["model"] == "mercury-2"
     assert captured["body"]["tool_choice"] == "auto"
     assert response.choices[0].message.content == "hi"
-
-
diff --git a/tests/test_litellm/llms/inception/test_inception_completion_transformation.py b/tests/unit/llms/inception/test_inception_completion_transformation.py
similarity index 95%
rename from tests/test_litellm/llms/inception/test_inception_completion_transformation.py
rename to tests/unit/llms/inception/test_inception_completion_transformation.py
index ed3f34fc744..84923229e20 100644
--- a/tests/test_litellm/llms/inception/test_inception_completion_transformation.py
+++ b/tests/unit/llms/inception/test_inception_completion_transformation.py
@@ -22,9 +22,7 @@ def _fim_response_bytes():
             "object": "text_completion",
             "created": 1,
             "model": "mercury-edit-2",
-            "choices": [
-                {"text": "a + b", "index": 0, "finish_reason": "stop", "logprobs": None}
-            ],
+            "choices": [{"text": "a + b", "index": 0, "finish_reason": "stop", "logprobs": None}],
             "usage": {"prompt_tokens": 5, "completion_tokens": 3, "total_tokens": 8},
         }
     ).encode()
@@ -47,9 +45,7 @@ def test_inception_fim_supports_suffix_param():
 
 def test_inception_fim_supported_params_match_schema():
     """FIM exposes the OpenAI subset of Inception's FIMCompletionRequest only"""
-    params = InceptionTextCompletionConfig().get_supported_openai_params(
-        "mercury-edit-2"
-    )
+    params = InceptionTextCompletionConfig().get_supported_openai_params("mercury-edit-2")
     for p in ("suffix", "top_p", "frequency_penalty", "presence_penalty", "stop"):
         assert p in params
     # Chat-only sampling controls are not part of Inception's FIM schema
@@ -75,11 +71,7 @@ def test_inception_get_supported_openai_params_dispatch():
 
 @pytest.mark.parametrize("provider", ["inception", "text-completion-inception"])
 def test_inception_validate_environment(provider):
-    model = (
-        "inception/mercury-2"
-        if provider == "inception"
-        else "text-completion-inception/mercury-edit-2"
-    )
+    model = "inception/mercury-2" if provider == "inception" else "text-completion-inception/mercury-edit-2"
 
     with mock.patch.dict(os.environ, {}, clear=True):
         result = litellm.validate_environment(model)
@@ -217,9 +209,7 @@ def test_inception_fim_does_not_leak_global_api_key():
             content=_fim_response_bytes(),
         )
 
-    with mock.patch.dict(
-        os.environ, {"INCEPTION_API_KEY": "sk-inception-correct"}, clear=True
-    ):
+    with mock.patch.dict(os.environ, {"INCEPTION_API_KEY": "sk-inception-correct"}, clear=True):
         with mock.patch.object(litellm, "inception_key", None):
             with mock.patch.object(litellm, "api_key", "sk-global-should-not-leak"):
                 with mock.patch("httpx.Client.send", new=fake_send):
diff --git a/tests/unit/llms/jina_ai/__init__.py b/tests/unit/llms/jina_ai/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/jina_ai/embedding/__init__.py b/tests/unit/llms/jina_ai/embedding/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/jina_ai/embedding/test_jina_embedding_transformation.py b/tests/unit/llms/jina_ai/embedding/test_jina_embedding_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/jina_ai/embedding/test_jina_embedding_transformation.py
rename to tests/unit/llms/jina_ai/embedding/test_jina_embedding_transformation.py
diff --git a/tests/unit/llms/langflow/__init__.py b/tests/unit/llms/langflow/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/langflow/chat/__init__.py b/tests/unit/llms/langflow/chat/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/langflow/chat/test_langflow_chat_transformation.py b/tests/unit/llms/langflow/chat/test_langflow_chat_transformation.py
similarity index 93%
rename from tests/test_litellm/llms/langflow/chat/test_langflow_chat_transformation.py
rename to tests/unit/llms/langflow/chat/test_langflow_chat_transformation.py
index 383a7afbe93..179a6cad4aa 100644
--- a/tests/test_litellm/llms/langflow/chat/test_langflow_chat_transformation.py
+++ b/tests/unit/llms/langflow/chat/test_langflow_chat_transformation.py
@@ -46,7 +46,7 @@ def test_langflow_config_get_complete_url():
 
 def test_langflow_config_get_complete_url_requires_api_base():
     config = LangFlowConfig()
-    with pytest.raises(ValueError, match='api_base is required for LangFlow\\. Set it via'):
+    with pytest.raises(ValueError, match="api_base is required for LangFlow\\. Set it via"):
         config.get_complete_url(
             api_base=None,
             api_key=None,
@@ -225,9 +225,7 @@ def test_langflow_extra_body_cannot_inject_tweaks_into_run_payload():
         posted_bodies.append(json.loads(body) if isinstance(body, str) else body)
         resp = MagicMock(spec=httpx.Response)
         resp.status_code = 200
-        resp.json.return_value = {
-            "outputs": [{"outputs": [{"results": {"message": {"text": "hi"}}}]}]
-        }
+        resp.json.return_value = {"outputs": [{"outputs": [{"results": {"message": {"text": "hi"}}}]}]}
         resp.headers = {}
         resp.text = "{}"
         return resp
@@ -275,9 +273,7 @@ def test_langflow_config_extract_response_from_outputs_dict():
                     "outputs": [
                         {
                             "results": {},
-                            "outputs": {
-                                "message": {"message": {"text": "via outputs dict"}}
-                            },
+                            "outputs": {"message": {"message": {"text": "via outputs dict"}}},
                         }
                     ]
                 }
@@ -292,14 +288,9 @@ def test_langflow_extract_response_returns_none_when_no_message():
     assert config._extract_content_from_response({"outputs": []}) is None
     assert config._extract_content_from_response({"detail": "flow failed"}) is None
     assert config._extract_content_from_response({"outputs": ["not-a-dict"]}) is None
+    assert config._extract_content_from_response({"outputs": [{"outputs": ["bad"]}]}) is None
     assert (
-        config._extract_content_from_response({"outputs": [{"outputs": ["bad"]}]})
-        is None
-    )
-    assert (
-        config._extract_content_from_response(
-            {"outputs": [{"outputs": [{"results": {"message": {"text": ""}}}]}]}
-        )
+        config._extract_content_from_response({"outputs": [{"outputs": [{"results": {"message": {"text": ""}}}]}]})
         is None
     )
 
@@ -310,9 +301,7 @@ def test_langflow_transform_response_builds_model_response_with_usage():
         status_code=200,
         json={
             "session_id": "sess-abc",
-            "outputs": [
-                {"outputs": [{"results": {"message": {"text": "Hello from LangFlow"}}}]}
-            ],
+            "outputs": [{"outputs": [{"results": {"message": {"text": "Hello from LangFlow"}}}]}],
         },
     )
 
@@ -332,9 +321,7 @@ def test_langflow_transform_response_builds_model_response_with_usage():
     assert result.choices[0].finish_reason == "stop"
     assert result.model == "langflow/my-flow-id"
     assert result.usage.completion_tokens > 0
-    assert result.usage.total_tokens == (
-        result.usage.prompt_tokens + result.usage.completion_tokens
-    )
+    assert result.usage.total_tokens == (result.usage.prompt_tokens + result.usage.completion_tokens)
 
 
 def test_langflow_transform_response_raises_on_unparseable_body():
@@ -357,9 +344,7 @@ def test_langflow_transform_response_raises_on_unparseable_body():
 
 def test_langflow_transform_response_raises_on_non_json_body():
     config = LangFlowConfig()
-    raw_response = httpx.Response(
-        status_code=200, content=b"not json", headers={"content-type": "text/plain"}
-    )
+    raw_response = httpx.Response(status_code=200, content=b"not json", headers={"content-type": "text/plain"})
 
     with pytest.raises(LangFlowError):
         config.transform_response(
diff --git a/tests/unit/llms/litellm_proxy/__init__.py b/tests/unit/llms/litellm_proxy/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/litellm_proxy/chat/__init__.py b/tests/unit/llms/litellm_proxy/chat/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/litellm_proxy/chat/test_litellm_proxy_chat_transformation.py b/tests/unit/llms/litellm_proxy/chat/test_litellm_proxy_chat_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/litellm_proxy/chat/test_litellm_proxy_chat_transformation.py
rename to tests/unit/llms/litellm_proxy/chat/test_litellm_proxy_chat_transformation.py
diff --git a/tests/unit/llms/litellm_proxy/skills/__init__.py b/tests/unit/llms/litellm_proxy/skills/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/litellm_proxy/skills/test_code_execution.py b/tests/unit/llms/litellm_proxy/skills/test_code_execution.py
similarity index 100%
rename from tests/test_litellm/llms/litellm_proxy/skills/test_code_execution.py
rename to tests/unit/llms/litellm_proxy/skills/test_code_execution.py
diff --git a/tests/test_litellm/llms/litellm_proxy/skills/test_skill_search.py b/tests/unit/llms/litellm_proxy/skills/test_skill_search.py
similarity index 100%
rename from tests/test_litellm/llms/litellm_proxy/skills/test_skill_search.py
rename to tests/unit/llms/litellm_proxy/skills/test_skill_search.py
diff --git a/tests/test_litellm/llms/litellm_proxy/test_sandbox_executor.py b/tests/unit/llms/litellm_proxy/test_sandbox_executor.py
similarity index 84%
rename from tests/test_litellm/llms/litellm_proxy/test_sandbox_executor.py
rename to tests/unit/llms/litellm_proxy/test_sandbox_executor.py
index 422e7a3cf4d..e7a03b9231a 100644
--- a/tests/test_litellm/llms/litellm_proxy/test_sandbox_executor.py
+++ b/tests/unit/llms/litellm_proxy/test_sandbox_executor.py
@@ -55,9 +55,7 @@ def _install_fake_sandbox(monkeypatch, session_cls=_FakeSandboxSession):
 def test_execute_installs_inline_requirements_file(monkeypatch):
     _install_fake_sandbox(monkeypatch)
     executor = SkillsSandboxExecutor()
-    monkeypatch.setattr(
-        executor, "_collect_generated_files", lambda *args, **kwargs: []
-    )
+    monkeypatch.setattr(executor, "_collect_generated_files", lambda *args, **kwargs: [])
 
     requirements = "git+https://example.com/repo.git#egg=foo\n-r extra.txt\n-e ./pkg\n"
     result = executor.execute(
@@ -69,22 +67,15 @@ def test_execute_installs_inline_requirements_file(monkeypatch):
     assert result["success"] is True
 
     created_session = _FakeSandboxSession.last_instance
-    assert created_session.copied_contents[
-        "/sandbox/.litellm_requirements.txt"
-    ] == requirements.encode("utf-8")
-    assert (
-        "pip', 'install', '-r', '.litellm_requirements.txt'"
-        in created_session.run_calls[0]
-    )
+    assert created_session.copied_contents["/sandbox/.litellm_requirements.txt"] == requirements.encode("utf-8")
+    assert "pip', 'install', '-r', '.litellm_requirements.txt'" in created_session.run_calls[0]
     assert "os.chdir('/sandbox')" in created_session.run_calls[1]
 
 
 def test_execute_uses_skill_requirements_txt(monkeypatch):
     _install_fake_sandbox(monkeypatch)
     executor = SkillsSandboxExecutor()
-    monkeypatch.setattr(
-        executor, "_collect_generated_files", lambda *args, **kwargs: []
-    )
+    monkeypatch.setattr(executor, "_collect_generated_files", lambda *args, **kwargs: [])
 
     result = executor.execute(
         code="print('hello')",
@@ -97,9 +88,7 @@ def test_execute_uses_skill_requirements_txt(monkeypatch):
     assert result["success"] is True
 
     created_session = _FakeSandboxSession.last_instance
-    copied_paths = {
-        sandbox_path for _, sandbox_path in created_session.copy_to_runtime_calls
-    }
+    copied_paths = {sandbox_path for _, sandbox_path in created_session.copy_to_runtime_calls}
     assert "/sandbox/requirements.txt" in copied_paths
     assert "/sandbox/.litellm_requirements.txt" not in copied_paths
     assert "pip', 'install', '-r', 'requirements.txt'" in created_session.run_calls[0]
@@ -118,9 +107,7 @@ def test_execute_returns_install_failure(monkeypatch):
 
     _install_fake_sandbox(monkeypatch, session_cls=_FailingSandboxSession)
     executor = SkillsSandboxExecutor()
-    monkeypatch.setattr(
-        executor, "_collect_generated_files", lambda *args, **kwargs: []
-    )
+    monkeypatch.setattr(executor, "_collect_generated_files", lambda *args, **kwargs: [])
 
     result = executor.execute(
         code="print('hello')",
diff --git a/tests/test_litellm/llms/litellm_proxy/test_skills_ownership.py b/tests/unit/llms/litellm_proxy/test_skills_ownership.py
similarity index 88%
rename from tests/test_litellm/llms/litellm_proxy/test_skills_ownership.py
rename to tests/unit/llms/litellm_proxy/test_skills_ownership.py
index e538c50cde8..6caa2da3169 100644
--- a/tests/test_litellm/llms/litellm_proxy/test_skills_ownership.py
+++ b/tests/unit/llms/litellm_proxy/test_skills_ownership.py
@@ -37,12 +37,7 @@ def _skill(skill_id: str, created_by: str | None) -> LiteLLM_SkillsTable:
 def test_should_extract_skill_auth_from_supported_metadata_fields():
     auth = UserAPIKeyAuth(user_id="user-1")
 
-    assert (
-        skills_main._get_user_api_key_auth_from_kwargs(
-            {"metadata": {"user_api_key_auth": auth}}
-        )
-        is auth
-    )
+    assert skills_main._get_user_api_key_auth_from_kwargs({"metadata": {"user_api_key_auth": auth}}) is auth
     assert (
         skills_main._get_user_api_key_auth_from_kwargs(
             {"metadata": {}, "litellm_metadata": {"user_api_key_auth": auth}}
@@ -122,9 +117,7 @@ def test_should_forward_skill_auth_through_sdk_entrypoints(monkeypatch):
         == "deleted"
     )
 
-    assert handler.create_skill_handler.call_args.kwargs["metadata"] == {
-        "source": "request"
-    }
+    assert handler.create_skill_handler.call_args.kwargs["metadata"] == {"source": "request"}
     assert handler.create_skill_handler.call_args.kwargs["user_api_key_dict"] is auth
     assert handler.list_skills_handler.call_args.kwargs["user_api_key_dict"] is auth
     assert handler.get_skill_handler.call_args.kwargs["user_api_key_dict"] is auth
@@ -149,9 +142,7 @@ def test_should_build_resource_owner_scopes_for_auth_context():
     ]
     assert resource_ownership.get_primary_resource_owner_scope(auth) == "user-1"
     assert resource_ownership.user_can_access_resource_owner("team:team-1", auth)
-    assert resource_ownership.get_resource_owner_scopes(
-        UserAPIKeyAuth(token="token-hash")
-    ) == ["key:token-hash"]
+    assert resource_ownership.get_resource_owner_scopes(UserAPIKeyAuth(token="token-hash")) == ["key:token-hash"]
     # Identity-less callers get an empty scope set — sharing a sentinel
     # would collapse every identity-less caller into the same logical
     # owner, which is a cross-tenant data-access primitive.
@@ -165,9 +156,7 @@ def test_should_allow_admin_and_anonymous_resource_owner_paths():
     assert resource_ownership.is_proxy_admin(admin)
     assert resource_ownership.user_can_access_resource_owner(None, admin)
     assert resource_ownership.user_can_access_resource_owner(None, None)
-    assert not resource_ownership.user_can_access_resource_owner(
-        None, UserAPIKeyAuth(user_id="user-1")
-    )
+    assert not resource_ownership.user_can_access_resource_owner(None, UserAPIKeyAuth(user_id="user-1"))
 
 
 @pytest.mark.asyncio
@@ -218,9 +207,7 @@ async def test_should_forward_skill_auth_through_transformation_handler(monkeypa
 async def test_should_store_team_owner_for_keys_without_user_id(monkeypatch):
     table = AsyncMock()
     table.create.side_effect = lambda data: _skill(data["skill_id"], data["created_by"])
-    prisma_client = type(
-        "Prisma", (), {"db": type("DB", (), {"litellm_skillstable": table})()}
-    )()
+    prisma_client = type("Prisma", (), {"db": type("DB", (), {"litellm_skillstable": table})()})()
     monkeypatch.setattr(
         LiteLLMSkillsHandler,
         "_get_prisma_client",
@@ -242,9 +229,7 @@ async def test_should_store_team_owner_for_keys_without_user_id(monkeypatch):
 async def test_should_store_token_owner_for_keys_without_user_team_or_org(monkeypatch):
     table = AsyncMock()
     table.create.side_effect = lambda data: _skill(data["skill_id"], data["created_by"])
-    prisma_client = type(
-        "Prisma", (), {"db": type("DB", (), {"litellm_skillstable": table})()}
-    )()
+    prisma_client = type("Prisma", (), {"db": type("DB", (), {"litellm_skillstable": table})()})()
     monkeypatch.setattr(
         LiteLLMSkillsHandler,
         "_get_prisma_client",
@@ -268,9 +253,7 @@ async def test_should_reject_skill_create_for_identityless_proxy_auth(monkeypatc
     sentinel as ``created_by`` would let any two such callers see each
     other's skills via the resulting shared owner scope."""
     table = AsyncMock()
-    prisma_client = type(
-        "Prisma", (), {"db": type("DB", (), {"litellm_skillstable": table})()}
-    )()
+    prisma_client = type("Prisma", (), {"db": type("DB", (), {"litellm_skillstable": table})()})()
     monkeypatch.setattr(
         LiteLLMSkillsHandler,
         "_get_prisma_client",
@@ -291,9 +274,7 @@ async def test_should_reject_skill_create_for_identityless_proxy_auth(monkeypatc
 async def test_should_filter_list_skills_to_authenticated_owner_scopes(monkeypatch):
     table = AsyncMock()
     table.find_many.return_value = [_skill("litellm_skill_owner", "user-1")]
-    prisma_client = type(
-        "Prisma", (), {"db": type("DB", (), {"litellm_skillstable": table})()}
-    )()
+    prisma_client = type("Prisma", (), {"db": type("DB", (), {"litellm_skillstable": table})()})()
     monkeypatch.setattr(
         LiteLLMSkillsHandler,
         "_get_prisma_client",
@@ -318,9 +299,7 @@ async def test_should_filter_list_skills_to_authenticated_owner_scopes(monkeypat
 async def test_should_hide_skill_from_different_owner(monkeypatch):
     table = AsyncMock()
     table.find_unique.return_value = _skill("litellm_skill_other", "user-2")
-    prisma_client = type(
-        "Prisma", (), {"db": type("DB", (), {"litellm_skillstable": table})()}
-    )()
+    prisma_client = type("Prisma", (), {"db": type("DB", (), {"litellm_skillstable": table})()})()
     monkeypatch.setattr(
         LiteLLMSkillsHandler,
         "_get_prisma_client",
@@ -340,9 +319,7 @@ async def test_should_hide_skill_from_different_owner(monkeypatch):
 async def test_should_hide_unowned_skill_by_default(monkeypatch):
     table = AsyncMock()
     table.find_unique.return_value = _skill("litellm_skill_unowned", None)
-    prisma_client = type(
-        "Prisma", (), {"db": type("DB", (), {"litellm_skillstable": table})()}
-    )()
+    prisma_client = type("Prisma", (), {"db": type("DB", (), {"litellm_skillstable": table})()})()
     monkeypatch.setattr(
         LiteLLMSkillsHandler,
         "_get_prisma_client",
@@ -364,9 +341,7 @@ async def test_list_skills_excludes_unowned_for_non_admin(monkeypatch):
     with ``created_by IS NULL`` are excluded — admin-only."""
     table = AsyncMock()
     table.find_many.return_value = []
-    prisma_client = type(
-        "Prisma", (), {"db": type("DB", (), {"litellm_skillstable": table})()}
-    )()
+    prisma_client = type("Prisma", (), {"db": type("DB", (), {"litellm_skillstable": table})()})()
     monkeypatch.setattr(
         LiteLLMSkillsHandler,
         "_get_prisma_client",
@@ -422,9 +397,7 @@ async def test_load_skill_uses_cache_after_first_db_hit(monkeypatch):
     fake_skill = Mock(created_by="user-1", skill_id="litellm_skill_a")
     table = AsyncMock()
     table.find_unique = AsyncMock(return_value=fake_skill)
-    prisma_client = type(
-        "Prisma", (), {"db": type("DB", (), {"litellm_skillstable": table})()}
-    )()
+    prisma_client = type("Prisma", (), {"db": type("DB", (), {"litellm_skillstable": table})()})()
     monkeypatch.setattr(
         skills_handler.LiteLLMSkillsHandler,
         "_get_prisma_client",
@@ -432,10 +405,7 @@ async def test_load_skill_uses_cache_after_first_db_hit(monkeypatch):
     )
 
     for _ in range(3):
-        assert (
-            await skills_handler.LiteLLMSkillsHandler._load_skill("litellm_skill_a")
-            is fake_skill
-        )
+        assert await skills_handler.LiteLLMSkillsHandler._load_skill("litellm_skill_a") is fake_skill
     assert table.find_unique.await_count == 1
 
 
@@ -445,9 +415,7 @@ async def test_load_skill_caches_negative_lookups(monkeypatch):
     the DB and the caller still sees ``None``."""
     table = AsyncMock()
     table.find_unique = AsyncMock(return_value=None)
-    prisma_client = type(
-        "Prisma", (), {"db": type("DB", (), {"litellm_skillstable": table})()}
-    )()
+    prisma_client = type("Prisma", (), {"db": type("DB", (), {"litellm_skillstable": table})()})()
     monkeypatch.setattr(
         skills_handler.LiteLLMSkillsHandler,
         "_get_prisma_client",
@@ -466,9 +434,7 @@ async def test_delete_skill_invalidates_cache(monkeypatch):
     table = AsyncMock()
     table.find_unique = AsyncMock(return_value=fake_skill)
     table.delete = AsyncMock()
-    prisma_client = type(
-        "Prisma", (), {"db": type("DB", (), {"litellm_skillstable": table})()}
-    )()
+    prisma_client = type("Prisma", (), {"db": type("DB", (), {"litellm_skillstable": table})()})()
     monkeypatch.setattr(
         skills_handler.LiteLLMSkillsHandler,
         "_get_prisma_client",
@@ -480,12 +446,7 @@ async def test_delete_skill_invalidates_cache(monkeypatch):
     assert skills_handler._SKILL_CACHE.get_cache("litellm_skill_a") is fake_skill
 
     auth = UserAPIKeyAuth(user_id="user-1")
-    await skills_handler.LiteLLMSkillsHandler.delete_skill(
-        "litellm_skill_a", user_api_key_dict=auth
-    )
+    await skills_handler.LiteLLMSkillsHandler.delete_skill("litellm_skill_a", user_api_key_dict=auth)
 
     # Post-delete, the cache holds the negative sentinel — not the stale row.
-    assert (
-        skills_handler._SKILL_CACHE.get_cache("litellm_skill_a")
-        == skills_handler._NEGATIVE_SKILL_SENTINEL
-    )
+    assert skills_handler._SKILL_CACHE.get_cache("litellm_skill_a") == skills_handler._NEGATIVE_SKILL_SENTINEL
diff --git a/tests/unit/llms/llamafile/__init__.py b/tests/unit/llms/llamafile/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/llamafile/chat/__init__.py b/tests/unit/llms/llamafile/chat/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/llamafile/chat/test_llamafile_chat_transformation.py b/tests/unit/llms/llamafile/chat/test_llamafile_chat_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/llamafile/chat/test_llamafile_chat_transformation.py
rename to tests/unit/llms/llamafile/chat/test_llamafile_chat_transformation.py
diff --git a/tests/unit/llms/manus/__init__.py b/tests/unit/llms/manus/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/manus/responses/__init__.py b/tests/unit/llms/manus/responses/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/manus/responses/test_manus_responses_transformation.py b/tests/unit/llms/manus/responses/test_manus_responses_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/manus/responses/test_manus_responses_transformation.py
rename to tests/unit/llms/manus/responses/test_manus_responses_transformation.py
diff --git a/tests/unit/llms/meta/__init__.py b/tests/unit/llms/meta/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/meta/realtime/__init__.py b/tests/unit/llms/meta/realtime/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/meta/realtime/test_meta_realtime_transformation.py b/tests/unit/llms/meta/realtime/test_meta_realtime_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/meta/realtime/test_meta_realtime_transformation.py
rename to tests/unit/llms/meta/realtime/test_meta_realtime_transformation.py
diff --git a/tests/unit/llms/meta_llama/__init__.py b/tests/unit/llms/meta_llama/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/meta_llama/test_meta_llama_chat_transformation.py b/tests/unit/llms/meta_llama/test_meta_llama_chat_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/meta_llama/test_meta_llama_chat_transformation.py
rename to tests/unit/llms/meta_llama/test_meta_llama_chat_transformation.py
diff --git a/tests/unit/llms/minimax/__init__.py b/tests/unit/llms/minimax/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/minimax/chat/__init__.py b/tests/unit/llms/minimax/chat/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/minimax/chat/test_transformation.py b/tests/unit/llms/minimax/chat/test_transformation.py
similarity index 54%
rename from tests/test_litellm/llms/minimax/chat/test_transformation.py
rename to tests/unit/llms/minimax/chat/test_transformation.py
index 9d51b556500..2645b2832aa 100644
--- a/tests/test_litellm/llms/minimax/chat/test_transformation.py
+++ b/tests/unit/llms/minimax/chat/test_transformation.py
@@ -2,14 +2,9 @@
 Test MiniMax OpenAI-compatible API support
 """
 
-import os
 from unittest.mock import MagicMock, patch
 
-import pytest
-
-
 import litellm
-from litellm import completion
 from litellm.llms.minimax.chat.transformation import MinimaxChatConfig
 
 
@@ -107,97 +102,6 @@ def test_minimax_provider_config_manager():
     assert isinstance(config, MinimaxChatConfig)
 
 
-@pytest.mark.skip(reason="Requires actual MiniMax API key")
-def test_minimax_chat_completion_basic():
-    """Test basic chat completion with MiniMax OpenAI-compatible API"""
-    response = completion(
-        model="minimax/MiniMax-M2.1",
-        messages=[
-            {"role": "system", "content": "You are a helpful assistant."},
-            {"role": "user", "content": "Hello, how are you?"},
-        ],
-        api_key=os.getenv("MINIMAX_API_KEY"),
-        api_base="https://api.minimax.io/v1",
-    )
-
-    assert response is not None
-    assert hasattr(response, "choices")
-    assert len(response.choices) > 0
-
-
-@pytest.mark.skip(reason="Requires actual MiniMax API key")
-def test_minimax_chat_completion_with_reasoning_split():
-    """Test completion with reasoning_split parameter (MiniMax M2.1 feature)"""
-    response = completion(
-        model="minimax/MiniMax-M2.1",
-        messages=[
-            {"role": "system", "content": "You are a helpful assistant."},
-            {"role": "user", "content": "Solve this problem: 2+2=?"},
-        ],
-        api_key=os.getenv("MINIMAX_API_KEY"),
-        api_base="https://api.minimax.io/v1",
-        extra_body={"reasoning_split": True},
-    )
-
-    assert response is not None
-    # Check if reasoning_details is present in response
-    if hasattr(response.choices[0].message, "reasoning_details"):
-        assert response.choices[0].message.reasoning_details is not None
-
-
-@pytest.mark.skip(reason="Requires actual MiniMax API key")
-def test_minimax_chat_completion_with_tools():
-    """Test completion with tool calling (function calling)"""
-    tools = [
-        {
-            "type": "function",
-            "function": {
-                "name": "get_weather",
-                "description": "Get the current weather in a location",
-                "parameters": {
-                    "type": "object",
-                    "properties": {
-                        "location": {
-                            "type": "string",
-                            "description": "The city and state, e.g. San Francisco, CA",
-                        }
-                    },
-                    "required": ["location"],
-                },
-            },
-        }
-    ]
-
-    response = completion(
-        model="minimax/MiniMax-M2.1",
-        messages=[{"role": "user", "content": "What's the weather in San Francisco?"}],
-        tools=tools,
-        api_key=os.getenv("MINIMAX_API_KEY"),
-        api_base="https://api.minimax.io/v1",
-    )
-
-    assert response is not None
-    assert hasattr(response, "choices")
-
-
-@pytest.mark.skip(reason="Requires actual MiniMax API key")
-def test_minimax_chat_completion_streaming():
-    """Test streaming completion"""
-    response = completion(
-        model="minimax/MiniMax-M2.1",
-        messages=[{"role": "user", "content": "Count to 5"}],
-        stream=True,
-        api_key=os.getenv("MINIMAX_API_KEY"),
-        api_base="https://api.minimax.io/v1",
-    )
-
-    chunks = []
-    for chunk in response:
-        chunks.append(chunk)
-
-    assert len(chunks) > 0
-
-
 if __name__ == "__main__":
     # Run basic tests that don't require API key
     print("Testing MiniMax Chat Config...")
diff --git a/tests/unit/llms/minimax/messages/__init__.py b/tests/unit/llms/minimax/messages/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/minimax/messages/test_transformation.py b/tests/unit/llms/minimax/messages/test_transformation.py
similarity index 57%
rename from tests/test_litellm/llms/minimax/messages/test_transformation.py
rename to tests/unit/llms/minimax/messages/test_transformation.py
index c7435a52890..a4b075414e3 100644
--- a/tests/test_litellm/llms/minimax/messages/test_transformation.py
+++ b/tests/unit/llms/minimax/messages/test_transformation.py
@@ -2,14 +2,9 @@
 Test MiniMax Anthropic-compatible API support
 """
 
-import os
 from unittest.mock import MagicMock, patch
 
-import pytest
-
-
 import litellm
-from litellm import completion
 from litellm.llms.minimax.messages.transformation import MinimaxMessagesConfig
 
 
@@ -58,75 +53,6 @@ def test_minimax_provider_config_manager():
     assert config.custom_llm_provider == "minimax"
 
 
-@pytest.mark.skip(reason="Requires actual MiniMax API key")
-def test_minimax_completion_basic():
-    """Test basic completion with MiniMax Anthropic-compatible API"""
-    response = completion(
-        model="minimax/MiniMax-M2.1",
-        messages=[{"role": "user", "content": "Hello, how are you?"}],
-        api_key=os.getenv("MINIMAX_API_KEY"),
-        api_base="https://api.minimax.io/anthropic/v1/messages",
-    )
-
-    assert response is not None
-    assert hasattr(response, "choices")
-    assert len(response.choices) > 0
-
-
-@pytest.mark.skip(reason="Requires actual MiniMax API key")
-def test_minimax_completion_with_thinking():
-    """Test completion with thinking parameter (MiniMax M2.1 feature)"""
-    response = completion(
-        model="minimax/MiniMax-M2.1",
-        messages=[{"role": "user", "content": "Solve this problem: 2+2=?"}],
-        api_key=os.getenv("MINIMAX_API_KEY"),
-        api_base="https://api.minimax.io/anthropic/v1/messages",
-        thinking={"type": "enabled", "budget_tokens": 1000},
-    )
-
-    assert response is not None
-    # Check if thinking content is present in response
-    for choice in response.choices:
-        if hasattr(choice.message, "content"):
-            # MiniMax returns thinking blocks similar to Anthropic
-            assert choice.message.content is not None
-
-
-@pytest.mark.skip(reason="Requires actual MiniMax API key")
-def test_minimax_completion_with_tools():
-    """Test completion with tool calling (function calling)"""
-    tools = [
-        {
-            "type": "function",
-            "function": {
-                "name": "get_weather",
-                "description": "Get the current weather in a location",
-                "parameters": {
-                    "type": "object",
-                    "properties": {
-                        "location": {
-                            "type": "string",
-                            "description": "The city and state, e.g. San Francisco, CA",
-                        }
-                    },
-                    "required": ["location"],
-                },
-            },
-        }
-    ]
-
-    response = completion(
-        model="minimax/MiniMax-M2.1",
-        messages=[{"role": "user", "content": "What's the weather in San Francisco?"}],
-        tools=tools,
-        api_key=os.getenv("MINIMAX_API_KEY"),
-        api_base="https://api.minimax.io/anthropic/v1/messages",
-    )
-
-    assert response is not None
-    assert hasattr(response, "choices")
-
-
 if __name__ == "__main__":
     # Run basic tests that don't require API key
     print("Testing MiniMax Anthropic Config...")
diff --git a/tests/unit/llms/mistral/__init__.py b/tests/unit/llms/mistral/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/mistral/audio_speech/__init__.py b/tests/unit/llms/mistral/audio_speech/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/mistral/audio_speech/test_mistral_audio_speech_transformation.py b/tests/unit/llms/mistral/audio_speech/test_mistral_audio_speech_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/mistral/audio_speech/test_mistral_audio_speech_transformation.py
rename to tests/unit/llms/mistral/audio_speech/test_mistral_audio_speech_transformation.py
diff --git a/tests/unit/llms/mistral/batches/__init__.py b/tests/unit/llms/mistral/batches/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/mistral/batches/test_mistral_batches_transformation.py b/tests/unit/llms/mistral/batches/test_mistral_batches_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/mistral/batches/test_mistral_batches_transformation.py
rename to tests/unit/llms/mistral/batches/test_mistral_batches_transformation.py
diff --git a/tests/unit/llms/mistral/files/__init__.py b/tests/unit/llms/mistral/files/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/mistral/files/test_mistral_files_transformation.py b/tests/unit/llms/mistral/files/test_mistral_files_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/mistral/files/test_mistral_files_transformation.py
rename to tests/unit/llms/mistral/files/test_mistral_files_transformation.py
diff --git a/tests/unit/llms/mistral/ocr/__init__.py b/tests/unit/llms/mistral/ocr/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py b/tests/unit/llms/mistral/ocr/test_mistral_ocr_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py
rename to tests/unit/llms/mistral/ocr/test_mistral_ocr_transformation.py
diff --git a/tests/unit/llms/modelscope/__init__.py b/tests/unit/llms/modelscope/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/modelscope/image_generation/__init__.py b/tests/unit/llms/modelscope/image_generation/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/modelscope/image_generation/test_modelscope_image_gen_transformation.py b/tests/unit/llms/modelscope/image_generation/test_modelscope_image_gen_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/modelscope/image_generation/test_modelscope_image_gen_transformation.py
rename to tests/unit/llms/modelscope/image_generation/test_modelscope_image_gen_transformation.py
diff --git a/tests/unit/llms/mongodb/__init__.py b/tests/unit/llms/mongodb/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/mongodb/vector_stores/__init__.py b/tests/unit/llms/mongodb/vector_stores/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/mongodb/vector_stores/test_mongodb_transformation.py b/tests/unit/llms/mongodb/vector_stores/test_mongodb_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/mongodb/vector_stores/test_mongodb_transformation.py
rename to tests/unit/llms/mongodb/vector_stores/test_mongodb_transformation.py
diff --git a/tests/unit/llms/moonshot/__init__.py b/tests/unit/llms/moonshot/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/moonshot/test_moonshot_chat_transformation.py b/tests/unit/llms/moonshot/test_moonshot_chat_transformation.py
similarity index 96%
rename from tests/test_litellm/llms/moonshot/test_moonshot_chat_transformation.py
rename to tests/unit/llms/moonshot/test_moonshot_chat_transformation.py
index f94ea5e3db2..c39affc18a8 100644
--- a/tests/test_litellm/llms/moonshot/test_moonshot_chat_transformation.py
+++ b/tests/unit/llms/moonshot/test_moonshot_chat_transformation.py
@@ -19,31 +19,6 @@ from litellm.llms.moonshot.chat.transformation import MoonshotChatConfig
 class TestMoonshotConfig:
     """Test class for Moonshot AI functionality"""
 
-    def test_default_api_base(self):
-        """Test that default API base is used when none is provided"""
-        config = MoonshotChatConfig()
-        headers = {}
-        api_key = "fake-moonshot-key"
-
-        # Call validate_environment without specifying api_base
-        result = config.validate_environment(
-            headers=headers,
-            model="moonshot-v1-8k",
-            messages=[{"role": "user", "content": "Hey"}],
-            optional_params={},
-            litellm_params={},
-            api_key=api_key,
-            api_base=None,  # Not providing api_base
-        )
-
-        # Verify headers are still set correctly
-        assert result["Authorization"] == f"Bearer {api_key}"
-        assert result["Content-Type"] == "application/json"
-
-        # We can't directly test the api_base value here since validate_environment
-        # only returns the headers, but we can verify it doesn't raise an exception
-        # which would happen if api_base handling was incorrect
-
     def test_get_supported_openai_params(self):
         """Test that get_supported_openai_params returns correct params"""
         config = MoonshotChatConfig()
diff --git a/tests/unit/llms/neosantara/__init__.py b/tests/unit/llms/neosantara/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/neosantara/test_neosantara.py b/tests/unit/llms/neosantara/test_neosantara.py
similarity index 100%
rename from tests/test_litellm/llms/neosantara/test_neosantara.py
rename to tests/unit/llms/neosantara/test_neosantara.py
diff --git a/tests/unit/llms/nimble/__init__.py b/tests/unit/llms/nimble/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/nimble/search/__init__.py b/tests/unit/llms/nimble/search/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/nimble/search/test_nimble_search_transformation.py b/tests/unit/llms/nimble/search/test_nimble_search_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/nimble/search/test_nimble_search_transformation.py
rename to tests/unit/llms/nimble/search/test_nimble_search_transformation.py
diff --git a/tests/unit/llms/novita/__init__.py b/tests/unit/llms/novita/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/novita/chat/__init__.py b/tests/unit/llms/novita/chat/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/novita/chat/test_novita_chat_transformation.py b/tests/unit/llms/novita/chat/test_novita_chat_transformation.py
similarity index 85%
rename from tests/test_litellm/llms/novita/chat/test_novita_chat_transformation.py
rename to tests/unit/llms/novita/chat/test_novita_chat_transformation.py
index 3f2a3f77c41..1381cf95a5d 100644
--- a/tests/test_litellm/llms/novita/chat/test_novita_chat_transformation.py
+++ b/tests/unit/llms/novita/chat/test_novita_chat_transformation.py
@@ -54,12 +54,3 @@ class TestNovitaConfig:
             )
 
         assert "Missing Novita AI API Key" in str(excinfo.value)
-
-    def test_inheritance(self):
-        """Test proper inheritance from OpenAIGPTConfig"""
-        config = NovitaConfig()
-
-        from litellm.llms.openai.chat.gpt_transformation import OpenAIGPTConfig
-
-        assert isinstance(config, OpenAIGPTConfig)
-        assert hasattr(config, "get_supported_openai_params")
diff --git a/tests/unit/llms/nscale/__init__.py b/tests/unit/llms/nscale/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/nscale/chat/__init__.py b/tests/unit/llms/nscale/chat/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/nscale/chat/test_nscale_chat_transformation.py b/tests/unit/llms/nscale/chat/test_nscale_chat_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/nscale/chat/test_nscale_chat_transformation.py
rename to tests/unit/llms/nscale/chat/test_nscale_chat_transformation.py
diff --git a/tests/unit/llms/nvidia_nim/__init__.py b/tests/unit/llms/nvidia_nim/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/nvidia_nim/passthrough/__init__.py b/tests/unit/llms/nvidia_nim/passthrough/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/nvidia_nim/passthrough/test_nvidia_nim_passthrough_transformation.py b/tests/unit/llms/nvidia_nim/passthrough/test_nvidia_nim_passthrough_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/nvidia_nim/passthrough/test_nvidia_nim_passthrough_transformation.py
rename to tests/unit/llms/nvidia_nim/passthrough/test_nvidia_nim_passthrough_transformation.py
diff --git a/tests/unit/llms/nvidia_nim/rerank/__init__.py b/tests/unit/llms/nvidia_nim/rerank/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/nvidia_nim/rerank/test_nvidia_nim_rerank_transformation.py b/tests/unit/llms/nvidia_nim/rerank/test_nvidia_nim_rerank_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/nvidia_nim/rerank/test_nvidia_nim_rerank_transformation.py
rename to tests/unit/llms/nvidia_nim/rerank/test_nvidia_nim_rerank_transformation.py
diff --git a/tests/unit/llms/nvidia_riva/__init__.py b/tests/unit/llms/nvidia_riva/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/nvidia_riva/audio_transcription/__init__.py b/tests/unit/llms/nvidia_riva/audio_transcription/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/nvidia_riva/audio_transcription/test_audio_utils.py b/tests/unit/llms/nvidia_riva/audio_transcription/test_audio_utils.py
similarity index 90%
rename from tests/test_litellm/llms/nvidia_riva/audio_transcription/test_audio_utils.py
rename to tests/unit/llms/nvidia_riva/audio_transcription/test_audio_utils.py
index 63a53c2c97b..54fc30e6f2d 100644
--- a/tests/test_litellm/llms/nvidia_riva/audio_transcription/test_audio_utils.py
+++ b/tests/unit/llms/nvidia_riva/audio_transcription/test_audio_utils.py
@@ -62,19 +62,6 @@ def test_resample_16khz_mono_passes_through_int16_bytes_match_length():
     assert resampled.duration_seconds == pytest.approx(1.0, abs=0.001)
 
 
-def test_resample_preserves_int16_clip_range():
-    sample_rate = 16000
-    samples = np.array([2.0, -2.0, 0.0, 1.0], dtype=np.float32)
-    wav_in = _wav_bytes(samples, sample_rate)
-
-    resampled = resample_to_riva_pcm(wav_in)
-
-    decoded = np.frombuffer(resampled.pcm_bytes, dtype="<i2")
-    # Anything outside [-1, 1] should clip to int16 boundary.
-    assert decoded.max() <= 32767
-    assert decoded.min() >= -32767
-
-
 def test_unknown_format_raises_clear_error():
     # 4 random bytes are not valid audio in any container we can decode.
     with pytest.raises(NvidiaRivaException) as excinfo:
diff --git a/tests/test_litellm/llms/nvidia_riva/audio_transcription/test_handler.py b/tests/unit/llms/nvidia_riva/audio_transcription/test_handler.py
similarity index 100%
rename from tests/test_litellm/llms/nvidia_riva/audio_transcription/test_handler.py
rename to tests/unit/llms/nvidia_riva/audio_transcription/test_handler.py
diff --git a/tests/test_litellm/llms/nvidia_riva/audio_transcription/test_transformation.py b/tests/unit/llms/nvidia_riva/audio_transcription/test_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/nvidia_riva/audio_transcription/test_transformation.py
rename to tests/unit/llms/nvidia_riva/audio_transcription/test_transformation.py
diff --git a/tests/unit/llms/oci/__init__.py b/tests/unit/llms/oci/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/oci/chat/__init__.py b/tests/unit/llms/oci/chat/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/oci/chat/test_oci_chat_transformation.py b/tests/unit/llms/oci/chat/test_oci_chat_transformation.py
similarity index 91%
rename from tests/test_litellm/llms/oci/chat/test_oci_chat_transformation.py
rename to tests/unit/llms/oci/chat/test_oci_chat_transformation.py
index 4c9bd29b337..708187b8ae1 100644
--- a/tests/test_litellm/llms/oci/chat/test_oci_chat_transformation.py
+++ b/tests/unit/llms/oci/chat/test_oci_chat_transformation.py
@@ -922,91 +922,6 @@ class TestOCISignerSupport:
         assert wrapper.path_url == "/api/v1/chat"
 
 
-class TestOCISplitChunks:
-    """
-    Unit tests for the SSE split_chunks helpers used in sync and async streaming.
-
-    These validate the fix for:
-    - Sync: JSONDecodeError when iter_text() returns chunks spanning multiple events
-    - Async: whitespace-only chunks being yielded before stripping (Greptile P2)
-    """
-
-    def _run_sync_split(self, raw_chunks):
-        """Invoke the sync split_chunks logic directly (extracted for testability)."""
-        results = []
-        for item in raw_chunks:
-            for chunk in item.split("\n\n"):
-                stripped = chunk.strip()
-                if stripped:
-                    results.append(stripped)
-        return results
-
-    async def _run_async_split(self, raw_chunks):
-        """Invoke the async split_chunks logic directly."""
-        results = []
-
-        async def _gen():
-            for c in raw_chunks:
-                yield c
-
-        async for item in _gen():
-            for chunk in item.split("\n\n"):
-                stripped = chunk.strip()
-                if stripped:
-                    results.append(stripped)
-        return results
-
-    def test_sync_single_event_per_chunk(self):
-        """Normal case: one SSE event per iter_text() chunk."""
-        chunks = ['data: {"text":"hello"}', 'data: {"text":"world"}']
-        assert self._run_sync_split(chunks) == [
-            'data: {"text":"hello"}',
-            'data: {"text":"world"}',
-        ]
-
-    def test_sync_multiple_events_in_one_chunk(self):
-        """iter_text() returns two SSE events concatenated — must be split."""
-        chunks = ['data: {"text":"a"}\n\ndata: {"text":"b"}']
-        assert self._run_sync_split(chunks) == [
-            'data: {"text":"a"}',
-            'data: {"text":"b"}',
-        ]
-
-    def test_sync_whitespace_only_chunks_discarded(self):
-        """Whitespace between events must not be yielded."""
-        chunks = ["data: {}\n\n   \n\ndata: {}"]
-        result = self._run_sync_split(chunks)
-        assert result == ["data: {}", "data: {}"]
-
-    def test_sync_empty_string_discarded(self):
-        """Empty string produced by splitting trailing \\n\\n must be discarded."""
-        chunks = ["data: {}\n\n"]
-        assert self._run_sync_split(chunks) == ["data: {}"]
-
-    @pytest.mark.asyncio
-    async def test_async_whitespace_only_chunks_discarded(self):
-        """
-        Regression test for Greptile P2: async version was checking `if not chunk`
-        BEFORE stripping, so '\\n  ' would pass the guard and yield '' downstream,
-        causing ValueError in chunk_creator ('Chunk does not start with data:').
-        """
-        chunks = ["data: {}\n\n   \n\ndata: {}"]
-        result = await self._run_async_split(chunks)
-        assert result == ["data: {}", "data: {}"]
-
-    @pytest.mark.asyncio
-    async def test_async_empty_string_discarded(self):
-        """Trailing \\n\\n must not produce an empty yielded chunk in async path."""
-        chunks = ["data: {}\n\n"]
-        result = await self._run_async_split(chunks)
-        assert result == ["data: {}"]
-
-    @pytest.mark.asyncio
-    async def test_async_multiple_events_in_one_chunk(self):
-        """Async path must split concatenated SSE events just like sync."""
-        chunks = ['data: {"text":"x"}\n\ndata: {"text":"y"}']
-        result = await self._run_async_split(chunks)
-        assert result == ['data: {"text":"x"}', 'data: {"text":"y"}']
 
 
 class TestOCIProviderEmbeddingConfig:
@@ -1026,21 +941,6 @@ class TestOCIProviderEmbeddingConfig:
         )
         assert isinstance(config, OCIEmbedConfig)
 
-    def test_no_duplicate_oci_branch(self):
-        """
-        Ensure utils.py does not contain two separate OCI embedding branches.
-        The dead code was removed in commit 64dfbe2b; this test guards against
-        regression (e.g. a future merge re-introducing it).
-        """
-        import inspect
-        from litellm.utils import ProviderConfigManager
-
-        source = inspect.getsource(ProviderConfigManager.get_provider_embedding_config)
-        oci_count = source.count("LlmProviders.OCI")
-        assert oci_count == 1, (
-            f"Expected exactly 1 OCI branch in get_provider_embedding_config, found {oci_count}. "
-            "A duplicate dead-code branch may have been reintroduced."
-        )
 
 
 class TestOCICohereParamMapping:
@@ -1586,57 +1486,7 @@ def config():
 class TestOCIKeyNormalization:
     """Tests for OCI private key content normalization."""
 
-    def test_oci_key_with_escaped_newlines(self, config):
-        """Test that escaped newlines (\\n) are converted to actual newlines."""
-        # Simulate PEM content with escaped newlines (as would come from JSON/UI input)
-        escaped_pem = "-----BEGIN RSA PRIVATE KEY-----\\nMIIEowIBAAKCAQEA...\\n-----END RSA PRIVATE KEY-----"
 
-        optional_params = {
-            "oci_user": "ocid1.user.oc1..test",
-            "oci_fingerprint": "aa:bb:cc:dd",
-            "oci_tenancy": "ocid1.tenancy.oc1..test",
-            "oci_region": "us-ashburn-1",
-            "oci_key": escaped_pem,
-        }
-
-        # We can't fully test signing without a real key, but we can verify
-        # the error message indicates the key was processed (not a type error)
-        with pytest.raises(Exception, match='why-can-t-i-import-my-pem-file for more details\\.') as exc_info:
-            sign_with_manual_credentials(
-                headers={},
-                optional_params=optional_params,
-                request_data={"test": "data"},
-                api_base="https://test.oci.oraclecloud.com/api",
-            )
-
-        # The error should be about key format/loading, not about type
-        # This confirms the string was processed and newlines were normalized
-        error_message = str(exc_info.value)
-        assert "must be a string" not in error_message.lower()
-
-    def test_oci_key_with_crlf_newlines(self, config):
-        """Test that Windows-style CRLF newlines are normalized to LF."""
-        # Simulate PEM content with CRLF newlines
-        crlf_pem = "-----BEGIN RSA PRIVATE KEY-----\r\nMIIEowIBAAKCAQEA...\r\n-----END RSA PRIVATE KEY-----"
-
-        optional_params = {
-            "oci_user": "ocid1.user.oc1..test",
-            "oci_fingerprint": "aa:bb:cc:dd",
-            "oci_tenancy": "ocid1.tenancy.oc1..test",
-            "oci_region": "us-ashburn-1",
-            "oci_key": crlf_pem,
-        }
-
-        with pytest.raises(Exception, match='why-can-t-i-import-my-pem-file for more details\\.') as exc_info:
-            sign_with_manual_credentials(
-                headers={},
-                optional_params=optional_params,
-                request_data={"test": "data"},
-                api_base="https://test.oci.oraclecloud.com/api",
-            )
-
-        error_message = str(exc_info.value)
-        assert "must be a string" not in error_message.lower()
 
     def test_oci_key_rejects_non_string_type(self, config):
         """Test that non-string oci_key values raise OCIError."""
diff --git a/tests/test_litellm/llms/oci/chat/test_oci_chat_transformation_for_14158.py b/tests/unit/llms/oci/chat/test_oci_chat_transformation_for_14158.py
similarity index 100%
rename from tests/test_litellm/llms/oci/chat/test_oci_chat_transformation_for_14158.py
rename to tests/unit/llms/oci/chat/test_oci_chat_transformation_for_14158.py
diff --git a/tests/test_litellm/llms/oci/chat/test_oci_cohere_tool_calls.py b/tests/unit/llms/oci/chat/test_oci_cohere_tool_calls.py
similarity index 97%
rename from tests/test_litellm/llms/oci/chat/test_oci_cohere_tool_calls.py
rename to tests/unit/llms/oci/chat/test_oci_cohere_tool_calls.py
index 729a2d25f41..9b06b01aa00 100644
--- a/tests/test_litellm/llms/oci/chat/test_oci_cohere_tool_calls.py
+++ b/tests/unit/llms/oci/chat/test_oci_cohere_tool_calls.py
@@ -966,13 +966,6 @@ class TestOCICohereStreaming:
             completion_stream=mock_stream, model=mock_model, logging_obj=mock_logging
         )
 
-    def test_cohere_streaming_wrapper_initialization(self):
-        """Test OCIStreamWrapper initialization"""
-        stream_wrapper = self._create_stream_wrapper()
-
-        # chunk_creator is the public dispatch entry point
-        assert hasattr(stream_wrapper, "chunk_creator")
-        assert callable(stream_wrapper.chunk_creator)
 
     def test_cohere_streaming_chunk_parsing(self):
         """Test parsing of Cohere streaming chunks"""
@@ -1003,16 +996,3 @@ class TestOCICohereStreaming:
         # Test non-JSON chunk
         with pytest.raises(OCIError, match="Chunk cannot be parsed as JSON"):
             stream_wrapper.chunk_creator("data: invalid json")
-
-    def test_cohere_streaming_generic_chunk_fallback(self):
-        """Test fallback to generic chunk handling for non-Cohere chunks"""
-        stream_wrapper = self._create_stream_wrapper()
-
-        # Test generic chunk (no apiFormat or different apiFormat)
-        generic_chunk = {"apiFormat": "GEMINI", "text": "Hello from Gemini"}
-        chunk_data = f"data: {json.dumps(generic_chunk)}"
-
-        # This should fall back to generic handling
-        result = stream_wrapper.chunk_creator(chunk_data)
-        # The exact structure depends on the generic handler implementation
-        assert hasattr(result, "choices")
diff --git a/tests/test_litellm/llms/oci/chat/test_oci_generic_chat.py b/tests/unit/llms/oci/chat/test_oci_generic_chat.py
similarity index 97%
rename from tests/test_litellm/llms/oci/chat/test_oci_generic_chat.py
rename to tests/unit/llms/oci/chat/test_oci_generic_chat.py
index 0a47852d085..9ec5ab9aed4 100644
--- a/tests/test_litellm/llms/oci/chat/test_oci_generic_chat.py
+++ b/tests/unit/llms/oci/chat/test_oci_generic_chat.py
@@ -450,15 +450,3 @@ class TestGpt5MaxCompletionTokens:
         )
         assert out.get("maxTokens") == 64
         assert "maxCompletionTokens" not in out
-
-    def test_payload_serializes_max_completion_tokens(self):
-        from litellm.types.llms.oci import OCIChatRequestPayload
-
-        payload = OCIChatRequestPayload(
-            apiFormat="GENERIC",
-            messages=[],
-            maxCompletionTokens=64,
-        )
-        dumped = payload.model_dump(exclude_none=True)
-        assert dumped["maxCompletionTokens"] == 64
-        assert "maxTokens" not in dumped
diff --git a/tests/test_litellm/llms/oci/chat/test_oci_sse_splitter.py b/tests/unit/llms/oci/chat/test_oci_sse_splitter.py
similarity index 100%
rename from tests/test_litellm/llms/oci/chat/test_oci_sse_splitter.py
rename to tests/unit/llms/oci/chat/test_oci_sse_splitter.py
diff --git a/tests/test_litellm/llms/oci/chat/test_oci_streaming_tool_calls.py b/tests/unit/llms/oci/chat/test_oci_streaming_tool_calls.py
similarity index 100%
rename from tests/test_litellm/llms/oci/chat/test_oci_streaming_tool_calls.py
rename to tests/unit/llms/oci/chat/test_oci_streaming_tool_calls.py
diff --git a/tests/unit/llms/oci/embed/__init__.py b/tests/unit/llms/oci/embed/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/oci/embed/test_oci_embed_transformation.py b/tests/unit/llms/oci/embed/test_oci_embed_transformation.py
similarity index 95%
rename from tests/test_litellm/llms/oci/embed/test_oci_embed_transformation.py
rename to tests/unit/llms/oci/embed/test_oci_embed_transformation.py
index 363c0b46809..4ffd79ff147 100644
--- a/tests/test_litellm/llms/oci/embed/test_oci_embed_transformation.py
+++ b/tests/unit/llms/oci/embed/test_oci_embed_transformation.py
@@ -269,28 +269,6 @@ class TestOCIEmbedConfig:
         assert result.model == "cohere.embed-v3.0"
         assert result.usage.prompt_tokens == 10
 
-    def test_transform_response_no_usage(self):
-        cfg = self._config()
-        model_response = EmbeddingResponse()
-        raw = self._mock_response(
-            200,
-            {
-                "embeddings": [[0.1]],
-                "modelId": "cohere.embed-v3.0",
-                "modelVersion": "3.0.0",
-            },
-        )
-        result = cfg.transform_embedding_response(
-            model="cohere.embed-v3.0",
-            raw_response=raw,
-            model_response=model_response,
-            logging_obj=MagicMock(),
-            api_key=None,
-            request_data={},
-            optional_params={},
-            litellm_params={},
-        )
-        assert len(result.data) == 1
 
     def test_transform_response_http_error_raises(self):
         cfg = self._config()
diff --git a/tests/test_litellm/llms/oci/embed/test_oci_embedding.py b/tests/unit/llms/oci/embed/test_oci_embedding.py
similarity index 100%
rename from tests/test_litellm/llms/oci/embed/test_oci_embedding.py
rename to tests/unit/llms/oci/embed/test_oci_embedding.py
diff --git a/tests/unit/llms/ocr/__init__.py b/tests/unit/llms/ocr/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/ocr/guardrail_translation/__init__.py b/tests/unit/llms/ocr/guardrail_translation/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/ocr/guardrail_translation/test_ocr_guardrail_handler.py b/tests/unit/llms/ocr/guardrail_translation/test_ocr_guardrail_handler.py
similarity index 100%
rename from tests/test_litellm/llms/ocr/guardrail_translation/test_ocr_guardrail_handler.py
rename to tests/unit/llms/ocr/guardrail_translation/test_ocr_guardrail_handler.py
diff --git a/tests/unit/llms/oobabooga/__init__.py b/tests/unit/llms/oobabooga/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/oobabooga/chat/__init__.py b/tests/unit/llms/oobabooga/chat/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/oobabooga/chat/test_oobabooga.py b/tests/unit/llms/oobabooga/chat/test_oobabooga.py
similarity index 100%
rename from tests/test_litellm/llms/oobabooga/chat/test_oobabooga.py
rename to tests/unit/llms/oobabooga/chat/test_oobabooga.py
diff --git a/tests/unit/llms/openai/__init__.py b/tests/unit/llms/openai/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/openai/chat/__init__.py b/tests/unit/llms/openai/chat/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/openai/chat/guardrail_translation/__init__.py b/tests/unit/llms/openai/chat/guardrail_translation/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/openai/chat/guardrail_translation/test_openai_guardrail_handler.py b/tests/unit/llms/openai/chat/guardrail_translation/test_openai_guardrail_handler.py
similarity index 97%
rename from tests/test_litellm/llms/openai/chat/guardrail_translation/test_openai_guardrail_handler.py
rename to tests/unit/llms/openai/chat/guardrail_translation/test_openai_guardrail_handler.py
index b9cad59ae30..5c85faa5e13 100644
--- a/tests/test_litellm/llms/openai/chat/guardrail_translation/test_openai_guardrail_handler.py
+++ b/tests/unit/llms/openai/chat/guardrail_translation/test_openai_guardrail_handler.py
@@ -6,6 +6,7 @@ with guardrail transformations, including tool calls.
 """
 
 import json
+from collections.abc import Mapping
 from typing import Any, Literal, Optional
 
 import pytest
@@ -544,25 +545,6 @@ class TestOpenAIChatCompletionsHandlerToolCallsInput:
         assert data["messages"][0]["content"] == "HELLO"
         assert data["messages"][1]["content"] == "HI THERE!"
 
-    @pytest.mark.asyncio
-    async def test_empty_tool_calls_list(self):
-        """Test that empty tool_calls list is handled correctly"""
-        handler = OpenAIChatCompletionsHandler()
-        guardrail = MockGuardrail()
-
-        data = {
-            "messages": [
-                {"role": "assistant", "content": "Hello", "tool_calls": []},
-            ]
-        }
-
-        # Process the input
-        await handler.process_input_messages(data, guardrail)
-
-        # Verify empty tool_calls doesn't cause issues
-        assert guardrail.last_inputs is not None
-        tool_calls = guardrail.last_inputs.get("tool_calls", [])
-        assert len(tool_calls) == 0
 
 
 class TestOpenAIChatCompletionsHandlerToolCallsOutput:
@@ -1372,12 +1354,51 @@ class TestOpenAIChatCompletionsHandlerStreamingOutput:
         return [
             chunk(0, fragment("", name="lookup_fruit", call_id="call_1")),
             chunk(1, fragment("", name="lookup_fruit", call_id="call_2")),
-            chunk(0, fragment('{"fruit": "persimmon"}')),
-            chunk(1, fragment('{"fruit": "durian"}')),
+            chunk(0, fragment('{"fruit": "pers')),
+            chunk(1, fragment('{"fruit": "dur')),
+            chunk(0, fragment('immon"}')),
+            chunk(1, fragment('ian"}')),
             chunk(0, None, finish_reason="tool_calls"),
             chunk(1, None, finish_reason="tool_calls"),
         ]
 
+    @staticmethod
+    def _recording_guardrail() -> CustomGuardrail:
+        class Recorder(CustomGuardrail):
+            def __init__(self) -> None:
+                super().__init__(guardrail_name="recorder")
+                self.seen_inputs: list[GenericGuardrailAPIInputs] = []
+
+            async def apply_guardrail(
+                self,
+                inputs: GenericGuardrailAPIInputs,
+                request_data: Mapping[str, object],
+                input_type: Literal["request", "response"],
+                logging_obj: object = None,
+            ) -> GenericGuardrailAPIInputs:
+                self.seen_inputs.append(inputs)
+                return inputs
+
+        return Recorder()
+
+    @pytest.mark.asyncio
+    async def test_ended_multi_choice_stream_scans_each_choices_tool_call_arguments_apart(self):
+        handler = OpenAIChatCompletionsHandler()
+        chunks = self._two_choice_tool_call_stream_chunks()
+        guardrail = self._recording_guardrail()
+
+        await handler.process_output_streaming_response(
+            responses_so_far=chunks,
+            guardrail_to_apply=guardrail,
+            litellm_logging_obj=None,
+            deliver_ended_stream_rewrites=True,
+        )
+
+        assert [
+            (tool_call["id"], tool_call["function"]["arguments"])
+            for tool_call in guardrail.seen_inputs[-1]["tool_calls"]
+        ] == [("call_1", '{"fruit": "persimmon"}'), ("call_2", '{"fruit": "durian"}')]
+
     @pytest.mark.asyncio
     async def test_deliver_ended_stream_tool_call_rewrite_on_multi_choice_stream_fails_closed(self):
         from litellm.proxy.policy_engine.pipeline_executor import UndeliverableStreamRewrite
@@ -1385,7 +1406,7 @@ class TestOpenAIChatCompletionsHandlerStreamingOutput:
         handler = OpenAIChatCompletionsHandler()
         chunks = self._two_choice_tool_call_stream_chunks()
 
-        with pytest.raises(UndeliverableStreamRewrite):
+        with pytest.raises(UndeliverableStreamRewrite, match="the stream carries 2 choices") as raised:
             await handler.process_output_streaming_response(
                 responses_so_far=chunks,
                 guardrail_to_apply=MockGuardrail(guardrail_name="test"),
@@ -1393,6 +1414,11 @@ class TestOpenAIChatCompletionsHandlerStreamingOutput:
                 deliver_ended_stream_rewrites=True,
             )
 
+        assert raised.value.guardrail_name == "test"
+        assert raised.value.reason == (
+            "the stream carries 2 choices and tool-call rewrites are only written back on single-choice streams"
+        )
+
     @pytest.mark.asyncio
     async def test_deliver_ended_stream_clean_multi_choice_stream_released_untouched(self):
         handler = OpenAIChatCompletionsHandler()
diff --git a/tests/test_litellm/llms/openai/chat/test_openai_gpt_transformation.py b/tests/unit/llms/openai/chat/test_openai_gpt_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/openai/chat/test_openai_gpt_transformation.py
rename to tests/unit/llms/openai/chat/test_openai_gpt_transformation.py
diff --git a/tests/unit/llms/openai/completion/__init__.py b/tests/unit/llms/openai/completion/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/openai/completion/test_completion_handler.py b/tests/unit/llms/openai/completion/test_completion_handler.py
similarity index 100%
rename from tests/test_litellm/llms/openai/completion/test_completion_handler.py
rename to tests/unit/llms/openai/completion/test_completion_handler.py
diff --git a/tests/test_litellm/llms/openai/completion/test_text_completion_guardrail_handler.py b/tests/unit/llms/openai/completion/test_text_completion_guardrail_handler.py
similarity index 100%
rename from tests/test_litellm/llms/openai/completion/test_text_completion_guardrail_handler.py
rename to tests/unit/llms/openai/completion/test_text_completion_guardrail_handler.py
diff --git a/tests/test_litellm/llms/openai/completion/test_text_completion_token_ids.py b/tests/unit/llms/openai/completion/test_text_completion_token_ids.py
similarity index 100%
rename from tests/test_litellm/llms/openai/completion/test_text_completion_token_ids.py
rename to tests/unit/llms/openai/completion/test_text_completion_token_ids.py
diff --git a/tests/unit/llms/openai/embeddings/__init__.py b/tests/unit/llms/openai/embeddings/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/openai/embeddings/guardrail_translation/__init__.py b/tests/unit/llms/openai/embeddings/guardrail_translation/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/openai/embeddings/guardrail_translation/test_embeddings_guardrail_handler.py b/tests/unit/llms/openai/embeddings/guardrail_translation/test_embeddings_guardrail_handler.py
similarity index 100%
rename from tests/test_litellm/llms/openai/embeddings/guardrail_translation/test_embeddings_guardrail_handler.py
rename to tests/unit/llms/openai/embeddings/guardrail_translation/test_embeddings_guardrail_handler.py
diff --git a/tests/unit/llms/openai/evals/__init__.py b/tests/unit/llms/openai/evals/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/openai/evals/test_openai_evals_transformation.py b/tests/unit/llms/openai/evals/test_openai_evals_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/openai/evals/test_openai_evals_transformation.py
rename to tests/unit/llms/openai/evals/test_openai_evals_transformation.py
diff --git a/tests/unit/llms/openai/image_generation/__init__.py b/tests/unit/llms/openai/image_generation/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/openai/image_generation/test_gpt_transformation.py b/tests/unit/llms/openai/image_generation/test_gpt_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/openai/image_generation/test_gpt_transformation.py
rename to tests/unit/llms/openai/image_generation/test_gpt_transformation.py
diff --git a/tests/test_litellm/llms/openai/image_generation/test_image_generation_guardrail_handler.py b/tests/unit/llms/openai/image_generation/test_image_generation_guardrail_handler.py
similarity index 100%
rename from tests/test_litellm/llms/openai/image_generation/test_image_generation_guardrail_handler.py
rename to tests/unit/llms/openai/image_generation/test_image_generation_guardrail_handler.py
diff --git a/tests/test_litellm/llms/openai/image_generation/test_openai_image_generation_extra_headers.py b/tests/unit/llms/openai/image_generation/test_openai_image_generation_extra_headers.py
similarity index 100%
rename from tests/test_litellm/llms/openai/image_generation/test_openai_image_generation_extra_headers.py
rename to tests/unit/llms/openai/image_generation/test_openai_image_generation_extra_headers.py
diff --git a/tests/unit/llms/openai/speech/__init__.py b/tests/unit/llms/openai/speech/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/openai/speech/test_text_to_speech_guardrail_handler.py b/tests/unit/llms/openai/speech/test_text_to_speech_guardrail_handler.py
similarity index 100%
rename from tests/test_litellm/llms/openai/speech/test_text_to_speech_guardrail_handler.py
rename to tests/unit/llms/openai/speech/test_text_to_speech_guardrail_handler.py
diff --git a/tests/unit/llms/openai/transcriptions/__init__.py b/tests/unit/llms/openai/transcriptions/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/openai/transcriptions/test_audio_transcription_guardrail_handler.py b/tests/unit/llms/openai/transcriptions/test_audio_transcription_guardrail_handler.py
similarity index 100%
rename from tests/test_litellm/llms/openai/transcriptions/test_audio_transcription_guardrail_handler.py
rename to tests/unit/llms/openai/transcriptions/test_audio_transcription_guardrail_handler.py
diff --git a/tests/test_litellm/llms/openai/transcriptions/test_transcription_duration_hidden.py b/tests/unit/llms/openai/transcriptions/test_transcription_duration_hidden.py
similarity index 100%
rename from tests/test_litellm/llms/openai/transcriptions/test_transcription_duration_hidden.py
rename to tests/unit/llms/openai/transcriptions/test_transcription_duration_hidden.py
diff --git a/tests/test_litellm/llms/openai/transcriptions/test_whisper_transformation.py b/tests/unit/llms/openai/transcriptions/test_whisper_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/openai/transcriptions/test_whisper_transformation.py
rename to tests/unit/llms/openai/transcriptions/test_whisper_transformation.py
diff --git a/tests/unit/llms/openai/vector_store_files/__init__.py b/tests/unit/llms/openai/vector_store_files/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/openai/vector_store_files/test_openai_vector_store_files_transformation.py b/tests/unit/llms/openai/vector_store_files/test_openai_vector_store_files_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/openai/vector_store_files/test_openai_vector_store_files_transformation.py
rename to tests/unit/llms/openai/vector_store_files/test_openai_vector_store_files_transformation.py
diff --git a/tests/unit/llms/openai/vector_stores/__init__.py b/tests/unit/llms/openai/vector_stores/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/openai/vector_stores/test_openai_vector_stores_transformation.py b/tests/unit/llms/openai/vector_stores/test_openai_vector_stores_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/openai/vector_stores/test_openai_vector_stores_transformation.py
rename to tests/unit/llms/openai/vector_stores/test_openai_vector_stores_transformation.py
diff --git a/tests/unit/llms/openai/videos/__init__.py b/tests/unit/llms/openai/videos/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/openai/videos/test_openai_video_transformation.py b/tests/unit/llms/openai/videos/test_openai_video_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/openai/videos/test_openai_video_transformation.py
rename to tests/unit/llms/openai/videos/test_openai_video_transformation.py
diff --git a/tests/unit/llms/openai_like/__init__.py b/tests/unit/llms/openai_like/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/openai_like/chat/__init__.py b/tests/unit/llms/openai_like/chat/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/openai_like/chat/test_openai_like_chat_transformation.py b/tests/unit/llms/openai_like/chat/test_openai_like_chat_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/openai_like/chat/test_openai_like_chat_transformation.py
rename to tests/unit/llms/openai_like/chat/test_openai_like_chat_transformation.py
diff --git a/tests/unit/llms/openai_like/embedding/__init__.py b/tests/unit/llms/openai_like/embedding/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/openai_like/embedding/test_openai_like_embedding.py b/tests/unit/llms/openai_like/embedding/test_openai_like_embedding.py
similarity index 100%
rename from tests/test_litellm/llms/openai_like/embedding/test_openai_like_embedding.py
rename to tests/unit/llms/openai_like/embedding/test_openai_like_embedding.py
diff --git a/tests/unit/llms/openai_like/messages/__init__.py b/tests/unit/llms/openai_like/messages/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/openai_like/messages/test_openai_like_anthropic_messages_transformation.py b/tests/unit/llms/openai_like/messages/test_openai_like_anthropic_messages_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/openai_like/messages/test_openai_like_anthropic_messages_transformation.py
rename to tests/unit/llms/openai_like/messages/test_openai_like_anthropic_messages_transformation.py
diff --git a/tests/unit/llms/openrouter/__init__.py b/tests/unit/llms/openrouter/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/openrouter/chat/__init__.py b/tests/unit/llms/openrouter/chat/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/openrouter/chat/test_openrouter_chat_transformation.py b/tests/unit/llms/openrouter/chat/test_openrouter_chat_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/openrouter/chat/test_openrouter_chat_transformation.py
rename to tests/unit/llms/openrouter/chat/test_openrouter_chat_transformation.py
diff --git a/tests/unit/llms/openrouter/image_edit/__init__.py b/tests/unit/llms/openrouter/image_edit/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/openrouter/image_edit/test_openrouter_image_edit_transformation.py b/tests/unit/llms/openrouter/image_edit/test_openrouter_image_edit_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/openrouter/image_edit/test_openrouter_image_edit_transformation.py
rename to tests/unit/llms/openrouter/image_edit/test_openrouter_image_edit_transformation.py
diff --git a/tests/unit/llms/openrouter/image_generation/__init__.py b/tests/unit/llms/openrouter/image_generation/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/openrouter/image_generation/test_openrouter_image_gen_transformation.py b/tests/unit/llms/openrouter/image_generation/test_openrouter_image_gen_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/openrouter/image_generation/test_openrouter_image_gen_transformation.py
rename to tests/unit/llms/openrouter/image_generation/test_openrouter_image_gen_transformation.py
diff --git a/tests/unit/llms/openrouter/responses/__init__.py b/tests/unit/llms/openrouter/responses/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/openrouter/responses/test_openrouter_responses_transformation.py b/tests/unit/llms/openrouter/responses/test_openrouter_responses_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/openrouter/responses/test_openrouter_responses_transformation.py
rename to tests/unit/llms/openrouter/responses/test_openrouter_responses_transformation.py
diff --git a/tests/test_litellm/llms/openrouter/test_openrouter_embedding_transformation.py b/tests/unit/llms/openrouter/test_openrouter_embedding_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/openrouter/test_openrouter_embedding_transformation.py
rename to tests/unit/llms/openrouter/test_openrouter_embedding_transformation.py
diff --git a/tests/test_litellm/llms/openrouter/test_openrouter_provider_routing.py b/tests/unit/llms/openrouter/test_openrouter_provider_routing.py
similarity index 100%
rename from tests/test_litellm/llms/openrouter/test_openrouter_provider_routing.py
rename to tests/unit/llms/openrouter/test_openrouter_provider_routing.py
diff --git a/tests/unit/llms/parallel_ai/__init__.py b/tests/unit/llms/parallel_ai/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/parallel_ai/test_parallel_ai_search.py b/tests/unit/llms/parallel_ai/test_parallel_ai_search.py
similarity index 100%
rename from tests/test_litellm/llms/parallel_ai/test_parallel_ai_search.py
rename to tests/unit/llms/parallel_ai/test_parallel_ai_search.py
diff --git a/tests/test_litellm/llms/parallel_ai/test_parallel_ai_search_gateway.py b/tests/unit/llms/parallel_ai/test_parallel_ai_search_gateway.py
similarity index 100%
rename from tests/test_litellm/llms/parallel_ai/test_parallel_ai_search_gateway.py
rename to tests/unit/llms/parallel_ai/test_parallel_ai_search_gateway.py
diff --git a/tests/unit/llms/parasail/__init__.py b/tests/unit/llms/parasail/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/parasail/test_parasail.py b/tests/unit/llms/parasail/test_parasail.py
similarity index 100%
rename from tests/test_litellm/llms/parasail/test_parasail.py
rename to tests/unit/llms/parasail/test_parasail.py
diff --git a/tests/unit/llms/perplexity/__init__.py b/tests/unit/llms/perplexity/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/perplexity/chat/__init__.py b/tests/unit/llms/perplexity/chat/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/perplexity/chat/test_perplexity_chat_transformation.py b/tests/unit/llms/perplexity/chat/test_perplexity_chat_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/perplexity/chat/test_perplexity_chat_transformation.py
rename to tests/unit/llms/perplexity/chat/test_perplexity_chat_transformation.py
diff --git a/tests/unit/llms/perplexity/embedding/__init__.py b/tests/unit/llms/perplexity/embedding/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/perplexity/embedding/test_perplexity_embedding_transformation.py b/tests/unit/llms/perplexity/embedding/test_perplexity_embedding_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/perplexity/embedding/test_perplexity_embedding_transformation.py
rename to tests/unit/llms/perplexity/embedding/test_perplexity_embedding_transformation.py
diff --git a/tests/unit/llms/perplexity/responses/__init__.py b/tests/unit/llms/perplexity/responses/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/perplexity/responses/test_perplexity_responses_transformation.py b/tests/unit/llms/perplexity/responses/test_perplexity_responses_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/perplexity/responses/test_perplexity_responses_transformation.py
rename to tests/unit/llms/perplexity/responses/test_perplexity_responses_transformation.py
diff --git a/tests/unit/llms/publicai/__init__.py b/tests/unit/llms/publicai/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/publicai/test_publicai_chat_transformation.py b/tests/unit/llms/publicai/test_publicai_chat_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/publicai/test_publicai_chat_transformation.py
rename to tests/unit/llms/publicai/test_publicai_chat_transformation.py
diff --git a/tests/unit/llms/ragflow/__init__.py b/tests/unit/llms/ragflow/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/ragflow/chat/__init__.py b/tests/unit/llms/ragflow/chat/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/ragflow/chat/test_ragflow_chat_transformation.py b/tests/unit/llms/ragflow/chat/test_ragflow_chat_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/ragflow/chat/test_ragflow_chat_transformation.py
rename to tests/unit/llms/ragflow/chat/test_ragflow_chat_transformation.py
diff --git a/tests/unit/llms/recraft/__init__.py b/tests/unit/llms/recraft/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/recraft/image_edit/__init__.py b/tests/unit/llms/recraft/image_edit/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/recraft/image_edit/test_recraft_image_edit_transformation.py b/tests/unit/llms/recraft/image_edit/test_recraft_image_edit_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/recraft/image_edit/test_recraft_image_edit_transformation.py
rename to tests/unit/llms/recraft/image_edit/test_recraft_image_edit_transformation.py
diff --git a/tests/unit/llms/recraft/image_generation/__init__.py b/tests/unit/llms/recraft/image_generation/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/recraft/image_generation/test_recraft_image_gen_transformation.py b/tests/unit/llms/recraft/image_generation/test_recraft_image_gen_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/recraft/image_generation/test_recraft_image_gen_transformation.py
rename to tests/unit/llms/recraft/image_generation/test_recraft_image_gen_transformation.py
diff --git a/tests/unit/llms/runwayml/__init__.py b/tests/unit/llms/runwayml/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/runwayml/test_text_to_speech_transformation.py b/tests/unit/llms/runwayml/test_text_to_speech_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/runwayml/test_text_to_speech_transformation.py
rename to tests/unit/llms/runwayml/test_text_to_speech_transformation.py
diff --git a/tests/unit/llms/runwayml/videos/__init__.py b/tests/unit/llms/runwayml/videos/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/runwayml/videos/test_runway_video_transformation.py b/tests/unit/llms/runwayml/videos/test_runway_video_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/runwayml/videos/test_runway_video_transformation.py
rename to tests/unit/llms/runwayml/videos/test_runway_video_transformation.py
diff --git a/tests/unit/llms/s3_vectors/__init__.py b/tests/unit/llms/s3_vectors/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/s3_vectors/vector_stores/__init__.py b/tests/unit/llms/s3_vectors/vector_stores/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/s3_vectors/vector_stores/test_s3_vectors_transformation.py b/tests/unit/llms/s3_vectors/vector_stores/test_s3_vectors_transformation.py
similarity index 99%
rename from tests/test_litellm/llms/s3_vectors/vector_stores/test_s3_vectors_transformation.py
rename to tests/unit/llms/s3_vectors/vector_stores/test_s3_vectors_transformation.py
index 781e92ea7d9..c39887d86ce 100644
--- a/tests/test_litellm/llms/s3_vectors/vector_stores/test_s3_vectors_transformation.py
+++ b/tests/unit/llms/s3_vectors/vector_stores/test_s3_vectors_transformation.py
@@ -55,10 +55,6 @@ def _search_kwargs(**overrides):
 
 
 class TestS3VectorsVectorStoreConfig:
-    def test_init(self):
-        config = S3VectorsVectorStoreConfig()
-        assert config is not None
-
     def test_get_supported_openai_params(self):
         config = S3VectorsVectorStoreConfig()
         params = config.get_supported_openai_params("test-model")
diff --git a/tests/unit/llms/sap/__init__.py b/tests/unit/llms/sap/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/sap/test_sap_fetch_creds.py b/tests/unit/llms/sap/test_sap_fetch_creds.py
similarity index 100%
rename from tests/test_litellm/llms/sap/test_sap_fetch_creds.py
rename to tests/unit/llms/sap/test_sap_fetch_creds.py
diff --git a/tests/unit/llms/scaleway/__init__.py b/tests/unit/llms/scaleway/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/scaleway/test_scaleway_audio_transcription_transformation.py b/tests/unit/llms/scaleway/test_scaleway_audio_transcription_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/scaleway/test_scaleway_audio_transcription_transformation.py
rename to tests/unit/llms/scaleway/test_scaleway_audio_transcription_transformation.py
diff --git a/tests/unit/llms/snowflake/__init__.py b/tests/unit/llms/snowflake/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/snowflake/test_snowflake_native_endpoints.py b/tests/unit/llms/snowflake/test_snowflake_native_endpoints.py
similarity index 100%
rename from tests/test_litellm/llms/snowflake/test_snowflake_native_endpoints.py
rename to tests/unit/llms/snowflake/test_snowflake_native_endpoints.py
diff --git a/tests/unit/llms/soniox/__init__.py b/tests/unit/llms/soniox/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/soniox/test_soniox_provider_registration.py b/tests/unit/llms/soniox/test_soniox_provider_registration.py
similarity index 100%
rename from tests/test_litellm/llms/soniox/test_soniox_provider_registration.py
rename to tests/unit/llms/soniox/test_soniox_provider_registration.py
diff --git a/tests/unit/llms/stability/__init__.py b/tests/unit/llms/stability/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/stability/image_generation/__init__.py b/tests/unit/llms/stability/image_generation/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/stability/image_generation/test_stability_image_generation.py b/tests/unit/llms/stability/image_generation/test_stability_image_generation.py
similarity index 93%
rename from tests/test_litellm/llms/stability/image_generation/test_stability_image_generation.py
rename to tests/unit/llms/stability/image_generation/test_stability_image_generation.py
index c5b3c8fbdc5..c5a78603f9c 100644
--- a/tests/test_litellm/llms/stability/image_generation/test_stability_image_generation.py
+++ b/tests/unit/llms/stability/image_generation/test_stability_image_generation.py
@@ -10,10 +10,7 @@ from unittest.mock import MagicMock
 import httpx
 import pytest
 
-from litellm.llms.stability.image_generation import (
-    StabilityImageGenerationConfig,
-    get_stability_image_generation_config,
-)
+from litellm.llms.stability.image_generation import StabilityImageGenerationConfig
 from litellm.types.llms.stability import (
     OPENAI_SIZE_TO_STABILITY_ASPECT_RATIO,
     STABILITY_GENERATION_MODELS,
@@ -266,20 +263,6 @@ class TestStabilityImageGenerationConfig:
         assert "filtered" in str(exc_info.value).lower()
 
 
-class TestFactoryFunction:
-    """Test the factory function"""
-
-    def test_get_stability_image_generation_config(self):
-        """Test that factory returns correct config type"""
-        config = get_stability_image_generation_config("stability/sd3")
-        assert isinstance(config, StabilityImageGenerationConfig)
-
-    def test_factory_returns_config_for_any_model(self):
-        """Test that factory works for any model name"""
-        config = get_stability_image_generation_config("stability/custom-model")
-        assert isinstance(config, StabilityImageGenerationConfig)
-
-
 class TestOpenAISizeMapping:
     """Test the size to aspect ratio mapping"""
 
diff --git a/tests/unit/llms/tencent/__init__.py b/tests/unit/llms/tencent/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/tencent/chat/__init__.py b/tests/unit/llms/tencent/chat/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/tencent/chat/test_tencent_chat_transformation.py b/tests/unit/llms/tencent/chat/test_tencent_chat_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/tencent/chat/test_tencent_chat_transformation.py
rename to tests/unit/llms/tencent/chat/test_tencent_chat_transformation.py
diff --git a/tests/unit/llms/tencent/messages/__init__.py b/tests/unit/llms/tencent/messages/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/tencent/messages/test_tencent_anthropic_messages_transformation.py b/tests/unit/llms/tencent/messages/test_tencent_anthropic_messages_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/tencent/messages/test_tencent_anthropic_messages_transformation.py
rename to tests/unit/llms/tencent/messages/test_tencent_anthropic_messages_transformation.py
diff --git a/tests/unit/llms/together_ai/__init__.py b/tests/unit/llms/together_ai/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/together_ai/chat/__init__.py b/tests/unit/llms/together_ai/chat/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/together_ai/chat/test_together_ai_chat_transformation.py b/tests/unit/llms/together_ai/chat/test_together_ai_chat_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/together_ai/chat/test_together_ai_chat_transformation.py
rename to tests/unit/llms/together_ai/chat/test_together_ai_chat_transformation.py
diff --git a/tests/unit/llms/valkey/__init__.py b/tests/unit/llms/valkey/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/valkey/vector_stores/__init__.py b/tests/unit/llms/valkey/vector_stores/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/valkey/vector_stores/test_valkey_transformation.py b/tests/unit/llms/valkey/vector_stores/test_valkey_transformation.py
similarity index 97%
rename from tests/test_litellm/llms/valkey/vector_stores/test_valkey_transformation.py
rename to tests/unit/llms/valkey/vector_stores/test_valkey_transformation.py
index aa114f128c5..64e15008536 100644
--- a/tests/test_litellm/llms/valkey/vector_stores/test_valkey_transformation.py
+++ b/tests/unit/llms/valkey/vector_stores/test_valkey_transformation.py
@@ -1,8 +1,7 @@
 import struct
-import sys
 from types import SimpleNamespace
 from typing import Final
-from unittest.mock import MagicMock, patch
+from unittest.mock import MagicMock
 from urllib.parse import unquote, urlsplit
 
 import httpx
@@ -355,13 +354,6 @@ def test_search_treats_an_explicit_null_max_num_results_as_the_default():
     assert client.index.searched_query.query_string() == "*=>[KNN 10 @embedding $vec AS vector_distance]"
 
 
-def test_missing_redis_dependency_raises_actionable_error():
-    config = ValkeyVectorStoreConfig(sync_client=FakeRedis(), embedding_fn=FakeEmbeddingFn([1.0]))
-    blocked = {name: None for name in list(sys.modules) if name == "redis" or name.startswith("redis.")}
-
-    with patch.dict(sys.modules, blocked):
-        with pytest.raises(ValueError, match="pip install redis"):
-            _search(config)
 
 
 @pytest.mark.asyncio
diff --git a/tests/unit/llms/vercel_ai_gateway/__init__.py b/tests/unit/llms/vercel_ai_gateway/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/vercel_ai_gateway/chat/__init__.py b/tests/unit/llms/vercel_ai_gateway/chat/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/vercel_ai_gateway/chat/test_vercel_ai_gateway_transformation.py b/tests/unit/llms/vercel_ai_gateway/chat/test_vercel_ai_gateway_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/vercel_ai_gateway/chat/test_vercel_ai_gateway_transformation.py
rename to tests/unit/llms/vercel_ai_gateway/chat/test_vercel_ai_gateway_transformation.py
diff --git a/tests/unit/llms/vercel_ai_gateway/embedding/__init__.py b/tests/unit/llms/vercel_ai_gateway/embedding/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/vercel_ai_gateway/embedding/test_vercel_ai_gateway_embedding.py b/tests/unit/llms/vercel_ai_gateway/embedding/test_vercel_ai_gateway_embedding.py
similarity index 100%
rename from tests/test_litellm/llms/vercel_ai_gateway/embedding/test_vercel_ai_gateway_embedding.py
rename to tests/unit/llms/vercel_ai_gateway/embedding/test_vercel_ai_gateway_embedding.py
diff --git a/tests/unit/llms/vertex_ai/__init__.py b/tests/unit/llms/vertex_ai/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/vertex_ai/agent_engine/__init__.py b/tests/unit/llms/vertex_ai/agent_engine/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/vertex_ai/agent_engine/test_transformation.py b/tests/unit/llms/vertex_ai/agent_engine/test_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/vertex_ai/agent_engine/test_transformation.py
rename to tests/unit/llms/vertex_ai/agent_engine/test_transformation.py
diff --git a/tests/unit/llms/vertex_ai/context_caching/__init__.py b/tests/unit/llms/vertex_ai/context_caching/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/vertex_ai/context_caching/test_context_caching_ttl.py b/tests/unit/llms/vertex_ai/context_caching/test_context_caching_ttl.py
similarity index 100%
rename from tests/test_litellm/llms/vertex_ai/context_caching/test_context_caching_ttl.py
rename to tests/unit/llms/vertex_ai/context_caching/test_context_caching_ttl.py
diff --git a/tests/test_litellm/llms/vertex_ai/context_caching/test_vertex_ai_context_caching.py b/tests/unit/llms/vertex_ai/context_caching/test_vertex_ai_context_caching.py
similarity index 98%
rename from tests/test_litellm/llms/vertex_ai/context_caching/test_vertex_ai_context_caching.py
rename to tests/unit/llms/vertex_ai/context_caching/test_vertex_ai_context_caching.py
index 34c00e84d2e..7913700c8a7 100644
--- a/tests/test_litellm/llms/vertex_ai/context_caching/test_vertex_ai_context_caching.py
+++ b/tests/unit/llms/vertex_ai/context_caching/test_vertex_ai_context_caching.py
@@ -4,16 +4,35 @@ from unittest.mock import AsyncMock, MagicMock, patch
 import httpx
 import pytest
 
+import litellm
 
 from litellm.litellm_core_utils.litellm_logging import Logging
 from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler, HTTPHandler
 from litellm.llms.vertex_ai.common_utils import VertexAIError
 from litellm.llms.vertex_ai.context_caching.vertex_ai_context_caching import (
-    MAX_PAGINATION_PAGES,
     ContextCachingEndpoints,
 )
 
 
+@pytest.fixture
+def local_model_cost_map(monkeypatch):
+    """Force the bundled in-repo cost map so capability and pricing assertions do not
+    depend on the network-fetched ``main`` copy, which lags this branch until merge.
+
+    ``get_model_info`` is lru_cached, so swapping ``model_cost`` is not enough on its
+    own; clear on the way in and out so entries warmed against either map never leak
+    across tests."""
+    original_model_cost = litellm.model_cost
+    monkeypatch.setenv("LITELLM_LOCAL_MODEL_COST_MAP", "True")
+    litellm.model_cost = litellm.get_model_cost_map(url="")
+    litellm.get_model_info.cache_clear()
+    try:
+        yield
+    finally:
+        litellm.model_cost = original_model_cost
+        litellm.get_model_info.cache_clear()
+
+
 class TestContextCachingEndpoints:
     """Test class for ContextCachingEndpoints methods"""
 
@@ -1899,12 +1918,9 @@ class TestCheckCachePagination:
     def test_check_cache_pagination_max_pages_limit(
         self, mock_get_token_url, custom_llm_provider
     ):
-        """Test that pagination stops after MAX_PAGINATION_PAGES iterations"""
-        # Setup
         mock_get_token_url.return_value = ("token", "https://test-url.com")
         cache_key_to_find = "nonexistent_cache_key"
 
-        # Create mock response that always has nextPageToken (infinite pagination scenario)
         def create_page_response(page_num):
             response = MagicMock()
             response.json.return_value = {
@@ -1915,12 +1931,10 @@ class TestCheckCachePagination:
             }
             return response
 
-        # Create MAX_PAGINATION_PAGES responses, each with a nextPageToken
         self.mock_client.get.side_effect = [
-            create_page_response(i) for i in range(MAX_PAGINATION_PAGES)
+            create_page_response(i) for i in range(100)
         ]
 
-        # Execute
         result = self.context_caching.check_cache(
             cache_key=cache_key_to_find,
             client=self.mock_client,
@@ -1934,10 +1948,8 @@ class TestCheckCachePagination:
             vertex_auth_header="Bearer test-token",
         )
 
-        # Assert - should return None after exhausting all pages without finding match
         assert result is None
-        # Verify exactly MAX_PAGINATION_PAGES API calls were made (not more)
-        assert self.mock_client.get.call_count == MAX_PAGINATION_PAGES
+        assert self.mock_client.get.call_count == 100
 
     @pytest.mark.asyncio
     @pytest.mark.parametrize(
@@ -1947,12 +1959,9 @@ class TestCheckCachePagination:
     async def test_async_check_cache_pagination_max_pages_limit(
         self, mock_get_token_url, custom_llm_provider
     ):
-        """Test that async pagination stops after MAX_PAGINATION_PAGES iterations"""
-        # Setup
         mock_get_token_url.return_value = ("token", "https://test-url.com")
         cache_key_to_find = "nonexistent_cache_key"
 
-        # Create mock response that always has nextPageToken (infinite pagination scenario)
         def create_page_response(page_num):
             response = MagicMock()
             response.json.return_value = {
@@ -1963,12 +1972,10 @@ class TestCheckCachePagination:
             }
             return response
 
-        # Create MAX_PAGINATION_PAGES responses, each with a nextPageToken
         self.mock_async_client.get = AsyncMock(
-            side_effect=[create_page_response(i) for i in range(MAX_PAGINATION_PAGES)]
+            side_effect=[create_page_response(i) for i in range(100)]
         )
 
-        # Execute
         result = await self.context_caching.async_check_cache(
             cache_key=cache_key_to_find,
             client=self.mock_async_client,
@@ -1982,10 +1989,10 @@ class TestCheckCachePagination:
             vertex_auth_header="Bearer test-token",
         )
 
-        # Assert - should return None after exhausting all pages without finding match
         assert result is None
-        # Verify exactly MAX_PAGINATION_PAGES async API calls were made (not more)
-        assert self.mock_async_client.get.call_count == MAX_PAGINATION_PAGES
+        assert self.mock_async_client.get.call_count == 100
+
+
 
 
 class TestVertexAIGlobalLocation:
diff --git a/tests/unit/llms/vertex_ai/files/__init__.py b/tests/unit/llms/vertex_ai/files/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/vertex_ai/files/test_file_retrieve_provider_routing.py b/tests/unit/llms/vertex_ai/files/test_file_retrieve_provider_routing.py
similarity index 100%
rename from tests/test_litellm/llms/vertex_ai/files/test_file_retrieve_provider_routing.py
rename to tests/unit/llms/vertex_ai/files/test_file_retrieve_provider_routing.py
diff --git a/tests/test_litellm/llms/vertex_ai/files/test_vertex_ai_binary_file_upload.py b/tests/unit/llms/vertex_ai/files/test_vertex_ai_binary_file_upload.py
similarity index 71%
rename from tests/test_litellm/llms/vertex_ai/files/test_vertex_ai_binary_file_upload.py
rename to tests/unit/llms/vertex_ai/files/test_vertex_ai_binary_file_upload.py
index d2ee9d7d659..f4aee11c140 100644
--- a/tests/test_litellm/llms/vertex_ai/files/test_vertex_ai_binary_file_upload.py
+++ b/tests/unit/llms/vertex_ai/files/test_vertex_ai_binary_file_upload.py
@@ -11,8 +11,6 @@ import io
 import json
 import pytest
 
-import httpx
-
 from litellm.llms.custom_httpx.llm_http_handler import AsyncHTTPHandler
 from litellm.llms.vertex_ai.files.transformation import VertexAIFilesConfig
 from litellm.types.llms.openai import CreateFileRequest
@@ -96,39 +94,6 @@ class TestVertexAIBinaryFileUpload:
         assert isinstance(transformed_request, bytes)
         assert transformed_request == mock_png_content
 
-    @pytest.mark.asyncio
-    async def test_http_handler_accepts_bytes_without_decoding(self):
-        """
-        Test that httpx correctly accepts binary data without decoding.
-
-        This test verifies that bytes can be passed to httpx's post/put methods
-        without needing UTF-8 decoding, which is the core of our fix.
-        """
-        # Create mock binary data with non-UTF-8 bytes
-        mock_binary_data = b"\x00\x01\x02\x03\xff\xfe\xfd\xc4\xe5\xf2"
-
-        # Test that httpx accepts bytes in the data parameter
-        # We're testing the behavior, not making an actual request
-
-        # Verify that attempting to decode would fail (proving it's binary)
-        with pytest.raises(UnicodeDecodeError):
-            mock_binary_data.decode("utf-8")
-
-        # Verify that httpx Request accepts bytes
-        try:
-            request = httpx.Request(
-                method="POST",
-                url="https://example.com/upload",
-                data=mock_binary_data,
-                headers={"Content-Type": "application/octet-stream"},
-            )
-            # If we get here, httpx accepts bytes - which is what we need
-            assert request.content == mock_binary_data
-        except Exception as e:
-            pytest.fail(f"httpx should accept bytes in data parameter: {e}")
-
-        # Document the expected behavior
-        assert isinstance(mock_binary_data, bytes), "Binary file data should remain as bytes"
 
     @pytest.mark.asyncio
     async def test_jsonl_file_upload_returns_streaming_body(self):
@@ -224,36 +189,3 @@ class TestVertexAIBinaryFileUpload:
             litellm_params={},
         )
         assert isinstance(result3, bytes)
-
-    def test_bytes_type_preservation_documentation(self):
-        """
-        Documentation test: Verify that bytes are the correct type for binary uploads.
-
-        This test documents the expected behavior:
-        - Binary files (PDF, images, etc.) should remain as bytes
-        - Text files (JSONL) should be strings
-        - httpx accepts both bytes and strings in the 'data' parameter
-        - bytes should NEVER be decoded to UTF-8 for binary files
-        """
-        # This is a documentation test - it always passes
-        # but serves as a reference for the expected behavior
-
-        expected_behavior = {
-            "binary_files": {
-                "input_type": "bytes",
-                "output_type": "bytes",
-                "examples": ["PDF", "PNG", "JPEG", "binary data"],
-                "http_method": "POST or PUT",
-                "encoding": "none - preserve raw bytes",
-            },
-            "text_files": {
-                "input_type": "str or bytes",
-                "output_type": "bytes",
-                "examples": ["JSONL", "CSV", "TXT"],
-                "http_method": "POST",
-                "encoding": "UTF-8",
-            },
-        }
-
-        assert expected_behavior["binary_files"]["encoding"] == "none - preserve raw bytes"
-        assert expected_behavior["text_files"]["encoding"] == "UTF-8"
diff --git a/tests/test_litellm/llms/vertex_ai/files/test_vertex_ai_files_handler.py b/tests/unit/llms/vertex_ai/files/test_vertex_ai_files_handler.py
similarity index 75%
rename from tests/test_litellm/llms/vertex_ai/files/test_vertex_ai_files_handler.py
rename to tests/unit/llms/vertex_ai/files/test_vertex_ai_files_handler.py
index 0a44f0a9a74..e0f0b7e5c0b 100644
--- a/tests/test_litellm/llms/vertex_ai/files/test_vertex_ai_files_handler.py
+++ b/tests/unit/llms/vertex_ai/files/test_vertex_ai_files_handler.py
@@ -2,14 +2,11 @@
 Test Vertex AI files handler functionality
 """
 
-import asyncio
 import re
 from types import MappingProxyType
 import pytest
 from unittest.mock import AsyncMock, patch
 
-import httpx
-
 from litellm.llms.vertex_ai.files.handler import VertexAIFilesHandler
 from litellm.types.llms.openai import FileContentRequest, HttpxBinaryResponseContent
 
@@ -312,104 +309,3 @@ class TestVertexAIFilesHandler:
         assert isinstance(result, HttpxBinaryResponseContent)
         dynamic_params = mock_download.call_args.kwargs["standard_callback_dynamic_params"]
         assert dynamic_params["gcs_bucket_name"] == "my-model-bucket"
-
-    def test_file_content_sync_success(self):
-        """Test successful sync file content retrieval"""
-        file_id = "gs%3A%2F%2Ftest-bucket%2Ftest-file.txt"
-        expected_content = b"test file content"
-
-        file_content_request = FileContentRequest(file_id=file_id, extra_headers=None, extra_body=None)
-
-        # Create expected response
-        mock_response = httpx.Response(
-            status_code=200,
-            content=expected_content,
-            headers={"content-type": "application/octet-stream"},
-            request=httpx.Request(method="GET", url="gs://test-bucket/test-file.txt"),
-        )
-        expected_result = HttpxBinaryResponseContent(response=mock_response)
-
-        # Mock asyncio.run to return our expected result
-        with patch("asyncio.run") as mock_run:
-            mock_run.return_value = expected_result
-
-            result = self.handler.file_content(
-                _is_async=False,
-                file_content_request=file_content_request,
-                api_base="",
-                vertex_credentials=None,
-                vertex_project="test-project",
-                vertex_location="us-central1",
-                timeout=60.0,
-                max_retries=3,
-            )
-
-            # Verify the result
-            assert result == expected_result
-
-            # Verify asyncio.run was called (indicating sync execution)
-            mock_run.assert_called_once()
-
-    @pytest.mark.asyncio
-    async def test_file_content_async_mode(self):
-        """Test async file content retrieval when _is_async=True"""
-        file_id = "gs%3A%2F%2Ftest-bucket%2Ftest-file.txt"
-        expected_content = b"test file content"
-
-        file_content_request = FileContentRequest(file_id=file_id, extra_headers=None, extra_body=None)
-
-        # Mock the afile_content method
-        with patch.object(self.handler, "afile_content", new_callable=AsyncMock) as mock_afile_content:
-            mock_response = httpx.Response(
-                status_code=200,
-                content=expected_content,
-                headers={"content-type": "application/octet-stream"},
-                request=httpx.Request(method="GET", url="gs://test-bucket/test-file.txt"),
-            )
-            mock_afile_content.return_value = HttpxBinaryResponseContent(response=mock_response)
-
-            # Call the method with _is_async=True
-            result = self.handler.file_content(
-                _is_async=True,
-                file_content_request=file_content_request,
-                api_base="",
-                vertex_credentials=None,
-                vertex_project="test-project",
-                vertex_location="us-central1",
-                timeout=60.0,
-                max_retries=3,
-            )
-
-            # Should return a coroutine since _is_async=True
-            assert asyncio.iscoroutine(result)
-
-            # Await the result
-            final_result = await result
-            assert isinstance(final_result, HttpxBinaryResponseContent)
-            assert final_result.response.content == expected_content
-
-    def test_httpx_response_compatibility(self):
-        """Test that the created HttpxBinaryResponseContent is compatible with expected interface"""
-        # Test the mock response creation logic
-        expected_content = b"test file content"
-        decoded_path = "gs://test-bucket/test-file.txt"
-
-        mock_response = httpx.Response(
-            status_code=200,
-            content=expected_content,
-            headers={"content-type": "application/octet-stream"},
-            request=httpx.Request(method="GET", url=decoded_path),
-        )
-
-        result = HttpxBinaryResponseContent(response=mock_response)
-
-        # Verify the response properties
-        assert result.response.status_code == 200
-        assert result.response.content == expected_content
-        assert result.response.headers["content-type"] == "application/octet-stream"
-
-        # Verify it has the expected interface (matching OpenAI file content response)
-        assert hasattr(result, "response")
-        assert hasattr(result.response, "content")
-        assert hasattr(result.response, "status_code")
-        assert hasattr(result.response, "headers")
diff --git a/tests/unit/llms/vertex_ai/files/test_vertex_ai_files_integration.py b/tests/unit/llms/vertex_ai/files/test_vertex_ai_files_integration.py
new file mode 100644
index 00000000000..402c463d134
--- /dev/null
+++ b/tests/unit/llms/vertex_ai/files/test_vertex_ai_files_integration.py
@@ -0,0 +1,93 @@
+"""
+Test Vertex AI files integration with main files API
+"""
+
+import pytest
+from unittest.mock import AsyncMock, MagicMock, patch
+
+import litellm
+from litellm.types.llms.openai import HttpxBinaryResponseContent
+
+
+class TestVertexAIFilesIntegration:
+    """Test integration of Vertex AI files with main litellm API"""
+
+
+
+
+    def test_litellm_file_content_vertex_ai_error_cases(self):
+        """Test error handling in vertex_ai file_content"""
+        # Test missing file_id - the VertexAI provider config's
+        # transform_file_content_request should handle empty file_id.
+        # Since the code now goes through base_llm_http_handler, we mock
+        # ProviderConfigManager to return None so it falls through to the
+        # old vertex_ai code path that validates file_id.
+        with patch(
+            "litellm.files.main.ProviderConfigManager.get_provider_files_config",
+            return_value=None,
+        ):
+            with pytest.raises(ValueError, match="file_id is required"):
+                litellm.file_content(
+                    file_id="",  # Empty file_id should cause error
+                    custom_llm_provider="vertex_ai",
+                    vertex_project="test-project",
+                )
+
+    def test_vertex_ai_provider_in_supported_providers_list(self):
+        """Test that vertex_ai is included in supported providers for file_content"""
+        # This test ensures the type annotations and error messages include vertex_ai
+
+        # Test that calling with unsupported provider raises appropriate error
+        with pytest.raises(Exception, match="unsupported_provider' is not a valid LlmProviders") as exc_info:
+            litellm.file_content(
+                file_id="test-file-id",
+                custom_llm_provider="unsupported_provider",  # This should fail
+            )
+
+        # The error message should mention supported providers including vertex_ai
+        error_message = str(exc_info.value)
+        assert "vertex_ai" in error_message or "supported" in error_message.lower()
+
+    @pytest.mark.asyncio
+    async def test_vertex_ai_file_content_with_timeout_and_retries(self):
+        """Test vertex_ai file_content with timeout and retry configuration"""
+        file_id = "gs%3A%2F%2Ftest-bucket%2Ftest-file.txt"
+        expected_content = b"test file content"
+
+        # Create a mock HttpxBinaryResponseContent response
+        import httpx
+
+        mock_response = httpx.Response(
+            status_code=200,
+            content=expected_content,
+            headers={"content-type": "application/octet-stream"},
+            request=httpx.Request(method="GET", url="gs://test-bucket/test-file.txt"),
+        )
+        mock_result = HttpxBinaryResponseContent(response=mock_response)
+
+        # Mock the base_llm_http_handler.retrieve_file_content
+        with patch(
+            "litellm.files.main.base_llm_http_handler.retrieve_file_content",
+            new_callable=MagicMock,
+        ) as mock_retrieve:
+            mock_retrieve.return_value = mock_result
+
+            # Call with custom timeout and max_retries
+            result = await litellm.afile_content(
+                file_id=file_id,
+                custom_llm_provider="vertex_ai",
+                vertex_project="test-project",
+                vertex_location="us-central1",
+                timeout=120,
+                max_retries=5,
+            )
+
+            # Verify the result
+            assert isinstance(result, HttpxBinaryResponseContent)
+            assert result.response.content == expected_content
+
+            # Verify the mock was called
+            mock_retrieve.assert_called_once()
+            # Verify the timeout was passed through
+            call_kwargs = mock_retrieve.call_args.kwargs
+            assert call_kwargs["timeout"] == 120
diff --git a/tests/test_litellm/llms/vertex_ai/files/test_vertex_ai_files_streaming.py b/tests/unit/llms/vertex_ai/files/test_vertex_ai_files_streaming.py
similarity index 97%
rename from tests/test_litellm/llms/vertex_ai/files/test_vertex_ai_files_streaming.py
rename to tests/unit/llms/vertex_ai/files/test_vertex_ai_files_streaming.py
index b94ea1ea269..29eaf38b427 100644
--- a/tests/test_litellm/llms/vertex_ai/files/test_vertex_ai_files_streaming.py
+++ b/tests/unit/llms/vertex_ai/files/test_vertex_ai_files_streaming.py
@@ -99,6 +99,17 @@ def _reference_vertex_jsonl_string(cfg: VertexAIFilesConfig, content: str) -> st
     )
 
 
+def _measure_peak(fn) -> int:
+    gc.collect()
+    tracemalloc.start()
+    try:
+        fn()
+        _, peak = tracemalloc.get_traced_memory()
+    finally:
+        tracemalloc.stop()
+    return peak
+
+
 class TestStreamingOutputParity:
     def test_transform_create_file_request_returns_streaming_body_parity(self):
         cfg = VertexAIFilesConfig()
@@ -258,16 +269,6 @@ class TestStreamingPeakMemory:
     measurement removes any garbage the previous run left behind.
     """
 
-    def _measure(self, fn):
-        gc.collect()
-        tracemalloc.start()
-        try:
-            fn()
-            _, peak = tracemalloc.get_traced_memory()
-        finally:
-            tracemalloc.stop()
-        return peak
-
     def test_streaming_peak_well_below_list_pipeline(self):
         cfg = VertexAIFilesConfig()
         raw = _make_openai_jsonl_bytes(8000)
@@ -279,8 +280,8 @@ class TestStreamingPeakMemory:
             for _ in _OpenAIToVertexBatchUploadStream(raw, cfg._map_openai_to_vertex_params).iter_bytes():
                 pass
 
-        streaming_peak = self._measure(drain_stream)
-        list_peak = self._measure(lambda: _reference_vertex_jsonl_string(cfg, content_str))
+        streaming_peak = _measure_peak(drain_stream)
+        list_peak = _measure_peak(lambda: _reference_vertex_jsonl_string(cfg, content_str))
 
         # Core guard: the lazily consumed streaming body peaks well under a list
         # pipeline that materializes every transformed row. Building full
@@ -298,7 +299,7 @@ class TestStreamingPeakMemory:
         # The payload bytes already exist before measurement starts, so a lazy
         # first-row parse should allocate only a small fraction of the payload;
         # parsing every row would blow past this bound.
-        peak = self._measure(lambda: cfg.get_object_name(file_data, purpose="batch"))
+        peak = _measure_peak(lambda: cfg.get_object_name(file_data, purpose="batch"))
         assert peak / len(raw) < 2.0, "get_object_name should not copy the whole payload"
 
 
@@ -344,12 +345,13 @@ class TestPathSourcedStreaming:
         first_labels = json.loads(lines[0])["request"]["labels"]
         assert _get_litellm_batch_custom_id_from_labels(first_labels) == "request-0"
 
-    def test_path_source_peak_stays_below_payload(self, tmp_path):
+    def test_path_source_peak_stays_below_list_pipeline(self, tmp_path):
         cfg = VertexAIFilesConfig()
         path, raw = self._write_jsonl(tmp_path, 8000)
         data = self._batch_request(path)
+        content_str = raw.decode("utf-8")
 
-        def run():
+        def drain_stream():
             cfg.get_complete_file_url(
                 api_base=None,
                 api_key=None,
@@ -362,19 +364,15 @@ class TestPathSourcedStreaming:
                 model="", create_file_data=data, optional_params={}, litellm_params={}
             )
             for _ in _upload_stream(out).iter_bytes():
-                pass  # drain without accumulating
+                pass
 
-        gc.collect()
-        tracemalloc.start()
-        try:
-            run()
-            _, peak = tracemalloc.get_traced_memory()
-        finally:
-            tracemalloc.stop()
+        streaming_peak = _measure_peak(drain_stream)
+        list_peak = _measure_peak(lambda: _reference_vertex_jsonl_string(cfg, content_str))
 
-        # Streaming from disk must not materialize the payload. Reading the whole
-        # file into bytes (the pre-fix path) would push peak past the file size.
-        assert peak < len(raw) * 0.3, f"peak {peak} not bounded vs payload {len(raw)} (ratio {peak / len(raw):.2f})"
+        assert streaming_peak < list_peak * 0.3, (
+            f"path-sourced streaming peak {streaming_peak} not a clear win over list pipeline "
+            f"{list_peak} (ratio {streaming_peak / list_peak:.2f})"
+        )
 
     def test_path_source_stream_is_reiterable(self, tmp_path):
         cfg = VertexAIFilesConfig()
diff --git a/tests/test_litellm/llms/vertex_ai/files/test_vertex_ai_files_transformation.py b/tests/unit/llms/vertex_ai/files/test_vertex_ai_files_transformation.py
similarity index 95%
rename from tests/test_litellm/llms/vertex_ai/files/test_vertex_ai_files_transformation.py
rename to tests/unit/llms/vertex_ai/files/test_vertex_ai_files_transformation.py
index 8a249820cbd..48464e79876 100644
--- a/tests/test_litellm/llms/vertex_ai/files/test_vertex_ai_files_transformation.py
+++ b/tests/unit/llms/vertex_ai/files/test_vertex_ai_files_transformation.py
@@ -860,94 +860,6 @@ class TestVertexBatchOutputTransformation:
         binary = b"%PDF-1.4\n%\xc4\xe5\xf2\xe5\xeb\xa7\n" + b"\x00\x01\x02\xff\xfe" * 64
         assert config._try_transform_vertex_batch_output_to_openai(binary) == binary
 
-    def test_streaming_transform_peaks_below_list_pipeline(self, config):
-        """The output transform must stream row-by-row, not build a list of every
-        parsed row and a second list of transformed rows. This guards against a
-        regression to the list pipeline, which peaks at several full copies and
-        OOMs on large result files. The relative comparison cancels shared noise
-        (per-row transform cost, GC timing) and only the list overhead differs.
-        """
-        import gc
-        import tracemalloc
-
-        from litellm.litellm_core_utils.litellm_logging import Logging
-        from litellm.llms.vertex_ai.gemini.vertex_and_google_ai_studio_gemini import (
-            VertexGeminiConfig,
-        )
-
-        def vertex_row(index: int) -> dict:
-            return {
-                "status": "",
-                "processed_time": "2024-11-01T18:13:16.826+00:00",
-                "request": {
-                    "contents": [{"role": "user", "parts": [{"text": "hi"}]}],
-                    "labels": {"litellm_custom_id": f"r-{index}"},
-                },
-                "response": {
-                    "candidates": [
-                        {
-                            "content": {
-                                "parts": [{"text": "hello " * 20}],
-                                "role": "model",
-                            },
-                            "finishReason": "STOP",
-                        }
-                    ],
-                    "modelVersion": "gemini-2.0-flash-001",
-                    "usageMetadata": {
-                        "promptTokenCount": 10,
-                        "candidatesTokenCount": 20,
-                        "totalTokenCount": 30,
-                    },
-                },
-            }
-
-        content = ("\n".join(json.dumps(vertex_row(i)) for i in range(4000))).encode("utf-8")
-
-        def list_pipeline() -> bytes:
-            gemini_config = VertexGeminiConfig()
-            logging_obj = Logging(
-                model="",
-                messages=[],
-                stream=False,
-                call_type="batch_transform",
-                start_time=0.1,
-                litellm_call_id="",
-                function_id="",
-            )
-            logging_obj.optional_params = {}
-            mock_response = httpx.Response(
-                status_code=200,
-                headers={"content-type": "application/json"},
-                request=httpx.Request("POST", "https://example.com"),
-            )
-            rows = content.decode("utf-8").strip().split("\n")
-            transformed = [
-                json.dumps(
-                    config._transform_single_vertex_batch_output_to_openai(
-                        json.loads(row), gemini_config, logging_obj, mock_response
-                    )
-                )
-                for row in rows
-            ]
-            return "\n".join(transformed).encode("utf-8")
-
-        def peak_of(fn) -> int:
-            gc.collect()
-            tracemalloc.start()
-            try:
-                fn()
-                return tracemalloc.get_traced_memory()[1]
-            finally:
-                tracemalloc.stop()
-
-        streaming_peak = peak_of(lambda: config._try_transform_vertex_batch_output_to_openai(content))
-        list_peak = peak_of(list_pipeline)
-
-        assert streaming_peak < list_peak * 0.75, (
-            f"streaming peak {streaming_peak} is not a clear win over the list "
-            f"pipeline {list_peak} (ratio {streaming_peak / list_peak:.2f})"
-        )
 
 
 class TestTryTransformDoesNotMutateCallerLoggingObj:
diff --git a/tests/unit/llms/vertex_ai/gemini_embeddings/__init__.py b/tests/unit/llms/vertex_ai/gemini_embeddings/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/vertex_ai/gemini_embeddings/test_batch_embed_content_transformation.py b/tests/unit/llms/vertex_ai/gemini_embeddings/test_batch_embed_content_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/vertex_ai/gemini_embeddings/test_batch_embed_content_transformation.py
rename to tests/unit/llms/vertex_ai/gemini_embeddings/test_batch_embed_content_transformation.py
diff --git a/tests/unit/llms/vertex_ai/image_edit/__init__.py b/tests/unit/llms/vertex_ai/image_edit/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/vertex_ai/image_edit/test_vertex_ai_image_edit_transformation.py b/tests/unit/llms/vertex_ai/image_edit/test_vertex_ai_image_edit_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/vertex_ai/image_edit/test_vertex_ai_image_edit_transformation.py
rename to tests/unit/llms/vertex_ai/image_edit/test_vertex_ai_image_edit_transformation.py
diff --git a/tests/unit/llms/vertex_ai/interactions/__init__.py b/tests/unit/llms/vertex_ai/interactions/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/vertex_ai/interactions/test_vertex_ai_interactions_transformation.py b/tests/unit/llms/vertex_ai/interactions/test_vertex_ai_interactions_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/vertex_ai/interactions/test_vertex_ai_interactions_transformation.py
rename to tests/unit/llms/vertex_ai/interactions/test_vertex_ai_interactions_transformation.py
diff --git a/tests/unit/llms/vertex_ai/multimodal_embeddings/__init__.py b/tests/unit/llms/vertex_ai/multimodal_embeddings/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/vertex_ai/multimodal_embeddings/test_vertex_ai_multimodal_embedding_transformation.py b/tests/unit/llms/vertex_ai/multimodal_embeddings/test_vertex_ai_multimodal_embedding_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/vertex_ai/multimodal_embeddings/test_vertex_ai_multimodal_embedding_transformation.py
rename to tests/unit/llms/vertex_ai/multimodal_embeddings/test_vertex_ai_multimodal_embedding_transformation.py
diff --git a/tests/unit/llms/vertex_ai/realtime/__init__.py b/tests/unit/llms/vertex_ai/realtime/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/vertex_ai/realtime/test_vertex_ai_realtime_transformation.py b/tests/unit/llms/vertex_ai/realtime/test_vertex_ai_realtime_transformation.py
similarity index 95%
rename from tests/test_litellm/llms/vertex_ai/realtime/test_vertex_ai_realtime_transformation.py
rename to tests/unit/llms/vertex_ai/realtime/test_vertex_ai_realtime_transformation.py
index d4cf58bc0b4..14b3bdb48a1 100644
--- a/tests/test_litellm/llms/vertex_ai/realtime/test_vertex_ai_realtime_transformation.py
+++ b/tests/unit/llms/vertex_ai/realtime/test_vertex_ai_realtime_transformation.py
@@ -391,11 +391,6 @@ def test_vertex_does_not_warn_when_dropping_non_guardrail_session_update(caplog)
 async def test_async_realtime_does_not_forward_client_query_params_to_vertex_backend(
     monkeypatch,
 ):
-    """Regression: forwarding client ?model=/?intent= to the Vertex Live WSS URL causes 1007 errors.
-
-    Exercises ``async_realtime`` end-to-end so that re-adding ``_append_query_params``
-    (the reverted bug) would push ``model=``/``intent=`` onto the backend URL and fail here.
-    """
     import websockets
 
     from litellm.llms.custom_httpx.llm_http_handler import BaseLLMHTTPHandler
@@ -404,7 +399,7 @@ async def test_async_realtime_does_not_forward_client_query_params_to_vertex_bac
         access_token="tok", project="my-proj", location="us-central1"
     )
 
-    captured: dict = {}
+    captured = {}
 
     def fake_connect(url, *args, **kwargs):
         captured["url"] = url
@@ -412,27 +407,25 @@ async def test_async_realtime_does_not_forward_client_query_params_to_vertex_bac
 
     monkeypatch.setattr(websockets, "connect", fake_connect)
 
-    try:
-        await BaseLLMHTTPHandler().async_realtime(
-            model="gemini-live-2.5-flash-preview-native-audio-09-2025",
-            websocket=AsyncMock(),
-            logging_obj=MagicMock(),
-            provider_config=cfg,
-            headers={},
-            query_params={
-                "model": "gemini-live-2.5-flash-preview-native-audio-09-2025",
-                "intent": "chat",
-            },
-        )
-    except (RuntimeError, Exception):
-        pass
+    await BaseLLMHTTPHandler().async_realtime(
+        model="gemini-live-2.5-flash-preview-native-audio-09-2025",
+        websocket=AsyncMock(),
+        logging_obj=MagicMock(),
+        provider_config=cfg,
+        headers={},
+        query_params={
+            "model": "gemini-live-2.5-flash-preview-native-audio-09-2025",
+            "intent": "chat",
+        },
+    )
 
-    assert "url" in captured, "websockets.connect was never called"
     assert "?" not in captured["url"]
     assert "model=" not in captured["url"]
     assert "intent=" not in captured["url"]
 
 
+
+
 def test_vertex_function_call_output_omits_id():
     """Regression: Vertex Live rejects ``id`` on toolResponse.functionResponses (1007)."""
     cfg = VertexAIRealtimeConfig(
diff --git a/tests/unit/llms/vertex_ai/text_to_speech/__init__.py b/tests/unit/llms/vertex_ai/text_to_speech/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/vertex_ai/text_to_speech/test_transformation.py b/tests/unit/llms/vertex_ai/text_to_speech/test_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/vertex_ai/text_to_speech/test_transformation.py
rename to tests/unit/llms/vertex_ai/text_to_speech/test_transformation.py
diff --git a/tests/unit/llms/vertex_ai/vertex_ai_partner_models/__init__.py b/tests/unit/llms/vertex_ai/vertex_ai_partner_models/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/vertex_ai/vertex_ai_partner_models/count_tokens/__init__.py b/tests/unit/llms/vertex_ai/vertex_ai_partner_models/count_tokens/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/vertex_ai/vertex_ai_partner_models/count_tokens/test_count_tokens_location.py b/tests/unit/llms/vertex_ai/vertex_ai_partner_models/count_tokens/test_count_tokens_location.py
similarity index 98%
rename from tests/test_litellm/llms/vertex_ai/vertex_ai_partner_models/count_tokens/test_count_tokens_location.py
rename to tests/unit/llms/vertex_ai/vertex_ai_partner_models/count_tokens/test_count_tokens_location.py
index 4b710175a48..e2fb81bc240 100644
--- a/tests/test_litellm/llms/vertex_ai/vertex_ai_partner_models/count_tokens/test_count_tokens_location.py
+++ b/tests/unit/llms/vertex_ai/vertex_ai_partner_models/count_tokens/test_count_tokens_location.py
@@ -98,6 +98,8 @@ class TestCountTokensLocationResolution:
         self, counter, monkeypatch
     ):
         """Claude models without any location should default to us-east5."""
+        monkeypatch.delenv("VERTEXAI_LOCATION", raising=False)
+        monkeypatch.delenv("VERTEX_LOCATION", raising=False)
         captured = {}
 
         async def fake_ensure_access_token(
diff --git a/tests/test_litellm/llms/vertex_ai/vertex_ai_partner_models/count_tokens/test_count_tokens_no_vertexai_sdk.py b/tests/unit/llms/vertex_ai/vertex_ai_partner_models/count_tokens/test_count_tokens_no_vertexai_sdk.py
similarity index 100%
rename from tests/test_litellm/llms/vertex_ai/vertex_ai_partner_models/count_tokens/test_count_tokens_no_vertexai_sdk.py
rename to tests/unit/llms/vertex_ai/vertex_ai_partner_models/count_tokens/test_count_tokens_no_vertexai_sdk.py
diff --git a/tests/unit/llms/vertex_ai/vertex_ai_partner_models/llama3/__init__.py b/tests/unit/llms/vertex_ai/vertex_ai_partner_models/llama3/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/vertex_ai/vertex_ai_partner_models/llama3/test_vertex_ai_partner_models_llama3_transformation.py b/tests/unit/llms/vertex_ai/vertex_ai_partner_models/llama3/test_vertex_ai_partner_models_llama3_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/vertex_ai/vertex_ai_partner_models/llama3/test_vertex_ai_partner_models_llama3_transformation.py
rename to tests/unit/llms/vertex_ai/vertex_ai_partner_models/llama3/test_vertex_ai_partner_models_llama3_transformation.py
diff --git a/tests/unit/llms/vertex_ai/vertex_ai_partner_models/mistral/__init__.py b/tests/unit/llms/vertex_ai/vertex_ai_partner_models/mistral/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/vertex_ai/vertex_ai_partner_models/mistral/test_vertex_ai_partner_models_mistral_transformation.py b/tests/unit/llms/vertex_ai/vertex_ai_partner_models/mistral/test_vertex_ai_partner_models_mistral_transformation.py
similarity index 60%
rename from tests/test_litellm/llms/vertex_ai/vertex_ai_partner_models/mistral/test_vertex_ai_partner_models_mistral_transformation.py
rename to tests/unit/llms/vertex_ai/vertex_ai_partner_models/mistral/test_vertex_ai_partner_models_mistral_transformation.py
index f7df4507651..15df8e47af3 100644
--- a/tests/test_litellm/llms/vertex_ai/vertex_ai_partner_models/mistral/test_vertex_ai_partner_models_mistral_transformation.py
+++ b/tests/unit/llms/vertex_ai/vertex_ai_partner_models/mistral/test_vertex_ai_partner_models_mistral_transformation.py
@@ -1,6 +1,21 @@
+import pytest
+
 import litellm
 
 
+@pytest.fixture
+def local_model_cost_map(monkeypatch):
+    original_model_cost = litellm.model_cost
+    monkeypatch.setenv("LITELLM_LOCAL_MODEL_COST_MAP", "True")
+    litellm.model_cost = litellm.get_model_cost_map(url="")
+    litellm.get_model_info.cache_clear()
+    try:
+        yield
+    finally:
+        litellm.model_cost = original_model_cost
+        litellm.get_model_info.cache_clear()
+
+
 def test_reasoning_effort_stays_unsupported_on_vertex_partner_models(local_model_cost_map):
     assert "reasoning_effort" in litellm.get_supported_openai_params(
         model="mistral-medium-3", custom_llm_provider="mistral"
diff --git a/tests/unit/llms/vertex_ai/vertex_gemma_models/__init__.py b/tests/unit/llms/vertex_ai/vertex_gemma_models/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/vertex_ai/vertex_gemma_models/test_vertex_gemma_transformation.py b/tests/unit/llms/vertex_ai/vertex_gemma_models/test_vertex_gemma_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/vertex_ai/vertex_gemma_models/test_vertex_gemma_transformation.py
rename to tests/unit/llms/vertex_ai/vertex_gemma_models/test_vertex_gemma_transformation.py
diff --git a/tests/unit/llms/vertex_ai/videos/__init__.py b/tests/unit/llms/vertex_ai/videos/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/vertex_ai/videos/test_vertex_video_transformation.py b/tests/unit/llms/vertex_ai/videos/test_vertex_video_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/vertex_ai/videos/test_vertex_video_transformation.py
rename to tests/unit/llms/vertex_ai/videos/test_vertex_video_transformation.py
diff --git a/tests/unit/llms/volcengine/__init__.py b/tests/unit/llms/volcengine/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/volcengine/responses/__init__.py b/tests/unit/llms/volcengine/responses/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/volcengine/responses/test_volcengine_responses_transformation.py b/tests/unit/llms/volcengine/responses/test_volcengine_responses_transformation.py
similarity index 94%
rename from tests/test_litellm/llms/volcengine/responses/test_volcengine_responses_transformation.py
rename to tests/unit/llms/volcengine/responses/test_volcengine_responses_transformation.py
index d42bf7b7a1c..5c8d67ecc70 100644
--- a/tests/test_litellm/llms/volcengine/responses/test_volcengine_responses_transformation.py
+++ b/tests/unit/llms/volcengine/responses/test_volcengine_responses_transformation.py
@@ -137,30 +137,6 @@ class TestVolcengineResponsesAPITransformation:
         with pytest.raises(ValueError, match='Volcengine API key is required\\. Set ARK_API_KEY /'):
             config.validate_environment(headers={}, model="volcengine/demo", litellm_params={})
 
-    def test_unsupported_params_are_dropped_with_extra_body(self):
-        """Unknown fields (including extra_body) should be dropped before send."""
-        config = VolcEngineResponsesAPIConfig()
-
-        request = config.transform_responses_api_request(
-            model="volcengine/demo-model",
-            input="hi",
-            response_api_optional_request_params={
-                "unsupported_custom_param": 0.1,
-                "temperature": 0.2,
-                "metadata": {"k": "v"},
-                "extra_body": {"unsupported_custom_param": 1, "temperature": 0.3},
-            },
-            litellm_params=GenericLiteLLMParams(),
-            headers={},
-        )
-
-        assert "unsupported_custom_param" not in request
-        assert "metadata" not in request
-        assert request["temperature"] == 0.2
-        assert "extra_body" in request
-        assert "unsupported_custom_param" not in request["extra_body"]
-        assert request["extra_body"]["temperature"] == 0.3
-
     def test_valid_thinking_caching_and_expire_at_pass(self):
         """Documented params should pass through without validation errors."""
         config = VolcEngineResponsesAPIConfig()
diff --git a/tests/unit/llms/voyage/__init__.py b/tests/unit/llms/voyage/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/voyage/rerank/__init__.py b/tests/unit/llms/voyage/rerank/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/voyage/rerank/test_voyage_rerank_transformation.py b/tests/unit/llms/voyage/rerank/test_voyage_rerank_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/voyage/rerank/test_voyage_rerank_transformation.py
rename to tests/unit/llms/voyage/rerank/test_voyage_rerank_transformation.py
diff --git a/tests/test_litellm/llms/voyage/test_voyage_contextual_embedding.py b/tests/unit/llms/voyage/test_voyage_contextual_embedding.py
similarity index 100%
rename from tests/test_litellm/llms/voyage/test_voyage_contextual_embedding.py
rename to tests/unit/llms/voyage/test_voyage_contextual_embedding.py
diff --git a/tests/test_litellm/llms/voyage/test_voyage_multimodal_embedding.py b/tests/unit/llms/voyage/test_voyage_multimodal_embedding.py
similarity index 100%
rename from tests/test_litellm/llms/voyage/test_voyage_multimodal_embedding.py
rename to tests/unit/llms/voyage/test_voyage_multimodal_embedding.py
diff --git a/tests/unit/llms/watsonx/__init__.py b/tests/unit/llms/watsonx/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/watsonx/audio_transcription/__init__.py b/tests/unit/llms/watsonx/audio_transcription/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/watsonx/audio_transcription/test_watsonx_audio_transcription_transformation.py b/tests/unit/llms/watsonx/audio_transcription/test_watsonx_audio_transcription_transformation.py
new file mode 100644
index 00000000000..efe592f515e
--- /dev/null
+++ b/tests/unit/llms/watsonx/audio_transcription/test_watsonx_audio_transcription_transformation.py
@@ -0,0 +1,85 @@
+"""
+Tests for IBM WatsonX Audio Transcription.
+
+Validates the WatsonX transcription response transformation.
+"""
+
+from unittest.mock import MagicMock
+
+from litellm.llms.watsonx.audio_transcription.transformation import (
+    IBMWatsonXAudioTranscriptionConfig,
+)
+from litellm.types.utils import TranscriptionResponse
+
+
+class TestWatsonXAudioTranscription:
+    def test_transform_audio_transcription_response_removes_model_field(self):
+        """
+        Test that transform_audio_transcription_response removes the 'model' field
+        from WatsonX response before creating TranscriptionResponse.
+
+        This test ensures that when WatsonX returns a response with a 'model' field,
+        it is removed before creating the TranscriptionResponse object, since
+        TranscriptionResponse doesn't accept a 'model' parameter.
+        """
+        handler = IBMWatsonXAudioTranscriptionConfig()
+
+        # Mock response with 'model' field (as WatsonX may return)
+        mock_response = MagicMock()
+        mock_response.json.return_value = {
+            "text": "Hello, this is a test transcription.",
+            "model": "whisper-large-v3-turbo",  # This field should be removed
+            "duration": 5.5,
+        }
+        mock_response.text = '{"text": "Hello, this is a test transcription.", "model": "whisper-large-v3-turbo", "duration": 5.5}'
+
+        # This should not raise a TypeError - model field should be removed
+        result = handler.transform_audio_transcription_response(mock_response)
+
+        # Verify the result is a TranscriptionResponse
+        assert isinstance(result, TranscriptionResponse)
+
+        # Verify the text is correct
+        assert result.text == "Hello, this is a test transcription."
+
+        # Verify duration is set via dictionary assignment
+        assert result["duration"] == 5.5
+
+        # Verify the model field is NOT in the serialized result
+        # Check via model_dump() or dict() to ensure it's not in the output
+        try:
+            result_dict = result.model_dump()
+        except AttributeError:
+            # Fallback for pydantic v1
+            result_dict = result.dict()
+
+        # The 'model' field should not be in the result
+        assert "model" not in result_dict, "Model field should be removed from response"
+
+    def test_transform_audio_transcription_response_without_model_field(self):
+        """
+        Test that transform_audio_transcription_response works correctly
+        when WatsonX response doesn't include a 'model' field.
+        """
+        handler = IBMWatsonXAudioTranscriptionConfig()
+
+        # Mock response without 'model' field
+        mock_response = MagicMock()
+        mock_response.json.return_value = {
+            "text": "Hello, this is a test transcription.",
+            "duration": 5.5,
+        }
+        mock_response.text = (
+            '{"text": "Hello, this is a test transcription.", "duration": 5.5}'
+        )
+
+        result = handler.transform_audio_transcription_response(mock_response)
+
+        # Verify the result is a TranscriptionResponse
+        assert isinstance(result, TranscriptionResponse)
+
+        # Verify the text is correct
+        assert result.text == "Hello, this is a test transcription."
+
+        # Verify duration is set via dictionary assignment
+        assert result["duration"] == 5.5
diff --git a/tests/unit/llms/watsonx/embed/__init__.py b/tests/unit/llms/watsonx/embed/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/watsonx/embed/test_watsonx_embedding_transformation.py b/tests/unit/llms/watsonx/embed/test_watsonx_embedding_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/watsonx/embed/test_watsonx_embedding_transformation.py
rename to tests/unit/llms/watsonx/embed/test_watsonx_embedding_transformation.py
diff --git a/tests/unit/llms/watsonx/passthrough/__init__.py b/tests/unit/llms/watsonx/passthrough/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/watsonx/passthrough/test_watsonx_passthrough_transformation.py b/tests/unit/llms/watsonx/passthrough/test_watsonx_passthrough_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/watsonx/passthrough/test_watsonx_passthrough_transformation.py
rename to tests/unit/llms/watsonx/passthrough/test_watsonx_passthrough_transformation.py
diff --git a/tests/unit/llms/watsonx/rerank/__init__.py b/tests/unit/llms/watsonx/rerank/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/watsonx/rerank/test_watsonx_rerank.py b/tests/unit/llms/watsonx/rerank/test_watsonx_rerank.py
similarity index 100%
rename from tests/test_litellm/llms/watsonx/rerank/test_watsonx_rerank.py
rename to tests/unit/llms/watsonx/rerank/test_watsonx_rerank.py
diff --git a/tests/unit/llms/watsonx/test_watsonx.py b/tests/unit/llms/watsonx/test_watsonx.py
new file mode 100644
index 00000000000..077539c9acd
--- /dev/null
+++ b/tests/unit/llms/watsonx/test_watsonx.py
@@ -0,0 +1,74 @@
+import json
+from unittest.mock import Mock
+
+import pytest
+
+import litellm
+
+
+@pytest.mark.parametrize("tokenizer_config_cached", [False, True], ids=["tokenizer_config", "cached_config_jinja"])
+async def test_watsonx_text_gpt_oss_async_completion_fetches_hf_template_off_the_event_loop(
+    monkeypatch, tokenizer_config_cached
+):
+    import httpx
+
+    from litellm._uuid import uuid
+    from litellm.litellm_core_utils.prompt_templates import huggingface_template_handler
+    from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler
+
+    hf_model = f"openai/gpt-oss-{uuid.uuid4()}"
+    chat_template = "{% for m in messages %}<|{{ m['role'] }}|>{{ m['content'] }}{% endfor %}"
+    if tokenizer_config_cached:
+        cached_config = {"status": "success", "tokenizer": {"bos_token": None, "eos_token": None}}
+        monkeypatch.setattr(litellm, "known_tokenizer_config", {hf_model: cached_config})
+        expected_fetch = f"https://huggingface.co/{hf_model}/raw/main/chat_template.jinja"
+    else:
+        monkeypatch.setattr(litellm, "known_tokenizer_config", {})
+        expected_fetch = f"https://huggingface.co/{hf_model}/raw/main/tokenizer_config.json"
+    hf_fetched = []
+    captured = {}
+
+    def forbid_sync_client():
+        raise AssertionError("sync HuggingFace fetch ran on the request path")
+
+    async def serve_hf_file(url, **kwargs):
+        hf_fetched.append(url)
+        if url.endswith(".jinja"):
+            return httpx.Response(200, content=chat_template.encode())
+        return httpx.Response(200, json={"chat_template": chat_template, "bos_token": None, "eos_token": None})
+
+    monkeypatch.setattr(huggingface_template_handler, "_get_httpx_client", forbid_sync_client)
+    monkeypatch.setattr(huggingface_template_handler, "get_async_httpx_client", lambda **kwargs: Mock(get=serve_hf_file))
+
+    def handle(request):
+        captured["body"] = json.loads(request.content)
+        return httpx.Response(
+            200,
+            json={
+                "model_id": hf_model,
+                "results": [
+                    {
+                        "generated_text": "Hi",
+                        "generated_token_count": 1,
+                        "input_token_count": 1,
+                        "stop_reason": "eos_token",
+                    }
+                ],
+            },
+        )
+
+    client = AsyncHTTPHandler()
+    client.client = httpx.AsyncClient(transport=httpx.MockTransport(handle))
+
+    response = await litellm.acompletion(
+        model=f"watsonx_text/{hf_model}",
+        messages=[{"role": "user", "content": "Hi there"}],
+        api_base="https://test-api.watsonx.ai",
+        project_id="test-project-id",
+        token="test-token",
+        client=client,
+    )
+
+    assert response.choices[0].message.content == "Hi"
+    assert hf_fetched == [expected_fetch]
+    assert captured["body"]["input"] == "<|user|>Hi there"
diff --git a/tests/test_litellm/llms/watsonx/test_watsonx_common_utils.py b/tests/unit/llms/watsonx/test_watsonx_common_utils.py
similarity index 100%
rename from tests/test_litellm/llms/watsonx/test_watsonx_common_utils.py
rename to tests/unit/llms/watsonx/test_watsonx_common_utils.py
diff --git a/tests/unit/llms/xai/__init__.py b/tests/unit/llms/xai/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/llms/xai/responses/__init__.py b/tests/unit/llms/xai/responses/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/xai/responses/test_xai_responses_transformation.py b/tests/unit/llms/xai/responses/test_xai_responses_transformation.py
similarity index 100%
rename from tests/test_litellm/llms/xai/responses/test_xai_responses_transformation.py
rename to tests/unit/llms/xai/responses/test_xai_responses_transformation.py
diff --git a/tests/unit/llms/you_com/__init__.py b/tests/unit/llms/you_com/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/you_com/test_you_com_search.py b/tests/unit/llms/you_com/test_you_com_search.py
similarity index 100%
rename from tests/test_litellm/llms/you_com/test_you_com_search.py
rename to tests/unit/llms/you_com/test_you_com_search.py
diff --git a/tests/unit/llms/zai/__init__.py b/tests/unit/llms/zai/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/llms/zai/test_zai_provider.py b/tests/unit/llms/zai/test_zai_provider.py
similarity index 100%
rename from tests/test_litellm/llms/zai/test_zai_provider.py
rename to tests/unit/llms/zai/test_zai_provider.py
diff --git a/tests/unit/messages/__init__.py b/tests/unit/messages/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/messages/test_dispatch.py b/tests/unit/messages/test_dispatch.py
similarity index 97%
rename from tests/test_litellm/messages/test_dispatch.py
rename to tests/unit/messages/test_dispatch.py
index 2eaf4cd9a50..586b77d9a25 100644
--- a/tests/test_litellm/messages/test_dispatch.py
+++ b/tests/unit/messages/test_dispatch.py
@@ -29,9 +29,7 @@ RUST_RULES: Final[Rules] = (Rule(Route.MESSAGES, Rollout.RUST_REQUIRED),)
 
 
 def messages_binding(native: NativeMessages | None) -> NativeBinding[NativeMessages]:
-    binding: Final[NativeBinding[NativeMessages]] = NativeBinding(
-        "anthropic_messages_handler", validate=lambda _: None
-    )
+    binding: Final[NativeBinding[NativeMessages]] = NativeBinding("anthropic_messages_handler", validate=lambda _: None)
     binding.override(native)
     return binding
 
@@ -99,7 +97,8 @@ async def test_async_python_route_forwards_original_call_shape() -> None:
     expected: Final = response()
 
     async def python(
-        *call_args: object, **call_kwargs: object  # kwargs-ok: records call shape
+        *call_args: object,
+        **call_kwargs: object,  # kwargs-ok: records call shape
     ) -> AnthropicMessagesResponse:
         captured.append((call_args, call_kwargs))
         return expected
@@ -217,7 +216,9 @@ def test_binding_errors_delegate_to_python(args: tuple[object, ...], kwargs: Map
     captured: Final[list[tuple[tuple[object, ...], Mapping[str, object]]]] = []
     expected: Final = response()
 
-    def python(*call_args: object, **call_kwargs: object) -> AnthropicMessagesResponse:  # kwargs-ok: records invalid call
+    def python(
+        *call_args: object, **call_kwargs: object
+    ) -> AnthropicMessagesResponse:  # kwargs-ok: records invalid call
         captured.append((call_args, call_kwargs))
         return expected
 
diff --git a/tests/unit/models/__init__.py b/tests/unit/models/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/models/test_models.py b/tests/unit/models/test_models.py
similarity index 93%
rename from tests/test_litellm/models/test_models.py
rename to tests/unit/models/test_models.py
index 777b4a265ac..b8bf55f1b4a 100644
--- a/tests/test_litellm/models/test_models.py
+++ b/tests/unit/models/test_models.py
@@ -5,7 +5,7 @@ Tests for backend domain models.
 from datetime import datetime, timezone
 
 import pytest
-from pydantic import BaseModel, TypeAdapter
+from pydantic import BaseModel, TypeAdapter, ValidationError
 
 from litellm.models.access_group import LiteLLM_AccessGroupTable
 from litellm.models.autorouter_session import LiteLLM_AutoRouterSession
@@ -19,7 +19,6 @@ from litellm.models.credentials import CreateCredentialItem, CredentialItem
 from litellm.models.end_user import LiteLLM_EndUserTable
 from litellm.models.managed_files import (
     LiteLLM_ManagedFileTable,
-    LiteLLM_ManagedObjectTable,
     LiteLLM_ManagedVectorStoresTable,
 )
 from litellm.models.mcp_server import LiteLLM_MCPServerTable
@@ -41,7 +40,6 @@ from litellm.models.verification_token import (
     LiteLLM_DeletedVerificationToken,
     LiteLLM_VerificationToken,
 )
-from pydantic import ValidationError
 
 
 class TestBudget:
@@ -121,9 +119,7 @@ class TestCredentials:
         assert item.credential_values is None
 
     def test_create_credential_item_requires_values_or_model_id(self):
-        with pytest.raises(
-            ValueError, match="Either credential_values or model_id must be set"
-        ):
+        with pytest.raises(ValueError, match="Either credential_values or model_id must be set"):
             CreateCredentialItem(credential_name="bad", credential_info={})
 
 
@@ -141,12 +137,8 @@ class TestModel:
         assert model.team_public_model_name == "my-gpt4"
 
     def test_is_blocked(self):
-        model_blocked = LiteLLM_ProxyModelTable(
-            model_id="m1", model_name="test", litellm_params={}, blocked=True
-        )
-        model_unblocked = LiteLLM_ProxyModelTable(
-            model_id="m2", model_name="test", litellm_params={}, blocked=False
-        )
+        model_blocked = LiteLLM_ProxyModelTable(model_id="m1", model_name="test", litellm_params={}, blocked=True)
+        model_unblocked = LiteLLM_ProxyModelTable(model_id="m2", model_name="test", litellm_params={}, blocked=False)
         assert model_blocked.is_blocked
         assert not model_unblocked.is_blocked
 
@@ -188,9 +180,7 @@ class TestModel:
         assert model.blocked is True
 
     def test_team_helpers_none_when_no_model_info(self):
-        model = LiteLLM_ProxyModelTable(
-            model_id="m1", model_name="gpt-4", litellm_params={}, model_info=None
-        )
+        model = LiteLLM_ProxyModelTable(model_id="m1", model_name="gpt-4", litellm_params={}, model_info=None)
         assert model.team_id is None
         assert model.team_public_model_name is None
 
@@ -292,9 +282,7 @@ class TestTeam:
         assert team.model_max_budget == {"gpt-4": 5.0}
 
     def test_cached_team(self):
-        cached = LiteLLM_TeamTableCachedObj(
-            team_id="t1", last_refreshed_at=1234567890.0
-        )
+        cached = LiteLLM_TeamTableCachedObj(team_id="t1", last_refreshed_at=1234567890.0)
         assert cached.last_refreshed_at == 1234567890.0
 
     def test_deleted_team(self):
@@ -345,9 +333,7 @@ class TestUser:
         assert "password" not in user.model_dump()
         assert "password" not in user.model_dump_json()
 
-        with_keys = LiteLLM_UserTableWithKeyCount(
-            user_id="u1", user_email="a@b.c", password=secret, key_count=2
-        )
+        with_keys = LiteLLM_UserTableWithKeyCount(user_id="u1", user_email="a@b.c", password=secret, key_count=2)
         assert with_keys.password == secret
         assert "password" not in with_keys.model_dump()
         assert "password" not in with_keys.model_dump_json()
@@ -479,9 +465,7 @@ class TestEndUserTable:
 class TestBudgetTableFull:
     def test_full_adds_server_managed_fields(self):
         now = datetime.now()
-        budget = LiteLLM_BudgetTableFull(
-            budget_id="b1", max_budget=10.0, created_at=now, budget_reset_at=now
-        )
+        budget = LiteLLM_BudgetTableFull(budget_id="b1", max_budget=10.0, created_at=now, budget_reset_at=now)
         assert budget.created_at == now
         assert budget.budget_reset_at == now
         assert budget.max_budget == 10.0
@@ -493,9 +477,7 @@ class TestBudgetTableFull:
 
 class TestTeamMemberTable:
     def test_tracks_user_within_team(self):
-        member = LiteLLM_TeamMemberTable(
-            user_id="u1", team_id="t1", spend=3.0, budget_id="b1", max_budget=5.0
-        )
+        member = LiteLLM_TeamMemberTable(user_id="u1", team_id="t1", spend=3.0, budget_id="b1", max_budget=5.0)
         assert member.user_id == "u1"
         assert member.team_id == "t1"
         assert member.spend == 3.0
@@ -585,9 +567,7 @@ class TestSpendLogs:
         assert log.updated_at == updated_at
 
     def test_error_logs_creation(self):
-        log = LiteLLM_ErrorLogs(
-            request_id="r1", startTime=None, endTime=None, status_code="500"
-        )
+        log = LiteLLM_ErrorLogs(request_id="r1", startTime=None, endTime=None, status_code="500")
         assert log.request_id == "r1"
         assert log.status_code == "500"
 
@@ -603,12 +583,6 @@ class TestManagedTables:
         assert table.model_mappings == {"gpt-4": "file-abc"}
         assert table.flat_model_file_ids == ["file-abc"]
 
-    def test_managed_object_table_requires_purpose(self):
-        with pytest.raises(ValidationError):
-            LiteLLM_ManagedObjectTable(
-                unified_object_id="o1", model_object_id="m1", file_object={}
-            )
-
     def test_managed_vector_stores_table(self):
         table = LiteLLM_ManagedVectorStoresTable(
             vector_store_id="vs1",
diff --git a/tests/unit/ocr/__init__.py b/tests/unit/ocr/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/ocr/test_dispatch.py b/tests/unit/ocr/test_dispatch.py
similarity index 100%
rename from tests/test_litellm/ocr/test_dispatch.py
rename to tests/unit/ocr/test_dispatch.py
diff --git a/tests/test_litellm/ocr/test_main.py b/tests/unit/ocr/test_main.py
similarity index 100%
rename from tests/test_litellm/ocr/test_main.py
rename to tests/unit/ocr/test_main.py
diff --git a/tests/test_litellm/ocr/test_ocr_file_input.py b/tests/unit/ocr/test_ocr_file_input.py
similarity index 92%
rename from tests/test_litellm/ocr/test_ocr_file_input.py
rename to tests/unit/ocr/test_ocr_file_input.py
index 4ac27d286e1..d67f5280195 100644
--- a/tests/test_litellm/ocr/test_ocr_file_input.py
+++ b/tests/unit/ocr/test_ocr_file_input.py
@@ -73,9 +73,7 @@ class TestConvertFileDocumentToUrlDocument:
             tmp_path = Path(f.name)
 
         try:
-            result = convert_file_document_to_url_document(
-                {"type": "file", "file": tmp_path}
-            )
+            result = convert_file_document_to_url_document({"type": "file", "file": tmp_path})
 
             assert result["type"] == "document_url"
             assert result["document_url"].startswith("data:application/pdf;base64,")
@@ -95,9 +93,7 @@ class TestConvertFileDocumentToUrlDocument:
             tmp_path = Path(f.name)
 
         try:
-            result = convert_file_document_to_url_document(
-                {"type": "file", "file": tmp_path}
-            )
+            result = convert_file_document_to_url_document({"type": "file", "file": tmp_path})
 
             assert result["type"] == "image_url"
             assert result["image_url"].startswith("data:image/png;base64,")
@@ -112,9 +108,7 @@ class TestConvertFileDocumentToUrlDocument:
         request handler the value is attacker-controlled, and opening it as
         a path is an arbitrary local file read on the proxy host."""
         with pytest.raises(ValueError, match="does not accept bare str values"):
-            convert_file_document_to_url_document(
-                {"type": "file", "file": "/etc/passwd"}
-            )
+            convert_file_document_to_url_document({"type": "file", "file": "/etc/passwd"})
 
     def test_should_convert_pathlib_path(self):
         """pathlib.Path objects should work the same as string paths."""
@@ -126,9 +120,7 @@ class TestConvertFileDocumentToUrlDocument:
             tmp_path = Path(f.name)
 
         try:
-            result = convert_file_document_to_url_document(
-                {"type": "file", "file": tmp_path}
-            )
+            result = convert_file_document_to_url_document({"type": "file", "file": tmp_path})
 
             assert result["type"] == "document_url"
             assert result["document_url"].startswith("data:application/pdf;base64,")
@@ -139,9 +131,7 @@ class TestConvertFileDocumentToUrlDocument:
         """Raw bytes should be converted using a fallback MIME type."""
         content = b"raw bytes content"
 
-        result = convert_file_document_to_url_document(
-            {"type": "file", "file": content}
-        )
+        result = convert_file_document_to_url_document({"type": "file", "file": content})
 
         assert result["type"] == "document_url"
         assert "base64," in result["document_url"]
@@ -164,9 +154,7 @@ class TestConvertFileDocumentToUrlDocument:
         """Raw bytes with an image MIME type should produce type=image_url."""
         content = b"raw image content"
 
-        result = convert_file_document_to_url_document(
-            {"type": "file", "file": content, "mime_type": "image/jpeg"}
-        )
+        result = convert_file_document_to_url_document({"type": "file", "file": content, "mime_type": "image/jpeg"})
 
         assert result["type"] == "image_url"
         assert result["image_url"].startswith("data:image/jpeg;base64,")
@@ -176,9 +164,7 @@ class TestConvertFileDocumentToUrlDocument:
         content = b"file-like content"
         file_obj = BytesIO(content)
 
-        result = convert_file_document_to_url_document(
-            {"type": "file", "file": file_obj}
-        )
+        result = convert_file_document_to_url_document({"type": "file", "file": file_obj})
 
         assert result["type"] == "document_url"
         assert "base64," in result["document_url"]
@@ -189,9 +175,7 @@ class TestConvertFileDocumentToUrlDocument:
         file_obj = BytesIO(content)
         file_obj.name = "test_image.png"
 
-        result = convert_file_document_to_url_document(
-            {"type": "file", "file": file_obj}
-        )
+        result = convert_file_document_to_url_document({"type": "file", "file": file_obj})
 
         assert result["type"] == "image_url"
         assert result["image_url"].startswith("data:image/png;base64,")
@@ -204,9 +188,7 @@ class TestConvertFileDocumentToUrlDocument:
     def test_should_raise_error_for_nonexistent_pathlib_path(self):
         """Non-existent pathlib.Path should raise FileNotFoundError."""
         with pytest.raises(FileNotFoundError, match="File not found"):
-            convert_file_document_to_url_document(
-                {"type": "file", "file": Path("/nonexistent/path/to/file.pdf")}
-            )
+            convert_file_document_to_url_document({"type": "file", "file": Path("/nonexistent/path/to/file.pdf")})
 
     def test_should_raise_error_for_empty_file(self):
         """Empty file should raise ValueError."""
@@ -215,9 +197,7 @@ class TestConvertFileDocumentToUrlDocument:
 
         try:
             with pytest.raises(ValueError, match="File is empty"):
-                convert_file_document_to_url_document(
-                    {"type": "file", "file": tmp_path}
-                )
+                convert_file_document_to_url_document({"type": "file", "file": tmp_path})
         finally:
             os.unlink(str(tmp_path))
 
@@ -248,9 +228,7 @@ class TestConvertFileDocumentToUrlDocument:
             tmp_path = Path(f.name)
 
         try:
-            result = convert_file_document_to_url_document(
-                {"type": "file", "file": tmp_path, "mime_type": "image/png"}
-            )
+            result = convert_file_document_to_url_document({"type": "file", "file": tmp_path, "mime_type": "image/png"})
 
             assert result["type"] == "image_url"
             assert result["image_url"].startswith("data:image/png;base64,")
@@ -477,9 +455,7 @@ class TestProxySecurityGuard:
         result = await self._parse_multipart(mock_request)
 
         assert result["document"]["type"] == "document_url"
-        assert result["document"]["document_url"].startswith(
-            "data:application/pdf;base64,"
-        )
+        assert result["document"]["document_url"].startswith("data:application/pdf;base64,")
         assert result["model"] == "mistral/mistral-ocr-latest"
 
 
diff --git a/tests/unit/passthrough/__init__.py b/tests/unit/passthrough/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/passthrough/test_async_streaming_error_propagation.py b/tests/unit/passthrough/test_async_streaming_error_propagation.py
similarity index 92%
rename from tests/test_litellm/passthrough/test_async_streaming_error_propagation.py
rename to tests/unit/passthrough/test_async_streaming_error_propagation.py
index 9f2b436d2d8..cb93183957c 100644
--- a/tests/test_litellm/passthrough/test_async_streaming_error_propagation.py
+++ b/tests/unit/passthrough/test_async_streaming_error_propagation.py
@@ -21,9 +21,7 @@ def _make_mock_response(status_code: int, body: bytes, headers: dict = None):  #
 
     def _raise_for_status():
         if status_code >= 400:
-            request = httpx.Request(
-                "POST", "https://azure.example.com/openai/responses"
-            )
+            request = httpx.Request("POST", "https://azure.example.com/openai/responses")
             real_response = httpx.Response(
                 status_code=status_code,
                 content=body,
@@ -55,16 +53,15 @@ def _make_mock_logging_obj():
 async def test_async_streaming_429_raises():
     """429 from upstream should raise HTTPStatusError, not yield error bytes."""
     from litellm.passthrough.main import AsyncPassthroughStreamingResponse
-    
-    error_body = json.dumps(
-        {"error": {"code": "429", "message": "Rate limit exceeded."}}
-    ).encode()
+
+    error_body = json.dumps({"error": {"code": "429", "message": "Rate limit exceeded."}}).encode()
     mock_response = _make_mock_response(429, error_body)
-    
+
     async def response_coro():
         return mock_response
-    
+
     chunks = []
+
     async def _drain():
         async for chunk in AsyncPassthroughStreamingResponse(
             response=response_coro(),
@@ -84,15 +81,13 @@ async def test_async_streaming_429_raises():
 async def test_async_streaming_500_raises():
     """500 from upstream should also raise, not yield error bytes."""
     from litellm.passthrough.main import AsyncPassthroughStreamingResponse
-    
-    error_body = json.dumps(
-        {"error": {"code": "500", "message": "Internal server error"}}
-    ).encode()
+
+    error_body = json.dumps({"error": {"code": "500", "message": "Internal server error"}}).encode()
     mock_response = _make_mock_response(500, error_body)
-    
+
     async def response_coro():
         return mock_response
-    
+
     with pytest.raises(httpx.HTTPStatusError) as exc_info:
         async for _ in AsyncPassthroughStreamingResponse(
             response=response_coro(),
@@ -100,7 +95,7 @@ async def test_async_streaming_500_raises():
             provider_config=MagicMock(),
         ):
             pass
-    
+
     assert exc_info.value.response.status_code == 500
 
 
diff --git a/tests/test_litellm/passthrough/test_passthrough_main.py b/tests/unit/passthrough/test_passthrough_main.py
similarity index 94%
rename from tests/test_litellm/passthrough/test_passthrough_main.py
rename to tests/unit/passthrough/test_passthrough_main.py
index 3f2c434cc00..82825ec2802 100644
--- a/tests/test_litellm/passthrough/test_passthrough_main.py
+++ b/tests/unit/passthrough/test_passthrough_main.py
@@ -3,14 +3,9 @@ from unittest.mock import AsyncMock, MagicMock, patch
 
 import httpx
 import pytest
-from fastapi.testclient import TestClient
-
-from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler, HTTPHandler
-
-
-
 
 import litellm
+from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler, HTTPHandler
 from litellm.passthrough.main import allm_passthrough_route, llm_passthrough_route
 
 
@@ -37,10 +32,7 @@ def test_llm_passthrough_route():
             client=client,
         )
 
-        assert (
-            mock_post.call_args.kwargs["request"].url
-            == "http://localhost:8090/v1/chat/completions"
-        )
+        assert mock_post.call_args.kwargs["request"].url == "http://localhost:8090/v1/chat/completions"
 
         assert response.status_code == 200
         assert response.json == {"message": "Hello, world!"}
@@ -74,12 +66,9 @@ def test_bedrock_application_inference_profile_url_encoding():
             "litellm.litellm_core_utils.get_llm_provider_logic.get_llm_provider",
             return_value=("test-model", "bedrock", "test-key", "test-base"),
         ),
-        patch.object(
-            client.client, "send", return_value=MagicMock(status_code=200)
-        ) as mock_send,
+        patch.object(client.client, "send", return_value=MagicMock(status_code=200)),
         patch.object(client.client, "build_request") as mock_build_request,
     ):
-
         # Mock logging object
         mock_logging_obj = MagicMock()
         mock_logging_obj.update_environment_variables = MagicMock()
@@ -132,12 +121,9 @@ def test_bedrock_non_application_inference_profile_no_encoding():
             "litellm.litellm_core_utils.get_llm_provider_logic.get_llm_provider",
             return_value=("test-model", "bedrock", "test-key", "test-base"),
         ),
-        patch.object(
-            client.client, "send", return_value=MagicMock(status_code=200)
-        ) as mock_send,
+        patch.object(client.client, "send", return_value=MagicMock(status_code=200)),
         patch.object(client.client, "build_request") as mock_build_request,
     ):
-
         # Mock logging object
         mock_logging_obj = MagicMock()
         mock_logging_obj.update_environment_variables = MagicMock()
@@ -202,7 +188,6 @@ def test_update_stream_param_based_on_request_body():
 @pytest.fixture
 def mock_request():
     """Create a mock request with headers"""
-    from typing import Optional
 
     class QueryParams:
         def __init__(self):
@@ -215,9 +200,7 @@ def mock_request():
             return self._dict.items()
 
     class MockRequest:
-        def __init__(
-            self, headers=None, method="POST", request_body: Optional[dict] = None
-        ):
+        def __init__(self, headers=None, method="POST", request_body: dict | None = None):
             self.headers = headers or {}
             self.query_params = QueryParams()
             self.method = method
@@ -245,9 +228,7 @@ def mock_user_api_key_dict():
 
 
 @pytest.mark.asyncio
-async def test_pass_through_request_stream_param_override(
-    mock_request, mock_user_api_key_dict
-):
+async def test_pass_through_request_stream_param_override(mock_request, mock_user_api_key_dict):
     """
     Test that when stream=None is passed as parameter but stream=True
     is in request body, the request body value takes precedence and
@@ -346,9 +327,7 @@ async def test_pass_through_request_stream_param_override(
 
 
 @pytest.mark.asyncio
-async def test_pass_through_request_stream_param_no_override(
-    mock_request, mock_user_api_key_dict
-):
+async def test_pass_through_request_stream_param_no_override(mock_request, mock_user_api_key_dict):
     """
     Test that when stream=False is passed as parameter and no stream
     is in request body, the function parameter is used and
@@ -448,15 +427,11 @@ def test_azure_with_custom_api_base_and_key():
     # Mock the provider config and its methods
     mock_provider_config = MagicMock()
     mock_provider_config.get_complete_url.return_value = (
-        httpx.URL(
-            "https://my-custom-base/openai/deployments/gpt-4.1/chat/completions?api-version=2024-02-01"
-        ),
+        httpx.URL("https://my-custom-base/openai/deployments/gpt-4.1/chat/completions?api-version=2024-02-01"),
         "https://my-custom-base",
     )
     mock_provider_config.get_api_key.return_value = "my-custom-key"
-    mock_provider_config.validate_environment.return_value = {
-        "api-key": "my-custom-key"
-    }
+    mock_provider_config.validate_environment.return_value = {"api-key": "my-custom-key"}
     mock_provider_config.sign_request.return_value = (
         {"api-key": "my-custom-key"},
         None,
@@ -484,13 +459,10 @@ def test_azure_with_custom_api_base_and_key():
         patch.object(
             client.client,
             "send",
-            return_value=MagicMock(
-                status_code=200, json=lambda: {"id": "chatcmpl-123", "choices": []}
-            ),
-        ) as mock_send,
+            return_value=MagicMock(status_code=200, json=lambda: {"id": "chatcmpl-123", "choices": []}),
+        ),
         patch.object(client.client, "build_request") as mock_build_request,
     ):
-
         # Mock logging object
         mock_logging_obj = MagicMock()
         mock_logging_obj.update_environment_variables = MagicMock()
@@ -541,9 +513,7 @@ def test_content_param_forwarded_to_build_request():
 
     mock_provider_config = MagicMock()
     mock_provider_config.get_complete_url.return_value = (
-        httpx.URL(
-            "https://my-azure.openai.azure.com/openai/deployments/gpt-4/chat/completions"
-        ),
+        httpx.URL("https://my-azure.openai.azure.com/openai/deployments/gpt-4/chat/completions"),
         "https://my-azure.openai.azure.com",
     )
     mock_provider_config.get_api_key.return_value = "test-key"
@@ -575,7 +545,6 @@ def test_content_param_forwarded_to_build_request():
         patch.object(client.client, "send", return_value=MagicMock(status_code=200)),
         patch.object(client.client, "build_request") as mock_build_request,
     ):
-
         mock_logging_obj = MagicMock()
         mock_logging_obj.update_environment_variables = MagicMock()
 
@@ -656,15 +625,11 @@ async def test_allm_passthrough_route_429_streaming_raises():
     """
     mock_provider_config = MagicMock()
     mock_provider_config.get_complete_url.return_value = (
-        httpx.URL(
-            "https://my-azure.openai.azure.com/openai/deployments/gpt-4/responses"
-        ),
+        httpx.URL("https://my-azure.openai.azure.com/openai/deployments/gpt-4/responses"),
         "https://my-azure.openai.azure.com",
     )
     mock_provider_config.get_api_key.return_value = "fake-azure-key"
-    mock_provider_config.validate_environment.return_value = {
-        "api-key": "fake-azure-key"
-    }
+    mock_provider_config.validate_environment.return_value = {"api-key": "fake-azure-key"}
     mock_provider_config.sign_request.return_value = (
         {"api-key": "fake-azure-key"},
         None,
@@ -752,9 +717,7 @@ def test_llm_passthrough_route_sync_streaming_error_maps_upstream_status():
             headers={"content-type": "application/json"},
         )
 
-    sync_client = HTTPHandler(
-        client=httpx.Client(transport=httpx.MockTransport(_handler))
-    )
+    sync_client = HTTPHandler(client=httpx.Client(transport=httpx.MockTransport(_handler)))
 
     mock_provider_config = MagicMock()
     mock_provider_config.get_complete_url.return_value = (
@@ -762,18 +725,14 @@ def test_llm_passthrough_route_sync_streaming_error_maps_upstream_status():
         "https://gigachat.devices.sberbank.ru/api/v1",
     )
     mock_provider_config.get_api_key.return_value = "fake-key"
-    mock_provider_config.validate_environment.return_value = {
-        "Authorization": "Bearer fake-key"
-    }
+    mock_provider_config.validate_environment.return_value = {"Authorization": "Bearer fake-key"}
     mock_provider_config.sign_request.return_value = (
         {"Authorization": "Bearer fake-key"},
         None,
     )
     mock_provider_config.is_streaming_request.return_value = True
-    mock_provider_config.get_error_class.side_effect = (
-        lambda error_message, status_code, headers: BaseLLMException(
-            status_code=status_code, message=error_message, headers=headers
-        )
+    mock_provider_config.get_error_class.side_effect = lambda error_message, status_code, headers: BaseLLMException(
+        status_code=status_code, message=error_message, headers=headers
     )
 
     mock_logging_obj = MagicMock()
diff --git a/tests/test_litellm/passthrough/test_streaming_interrupt_spend_tracking.py b/tests/unit/passthrough/test_streaming_interrupt_spend_tracking.py
similarity index 91%
rename from tests/test_litellm/passthrough/test_streaming_interrupt_spend_tracking.py
rename to tests/unit/passthrough/test_streaming_interrupt_spend_tracking.py
index 5e13db9439b..922643f9834 100644
--- a/tests/test_litellm/passthrough/test_streaming_interrupt_spend_tracking.py
+++ b/tests/unit/passthrough/test_streaming_interrupt_spend_tracking.py
@@ -68,9 +68,7 @@ async def test_asyncpassthroughstreamingresponse_flushes_on_normal_completion():
 
     chunks = [b"chunk-1", b"chunk-2", b"chunk-3"]
     mock_response = _make_streaming_response(chunks)
-    mock_response.headers = httpx.Headers(
-        {"content-type": "application/octet-stream", "x-request-id": "req-123"}
-    )
+    mock_response.headers = httpx.Headers({"content-type": "application/octet-stream", "x-request-id": "req-123"})
 
     async def response_coro():
         return mock_response
@@ -88,7 +86,7 @@ async def test_asyncpassthroughstreamingresponse_flushes_on_normal_completion():
         received.append(chunk)
 
     assert received == chunks
-    
+
     assert received_response.headers["content-type"] == "application/octet-stream"
     assert received_response.headers["x-request-id"] == "req-123"
 
@@ -107,9 +105,7 @@ async def test_asyncpassthroughstreamingresponse_flushes_on_client_disconnect():
         b'{"chunk": 3, "outputTokens": 8}',
     ]
     mock_response = _make_streaming_response(chunks)
-    mock_response.headers = httpx.Headers(
-        {"content-type": "application/octet-stream", "x-request-id": "req-123"}
-    )
+    mock_response.headers = httpx.Headers({"content-type": "application/octet-stream", "x-request-id": "req-123"})
 
     async def response_coro():
         return mock_response
@@ -138,17 +134,13 @@ async def test_asyncpassthroughstreamingresponse_does_not_flush_on_4xx():
 
     err_response = MagicMock(spec=httpx.Response)
     err_response.status_code = 429
-    err_response.headers = httpx.Headers(
-        {"content-type": "application/octet-stream"}
-    )
+    err_response.headers = httpx.Headers({"content-type": "application/octet-stream"})
 
     def _raise():
         raise httpx.HTTPStatusError(
             "429",
             request=httpx.Request("POST", "https://example.com"),
-            response=httpx.Response(
-                429, request=httpx.Request("POST", "https://example.com")
-            ),
+            response=httpx.Response(429, request=httpx.Request("POST", "https://example.com")),
         )
 
     err_response.raise_for_status = _raise
@@ -180,9 +172,7 @@ async def test_asyncpassthroughstreamingresponse_flushes_on_upstream_exception_w
     mock_response.status_code = 200
     mock_response.raise_for_status = MagicMock(return_value=None)
     mock_response.aclose = AsyncMock()
-    mock_response.headers = httpx.Headers(
-        {"content-type": "application/octet-stream", "x-request-id": "req-123"}
-    )
+    mock_response.headers = httpx.Headers({"content-type": "application/octet-stream", "x-request-id": "req-123"})
 
     async def _aiter_bytes_then_raise():
         for c in partial_chunks:
@@ -197,6 +187,7 @@ async def test_asyncpassthroughstreamingresponse_flushes_on_upstream_exception_w
     mock_logging_obj = _make_logging_obj()
 
     received = []
+
     async def _drain():
         async for chunk in AsyncPassthroughStreamingResponse(
             response=response_coro(),
@@ -222,9 +213,7 @@ def test_passthroughstreamingresponse_flushes_on_normal_completion():
 
     mock_response = MagicMock(spec=httpx.Response)
     mock_response.status_code = 200
-    mock_response.headers = httpx.Headers(
-        {"content-type": "application/octet-stream", "x-request-id": "req-123"}
-    )
+    mock_response.headers = httpx.Headers({"content-type": "application/octet-stream", "x-request-id": "req-123"})
 
     def _iter_bytes():
         yield from chunks
@@ -258,9 +247,7 @@ def test_passthroughstreamingresponse_flushes_on_early_close():
 
     mock_response = MagicMock(spec=httpx.Response)
     mock_response.status_code = 200
-    mock_response.headers = httpx.Headers(
-        {"content-type": "application/octet-stream", "x-request-id": "req-123"}
-    )
+    mock_response.headers = httpx.Headers({"content-type": "application/octet-stream", "x-request-id": "req-123"})
 
     def _iter_bytes():
         yield from chunks
diff --git a/tests/unit/rag/__init__.py b/tests/unit/rag/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/rag/ingestion/__init__.py b/tests/unit/rag/ingestion/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/rag/ingestion/test_s3_vectors_ingestion.py b/tests/unit/rag/ingestion/test_s3_vectors_ingestion.py
similarity index 94%
rename from tests/test_litellm/rag/ingestion/test_s3_vectors_ingestion.py
rename to tests/unit/rag/ingestion/test_s3_vectors_ingestion.py
index 07fd2b765f3..1e5b62456b6 100644
--- a/tests/test_litellm/rag/ingestion/test_s3_vectors_ingestion.py
+++ b/tests/unit/rag/ingestion/test_s3_vectors_ingestion.py
@@ -21,10 +21,14 @@ class _RecordingRouter:
 
 def _ingestion(embedding=REQUEST_EMBEDDING, router=None, **vector_store):
     vector_store_options = {"custom_llm_provider": "s3_vectors", "aws_region_name": "us-west-2", **vector_store}
-    ingest_options = {"vector_store": vector_store_options} if embedding is None else {
-        "embedding": embedding,
-        "vector_store": vector_store_options,
-    }
+    ingest_options = (
+        {"vector_store": vector_store_options}
+        if embedding is None
+        else {
+            "embedding": embedding,
+            "vector_store": vector_store_options,
+        }
+    )
     return S3VectorsRAGIngestion(ingest_options=ingest_options, router=router)
 
 
diff --git a/tests/unit/realtime_api/__init__.py b/tests/unit/realtime_api/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/realtime_api/test_main.py b/tests/unit/realtime_api/test_main.py
similarity index 98%
rename from tests/test_litellm/realtime_api/test_main.py
rename to tests/unit/realtime_api/test_main.py
index 86b25b2f9c8..5d3276dfae1 100644
--- a/tests/test_litellm/realtime_api/test_main.py
+++ b/tests/unit/realtime_api/test_main.py
@@ -12,6 +12,15 @@ from litellm.realtime_api import main as realtime_main
 from litellm.realtime_api.main import _with_resolved_session_model
 
 
+@pytest.fixture
+def local_model_cost_map(monkeypatch):
+    monkeypatch.setenv("LITELLM_LOCAL_MODEL_COST_MAP", "True")
+    monkeypatch.setattr(litellm, "model_cost", litellm.get_model_cost_map(url=""))
+    litellm.get_model_info.cache_clear()
+    yield
+    litellm.get_model_info.cache_clear()
+
+
 class FakeLogging:
     def update_from_kwargs(self, **kwargs):
         pass
@@ -502,8 +511,8 @@ async def test_arealtime_azure_env_beta_protocol_wins_over_a_ga_client(monkeypat
 
 
 async def _vertex_provider_config_for(monkeypatch, model: str, vertex_location: str | None):
-    from litellm.llms.vertex_ai.realtime.transformation import VertexAIRealtimeConfig
     from litellm.llms.vertex_ai.audio_transcription.realtime_transformation import VertexChirpRealtimeConfig
+    from litellm.llms.vertex_ai.realtime.transformation import VertexAIRealtimeConfig
 
     captured: dict[str, object] = {}
 
diff --git a/tests/unit/repositories/__init__.py b/tests/unit/repositories/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/repositories/test_repositories.py b/tests/unit/repositories/test_repositories.py
similarity index 98%
rename from tests/test_litellm/repositories/test_repositories.py
rename to tests/unit/repositories/test_repositories.py
index 63fde9b2b8f..87cf2fc4268 100644
--- a/tests/test_litellm/repositories/test_repositories.py
+++ b/tests/unit/repositories/test_repositories.py
@@ -78,17 +78,11 @@ class MockTable:
         record_data = dict(data)
         if self._pk_field and self._pk_field not in record_data:
             record_data[self._pk_field] = f"{self._pk_field}-{len(self._records)}"
-        key = (
-            record_data.get(self._pk_field)
-            if self._pk_field
-            else record_data.get("id", str(len(self._records)))
-        )
+        key = record_data.get(self._pk_field) if self._pk_field else record_data.get("id", str(len(self._records)))
         self._records[key] = record_data
         return MockRecord(record_data)
 
-    async def update(
-        self, where: Dict[str, Any], data: Dict[str, Any]
-    ) -> Optional[MockRecord]:
+    async def update(self, where: Dict[str, Any], data: Dict[str, Any]) -> Optional[MockRecord]:
         key_field = list(where.keys())[0]
         key_value = where[key_field]
         if key_value in self._records:
@@ -140,9 +134,7 @@ class MockPrismaClient:
         self.db.litellm_config = MockTable()
         self.db.litellm_organizationtable = MockTable()
         self.db.litellm_projecttable = MockTable(pk_field="project_id")
-        self.db.litellm_objectpermissiontable = MockTable(
-            pk_field="object_permission_id"
-        )
+        self.db.litellm_objectpermissiontable = MockTable(pk_field="object_permission_id")
         self.db.litellm_credentialstable = MockTable()
 
 
@@ -200,9 +192,7 @@ class TestBaseRepository:
         prisma_client.db.litellm_budgettable._records = {
             "b1": {"budget_id": "b1", "max_budget": 100.0},
         }
-        budgets = await repo.find_many(
-            where={"budget_id": "b1"}, skip=0, take=10, order={"budget_id": "asc"}
-        )
+        budgets = await repo.find_many(where={"budget_id": "b1"}, skip=0, take=10, order={"budget_id": "asc"})
         assert len(budgets) == 1
 
     def test_record_to_dict_branches(self):
@@ -1518,9 +1508,7 @@ class TestVerificationTokenRepositoryExtended:
 
         class MockTx:
             def __init__(self, client):
-                self.litellm_deletedverificationtoken = (
-                    client.db.litellm_deletedverificationtoken
-                )
+                self.litellm_deletedverificationtoken = client.db.litellm_deletedverificationtoken
                 self.litellm_verificationtoken = client.db.litellm_verificationtoken
 
             async def __aenter__(self):
@@ -1563,9 +1551,7 @@ class TestVerificationTokenRepositoryExtended:
 
         class MockTx:
             def __init__(self, client):
-                self.litellm_deletedverificationtoken = (
-                    client.db.litellm_deletedverificationtoken
-                )
+                self.litellm_deletedverificationtoken = client.db.litellm_deletedverificationtoken
                 self.litellm_verificationtoken = client.db.litellm_verificationtoken
 
             async def __aenter__(self):
@@ -1578,9 +1564,7 @@ class TestVerificationTokenRepositoryExtended:
 
         await repo.delete_token("sk-arch", deleted_by="admin")
 
-        archived = list(
-            repo._prisma_client.db.litellm_deletedverificationtoken._records.values()
-        )[0]
+        archived = list(repo._prisma_client.db.litellm_deletedverificationtoken._records.values())[0]
 
         assert isinstance(archived["aliases"], str)
         assert json.loads(archived["aliases"]) == {"a": "b"}
@@ -1599,9 +1583,7 @@ class TestVerificationTokenRepositoryExtended:
         ):
             assert relation_field not in archived
 
-        assert (
-            "sk-arch" not in repo._prisma_client.db.litellm_verificationtoken._records
-        )
+        assert "sk-arch" not in repo._prisma_client.db.litellm_verificationtoken._records
 
     @pytest.mark.asyncio
     async def test_find_by_id_maps_org_and_budget_columns(self, repo):
@@ -1977,9 +1959,7 @@ class TestDomainModelExtended:
             DomainModel.from_db_record(None)
 
     def test_from_db_record_dict(self):
-        model = _SampleDomainModel.from_db_record(
-            {"budget_id": "b1", "max_budget": 100.0}
-        )
+        model = _SampleDomainModel.from_db_record({"budget_id": "b1", "max_budget": 100.0})
         assert model.budget_id == "b1"
 
     def test_from_db_record_model_dump(self):
@@ -2174,9 +2154,7 @@ class TestPrismaTableRepository:
         assert self.CONFIG_SYNCED_TABLE_NAMES <= seen
 
 
-def _json_path_equals(
-    metadata: Optional[Dict[str, Any]], path: List[str], expected: Any
-) -> bool:
+def _json_path_equals(metadata: Optional[Dict[str, Any]], path: List[str], expected: Any) -> bool:
     """Reproduce Postgres jsonb path-equals semantics: a missing path yields
     SQL NULL, which never matches `equals`."""
     value: Any = metadata
@@ -2201,11 +2179,7 @@ class _ScimAwareUserTable:
         json_filter = where["metadata"]
         path = json_filter["path"]
         expected = getattr(json_filter["equals"], "data", json_filter["equals"])
-        return sum(
-            1
-            for metadata in self._metadatas
-            if _json_path_equals(metadata, path, expected)
-        )
+        return sum(1 for metadata in self._metadatas if _json_path_equals(metadata, path, expected))
 
 
 class TestCountBillableUsers:
diff --git a/tests/test_litellm/repositories/test_unit_of_work.py b/tests/unit/repositories/test_unit_of_work.py
similarity index 100%
rename from tests/test_litellm/repositories/test_unit_of_work.py
rename to tests/unit/repositories/test_unit_of_work.py
diff --git a/tests/unit/router_strategy/__init__.py b/tests/unit/router_strategy/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/router_strategy/complexity_router/__init__.py b/tests/unit/router_strategy/complexity_router/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/router_strategy/complexity_router/test_jev_classifier.py b/tests/unit/router_strategy/complexity_router/test_jev_classifier.py
similarity index 100%
rename from tests/test_litellm/router_strategy/complexity_router/test_jev_classifier.py
rename to tests/unit/router_strategy/complexity_router/test_jev_classifier.py
diff --git a/tests/unit/router_utils/__init__.py b/tests/unit/router_utils/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/router_utils/pre_call_checks/__init__.py b/tests/unit/router_utils/pre_call_checks/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/router_utils/pre_call_checks/test_deployment_affinity_check.py b/tests/unit/router_utils/pre_call_checks/test_deployment_affinity_check.py
similarity index 95%
rename from tests/test_litellm/router_utils/pre_call_checks/test_deployment_affinity_check.py
rename to tests/unit/router_utils/pre_call_checks/test_deployment_affinity_check.py
index b5651062098..d8bc4c45ab8 100644
--- a/tests/test_litellm/router_utils/pre_call_checks/test_deployment_affinity_check.py
+++ b/tests/unit/router_utils/pre_call_checks/test_deployment_affinity_check.py
@@ -14,6 +14,30 @@ from litellm.router_utils.pre_call_checks.deployment_affinity_check import (
 )
 
 
+@pytest.fixture(autouse=True)
+def isolate_litellm_router_state():
+    saved = {
+        name: getattr(litellm, name).copy()
+        if isinstance(getattr(litellm, name, None), list)
+        else getattr(litellm, name, None)
+        for name in (
+            "callbacks",
+            "input_callback",
+            "success_callback",
+            "failure_callback",
+            "_async_input_callback",
+            "_async_success_callback",
+            "_async_failure_callback",
+            "model_fallbacks",
+            "cache",
+        )
+        if hasattr(litellm, name)
+    }
+    yield
+    for name, value in saved.items():
+        setattr(litellm, name, value)
+
+
 class MockResponse:
     def __init__(self, json_data, status_code):
         self._json_data = json_data
@@ -43,9 +67,7 @@ async def test_async_user_key_affinity_routes_to_same_deployment():
                 "id": "msg_123",
                 "status": "completed",
                 "role": "assistant",
-                "content": [
-                    {"type": "output_text", "text": "Hello there!", "annotations": []}
-                ],
+                "content": [{"type": "output_text", "text": "Hello there!", "annotations": []}],
             }
         ],
         "parallel_tool_calls": True,
@@ -348,9 +370,7 @@ async def test_async_previous_response_id_priority_over_user_key_affinity():
             model_group=model_group,
             user_key=user_api_key_hash,
         )
-        await router.cache.async_set_cache(
-            affinity_cache_key, {"model_id": other_model_id}, ttl=3600
-        )
+        await router.cache.async_set_cache(affinity_cache_key, {"model_id": other_model_id}, ttl=3600)
 
         # Even though user-key affinity points elsewhere, previous_response_id should pin
         # to the deployment that created the original response.
@@ -519,9 +539,7 @@ async def test_async_filter_deployments_uses_stable_model_map_key_for_affinity_s
         },
         {
             "model_name": stable_model_map_key,
-            "litellm_params": {
-                "model": f"bedrock/global.anthropic.{stable_model_map_key}-v1:0"
-            },
+            "litellm_params": {"model": f"bedrock/global.anthropic.{stable_model_map_key}-v1:0"},
             "model_info": {"id": "deployment-2"},
         },
     ]
@@ -542,9 +560,7 @@ async def test_async_filter_deployments_uses_stable_model_map_key_for_affinity_s
         model="some-router-model-group",
         healthy_deployments=healthy_deployments,
         messages=None,
-        request_kwargs={
-            "metadata": {"user_api_key_hash": user_key, "model_group": "alias-group"}
-        },
+        request_kwargs={"metadata": {"user_api_key_hash": user_key, "model_group": "alias-group"}},
         parent_otel_span=None,
     )
 
@@ -580,9 +596,7 @@ async def test_async_filter_deployments_falls_back_when_cached_deployment_is_unh
         },
         {
             "model_name": stable_model_map_key,
-            "litellm_params": {
-                "model": f"bedrock/global.anthropic.{stable_model_map_key}-v1:0"
-            },
+            "litellm_params": {"model": f"bedrock/global.anthropic.{stable_model_map_key}-v1:0"},
             "model_info": {"id": "deployment-2"},
         },
     ]
@@ -618,9 +632,7 @@ async def test_async_filter_deployments_does_not_pin_when_target_order_is_set():
         },
         {
             "model_name": stable_model_map_key,
-            "litellm_params": {
-                "model": f"bedrock/global.anthropic.{stable_model_map_key}-v1:0"
-            },
+            "litellm_params": {"model": f"bedrock/global.anthropic.{stable_model_map_key}-v1:0"},
             "model_info": {"id": "deployment-2"},
         },
     ]
@@ -660,9 +672,7 @@ async def test_async_user_key_affinity_ttl_expiry_allows_reroute():
         },
         {
             "model_name": stable_model_map_key,
-            "litellm_params": {
-                "model": f"bedrock/global.anthropic.{stable_model_map_key}-v1:0"
-            },
+            "litellm_params": {"model": f"bedrock/global.anthropic.{stable_model_map_key}-v1:0"},
             "model_info": {"id": "deployment-2"},
         },
     ]
@@ -706,9 +716,7 @@ def test_cache_key_does_not_double_hash_user_api_key_hash():
     The affinity cache key should not hash it again.
     """
 
-    user_api_key_hash = (
-        "b95b015b66dd02a1c14e1e0a8729211f8ee53ec962658764f4cf58546c2c68e1"
-    )
+    user_api_key_hash = "b95b015b66dd02a1c14e1e0a8729211f8ee53ec962658764f4cf58546c2c68e1"
     key = DeploymentAffinityCheck.get_affinity_cache_key(
         model_group="any-model-group",
         user_key=user_api_key_hash,
@@ -746,9 +754,7 @@ def test_get_effective_flags_returns_per_group_config():
     assert session_id is True
 
     # unconfigured-model: falls back to global flags
-    user_key, responses_api, session_id = callback._get_effective_flags(
-        "unconfigured-model"
-    )
+    user_key, responses_api, session_id = callback._get_effective_flags("unconfigured-model")
     assert user_key is True
     assert responses_api is True
     assert session_id is False
@@ -980,12 +986,8 @@ async def test_model_group_affinity_config_overrides_global():
     ]
 
     # Set up user-key affinity cache for claude-3
-    cache_key = DeploymentAffinityCheck.get_affinity_cache_key(
-        model_group=stable_model_map_key, user_key=user_key
-    )
-    await callback.cache.async_set_cache(
-        cache_key, {"model_id": "deployment-1"}, ttl=60
-    )
+    cache_key = DeploymentAffinityCheck.get_affinity_cache_key(model_group=stable_model_map_key, user_key=user_key)
+    await callback.cache.async_set_cache(cache_key, {"model_id": "deployment-1"}, ttl=60)
 
     # claude-3 has per-group config (session_affinity only), so user-key affinity
     # should NOT apply even though it's globally enabled
@@ -1050,7 +1052,7 @@ async def test_async_jwt_user_affinity_routes_to_same_deployment():
             return seq[0]
         return seq[1] if len(seq) > 1 else seq[0]
 
-    with patch(  # test-quality-ok: simple-shuffle has no injectable RNG; forcing the other pick is what proves the pin overrides the strategy
+    with patch(
         "litellm.router_strategy.simple_shuffle.random.choice",
         side_effect=deterministic_choice,
     ):
diff --git a/tests/test_litellm/router_utils/pre_call_checks/test_encrypted_content_affinity_check.py b/tests/unit/router_utils/pre_call_checks/test_encrypted_content_affinity_check.py
similarity index 96%
rename from tests/test_litellm/router_utils/pre_call_checks/test_encrypted_content_affinity_check.py
rename to tests/unit/router_utils/pre_call_checks/test_encrypted_content_affinity_check.py
index b93b8c1cdfc..aa34fbd6bf7 100644
--- a/tests/test_litellm/router_utils/pre_call_checks/test_encrypted_content_affinity_check.py
+++ b/tests/unit/router_utils/pre_call_checks/test_encrypted_content_affinity_check.py
@@ -25,6 +25,31 @@ from litellm.models.credentials import CredentialItem
 from litellm.responses.utils import ResponsesAPIRequestUtils
 from litellm.types.llms.openai import ResponsesAPIResponse
 
+
+@pytest.fixture(autouse=True)
+def isolate_litellm_router_state():
+    saved = {
+        name: getattr(litellm, name).copy()
+        if isinstance(getattr(litellm, name, None), list)
+        else getattr(litellm, name, None)
+        for name in (
+            "callbacks",
+            "input_callback",
+            "success_callback",
+            "failure_callback",
+            "_async_input_callback",
+            "_async_success_callback",
+            "_async_failure_callback",
+            "model_fallbacks",
+            "cache",
+        )
+        if hasattr(litellm, name)
+    }
+    yield
+    for name, value in saved.items():
+        setattr(litellm, name, value)
+
+
 # ---------------------------------------------------------------------------
 # Helpers
 # ---------------------------------------------------------------------------
@@ -1088,21 +1113,19 @@ def test_boundary_key_resolves_missing_values_from_named_credential():
         EncryptedContentAffinityCheck,
     )
 
-    with (
-        patch.object(  # test-quality-ok: credential registry is the direct dependency under test
-            litellm,
-            "credential_list",
-            [
-                CredentialItem(
-                    credential_name="account-a",
-                    credential_values={
-                        "api_base": "https://account-a.example.com",
-                        "api_key": "credential-key-a",
-                    },
-                    credential_info={},
-                )
-            ],
-        )
+    with patch.object(
+        litellm,
+        "credential_list",
+        [
+            CredentialItem(
+                credential_name="account-a",
+                credential_values={
+                    "api_base": "https://account-a.example.com",
+                    "api_key": "credential-key-a",
+                },
+                credential_info={},
+            )
+        ],
     ):
         boundary = EncryptedContentAffinityCheck._encryption_boundary_key({"litellm_credential_name": "account-a"})
 
@@ -1114,21 +1137,19 @@ def test_boundary_key_matches_named_credential_precedence():
         EncryptedContentAffinityCheck,
     )
 
-    with (
-        patch.object(  # test-quality-ok: credential registry is the direct dependency under test
-            litellm,
-            "credential_list",
-            [
-                CredentialItem(
-                    credential_name="account-a",
-                    credential_values={
-                        "api_base": "https://credential.example.com",
-                        "api_key": "credential-key-a",
-                    },
-                    credential_info={},
-                )
-            ],
-        )
+    with patch.object(
+        litellm,
+        "credential_list",
+        [
+            CredentialItem(
+                credential_name="account-a",
+                credential_values={
+                    "api_base": "https://credential.example.com",
+                    "api_key": "credential-key-a",
+                },
+                credential_info={},
+            )
+        ],
     ):
         boundary = EncryptedContentAffinityCheck._encryption_boundary_key(
             {
@@ -1146,21 +1167,19 @@ def test_boundary_key_resolves_credential_when_explicit_values_are_empty():
         EncryptedContentAffinityCheck,
     )
 
-    with (
-        patch.object(  # test-quality-ok: credential registry is the direct dependency under test
-            litellm,
-            "credential_list",
-            [
-                CredentialItem(
-                    credential_name="account-a",
-                    credential_values={
-                        "api_base": "https://credential.example.com",
-                        "api_key": "credential-key-a",
-                    },
-                    credential_info={},
-                )
-            ],
-        )
+    with patch.object(
+        litellm,
+        "credential_list",
+        [
+            CredentialItem(
+                credential_name="account-a",
+                credential_values={
+                    "api_base": "https://credential.example.com",
+                    "api_key": "credential-key-a",
+                },
+                credential_info={},
+            )
+        ],
     ):
         boundary = EncryptedContentAffinityCheck._encryption_boundary_key(
             {
@@ -1178,37 +1197,35 @@ def test_boundary_fallback_matches_deployments_with_same_named_credential_values
         EncryptedContentAffinityCheck,
     )
 
-    with (
-        patch.object(  # test-quality-ok: credential registry is the direct dependency under test
-            litellm,
-            "credential_list",
-            [
-                CredentialItem(
-                    credential_name="account-a",
-                    credential_values={
-                        "api_base": "https://account-a.example.com",
-                        "api_key": "credential-key-a",
-                    },
-                    credential_info={},
-                ),
-                CredentialItem(
-                    credential_name="account-a-peer",
-                    credential_values={
-                        "api_base": "https://account-a.example.com",
-                        "api_key": "credential-key-a",
-                    },
-                    credential_info={},
-                ),
-                CredentialItem(
-                    credential_name="account-b",
-                    credential_values={
-                        "api_base": "https://account-b.example.com",
-                        "api_key": "credential-key-b",
-                    },
-                    credential_info={},
-                ),
-            ],
-        )
+    with patch.object(
+        litellm,
+        "credential_list",
+        [
+            CredentialItem(
+                credential_name="account-a",
+                credential_values={
+                    "api_base": "https://account-a.example.com",
+                    "api_key": "credential-key-a",
+                },
+                credential_info={},
+            ),
+            CredentialItem(
+                credential_name="account-a-peer",
+                credential_values={
+                    "api_base": "https://account-a.example.com",
+                    "api_key": "credential-key-a",
+                },
+                credential_info={},
+            ),
+            CredentialItem(
+                credential_name="account-b",
+                credential_values={
+                    "api_base": "https://account-b.example.com",
+                    "api_key": "credential-key-b",
+                },
+                credential_info={},
+            ),
+        ],
     ):
         router = litellm.Router(
             model_list=[
diff --git a/tests/test_litellm/router_utils/pre_call_checks/test_prompt_caching_deployment_check.py b/tests/unit/router_utils/pre_call_checks/test_prompt_caching_deployment_check.py
similarity index 94%
rename from tests/test_litellm/router_utils/pre_call_checks/test_prompt_caching_deployment_check.py
rename to tests/unit/router_utils/pre_call_checks/test_prompt_caching_deployment_check.py
index 333e7b2ff31..849edc8c537 100644
--- a/tests/test_litellm/router_utils/pre_call_checks/test_prompt_caching_deployment_check.py
+++ b/tests/unit/router_utils/pre_call_checks/test_prompt_caching_deployment_check.py
@@ -1,10 +1,9 @@
 import asyncio
 import copy
-from typing import List, cast
+from typing import cast
 
 import pytest
 
-
 import litellm
 from litellm.caching.dual_cache import DualCache
 from litellm.constants import DEFAULT_MINIMUM_PROMPT_CACHE_TOKEN_COUNT
@@ -22,6 +21,15 @@ MODEL_GROUP_ALIAS = "my-claude-group"
 OPUS_4_6_MIN_TOKENS = 4096
 
 
+@pytest.fixture
+def local_model_cost_map(monkeypatch):
+    monkeypatch.setenv("LITELLM_LOCAL_MODEL_COST_MAP", "True")
+    monkeypatch.setattr(litellm, "model_cost", litellm.get_model_cost_map(url=""))
+    litellm.get_model_info.cache_clear()
+    yield
+    litellm.get_model_info.cache_clear()
+
+
 @pytest.fixture(autouse=True)
 def _local_model_cost_map_autouse(local_model_cost_map):
     """Every test here reads `prompt_cache_min_tokens`, which only the in-repo map
@@ -30,8 +38,7 @@ def _local_model_cost_map_autouse(local_model_cost_map):
     yield
 
 
-
-def _deployments(*models: str) -> List[dict]:
+def _deployments(*models: str) -> list[dict]:
     return [
         {
             "model_name": MODEL_GROUP_ALIAS,
@@ -42,9 +49,9 @@ def _deployments(*models: str) -> List[dict]:
     ]
 
 
-def _messages(word_count: int) -> List[AllMessageValues]:
+def _messages(word_count: int) -> list[AllMessageValues]:
     return cast(
-        List[AllMessageValues],
+        list[AllMessageValues],
         [
             {
                 "role": "user",
@@ -84,7 +91,9 @@ def test_write_gate_is_what_prevents_a_pin_below_the_model_minimum():
     """
     messages = _messages(word_count=1400)
 
-    token_count = token_counter(messages=messages, model="anthropic/claude-opus-4-5", use_default_image_token_count=True)
+    token_count = token_counter(
+        messages=messages, model="anthropic/claude-opus-4-5", use_default_image_token_count=True
+    )
     assert 1024 < token_count < 4096
 
     assert is_prompt_caching_valid_prompt(model="anthropic/claude-opus-4-5", messages=messages) is False
@@ -110,7 +119,9 @@ async def test_async_filter_deployments_does_not_narrow_prompt_below_model_minim
     deployments = _deployments("anthropic/claude-opus-4-6", "anthropic/claude-opus-4-6")
     messages = _messages(word_count=1400)
 
-    token_count = token_counter(messages=messages, model="anthropic/claude-opus-4-6", use_default_image_token_count=True)
+    token_count = token_counter(
+        messages=messages, model="anthropic/claude-opus-4-6", use_default_image_token_count=True
+    )
     assert DEFAULT_MINIMUM_PROMPT_CACHE_TOKEN_COUNT < token_count < OPUS_4_6_MIN_TOKENS
 
     await PromptCachingCache(cache=cache).async_add_model_id(model_id="dep-2", messages=messages, tools=None)
@@ -136,7 +147,9 @@ async def test_async_filter_deployments_narrows_prompt_above_model_minimum():
     deployments = _deployments("anthropic/claude-opus-4-6", "anthropic/claude-opus-4-6")
     messages = _messages(word_count=5000)
 
-    token_count = token_counter(messages=messages, model="anthropic/claude-opus-4-6", use_default_image_token_count=True)
+    token_count = token_counter(
+        messages=messages, model="anthropic/claude-opus-4-6", use_default_image_token_count=True
+    )
     assert token_count > OPUS_4_6_MIN_TOKENS
 
     await PromptCachingCache(cache=cache).async_add_model_id(model_id="dep-2", messages=messages, tools=None)
@@ -197,10 +210,10 @@ async def test_async_filter_deployments_narrows_for_group_whose_model_minimum_is
 AUTO_CACHING_MODEL = "anthropic/claude-sonnet-4-5"
 
 
-def _auto_caching_messages() -> List[AllMessageValues]:
+def _auto_caching_messages() -> list[AllMessageValues]:
     """A prompt over the model minimum that carries no client cache_control."""
     return cast(
-        List[AllMessageValues],
+        list[AllMessageValues],
         [
             {"role": "system", "content": "word " * 3000},
             {"role": "user", "content": "hello"},
@@ -208,7 +221,7 @@ def _auto_caching_messages() -> List[AllMessageValues]:
     )
 
 
-def _affinity_messages(messages: List[AllMessageValues]) -> List[AllMessageValues]:
+def _affinity_messages(messages: list[AllMessageValues]) -> list[AllMessageValues]:
     """The messages the check keys deployment affinity on, for a group of `AUTO_CACHING_MODEL`."""
     return AnthropicCacheControlHook.messages_with_default_injections(
         messages=messages,
@@ -218,7 +231,7 @@ def _affinity_messages(messages: List[AllMessageValues]) -> List[AllMessageValue
 
 class _SentMessagesCapture(CustomLogger):
     def __init__(self):
-        self.messages: List[AllMessageValues] | None = None
+        self.messages: list[AllMessageValues] | None = None
 
     async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
         standard_logging_object = kwargs.get("standard_logging_object")
@@ -338,7 +351,7 @@ async def test_claude_code_one_shot_subagent_does_not_reuse_an_auto_injected_aff
     cache = DualCache()
     check = PromptCachingDeploymentCheck(cache=cache)
     deployments = _deployments(AUTO_CACHING_MODEL, AUTO_CACHING_MODEL)
-    messages = cast(List[AllMessageValues], [{"role": "user", "content": "unique " * 3000}])
+    messages = cast(list[AllMessageValues], [{"role": "user", "content": "unique " * 3000}])
     request_kwargs = {
         "system": [
             {
@@ -441,7 +454,7 @@ def test_client_supplied_cache_control_keeps_its_own_prefix_boundary(monkeypatch
     """
     monkeypatch.setattr(litellm, "enable_anthropic_prompt_caching", True)
     messages = cast(
-        List[AllMessageValues],
+        list[AllMessageValues],
         [
             {
                 "role": "system",
@@ -491,7 +504,7 @@ async def test_async_filter_deployments_counts_the_prompt_off_the_event_loop():
     warm_tokenizer("anthropic/claude-fable-5")
     check = PromptCachingDeploymentCheck(cache=DualCache())
     deployments = _deployments("anthropic/claude-fable-5")
-    messages = cast(List[AllMessageValues], [{"role": "user", "content": text * 100}])
+    messages = cast(list[AllMessageValues], [{"role": "user", "content": text * 100}])
 
     result, took, lags = await timed_with_loop_lags(
         lambda: check.async_filter_deployments(
@@ -516,7 +529,7 @@ async def test_async_log_success_event_counts_the_prompt_off_the_event_loop():
     cache = DualCache()
     check = PromptCachingDeploymentCheck(cache=cache)
     messages = cast(
-        List[AllMessageValues],
+        list[AllMessageValues],
         [{"role": "user", "content": [{"type": "text", "text": text * 100, "cache_control": {"type": "ephemeral"}}]}],
     )
     standard_logging_object = {
diff --git a/tests/test_litellm/router_utils/pre_call_checks/test_responses_api_deployment_check.py b/tests/unit/router_utils/pre_call_checks/test_responses_api_deployment_check.py
similarity index 95%
rename from tests/test_litellm/router_utils/pre_call_checks/test_responses_api_deployment_check.py
rename to tests/unit/router_utils/pre_call_checks/test_responses_api_deployment_check.py
index ee7fab7d19f..78cafbec70a 100644
--- a/tests/test_litellm/router_utils/pre_call_checks/test_responses_api_deployment_check.py
+++ b/tests/unit/router_utils/pre_call_checks/test_responses_api_deployment_check.py
@@ -1,21 +1,10 @@
 import asyncio
-from typing import Optional
+import json
 from unittest.mock import AsyncMock, patch
 
 import pytest
 
-import json
-
 import litellm
-from litellm.integrations.custom_logger import CustomLogger
-from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler
-from litellm.types.llms.openai import (
-    IncompleteDetails,
-    ResponseAPIUsage,
-    ResponseCompletedEvent,
-    ResponsesAPIResponse,
-)
-from litellm.types.utils import StandardLoggingPayload
 
 
 @pytest.mark.asyncio
@@ -119,14 +108,11 @@ async def test_async_responses_api_routing_with_previous_response_id():
             input="Hello, how are you?",
             truncation="auto",
         )
-        print("RESPONSE", response)
 
         # Store the model_id from the response
         expected_model_id = response._hidden_params["model_id"]
         response_id = response.id
 
-        print("Response ID=", response_id, "came from model_id=", expected_model_id)
-
         # Make 10 other requests with previous_response_id, assert that they are sent to the same model_id
         for i in range(10):
             # Reset the mock for the next call
@@ -137,7 +123,7 @@ async def test_async_responses_api_routing_with_previous_response_id():
 
             response = await router.aresponses(
                 model=MODEL,
-                input=f"Follow-up question {i+1}",
+                input=f"Follow-up question {i + 1}",
                 truncation="auto",
                 previous_response_id=response_id,
             )
@@ -163,9 +149,7 @@ async def test_async_routing_without_previous_response_id():
                 "id": "msg_123",
                 "status": "completed",
                 "role": "assistant",
-                "content": [
-                    {"type": "output_text", "text": "Hello there!", "annotations": []}
-                ],
+                "content": [{"type": "output_text", "text": "Hello there!", "annotations": []}],
             }
         ],
         "parallel_tool_calls": True,
@@ -266,9 +250,7 @@ async def test_async_routing_without_previous_response_id():
             used_model_ids.add(response._hidden_params["model_id"])
 
         # We should have used more than one model_id if load balancing is working
-        assert (
-            len(used_model_ids) > 1
-        ), "Load balancing isn't working, only one deployment was used"
+        assert len(used_model_ids) > 1, "Load balancing isn't working, only one deployment was used"
 
 
 @pytest.mark.asyncio
diff --git a/tests/test_litellm/router_utils/pre_call_checks/test_session_id_affinity.py b/tests/unit/router_utils/pre_call_checks/test_session_id_affinity.py
similarity index 95%
rename from tests/test_litellm/router_utils/pre_call_checks/test_session_id_affinity.py
rename to tests/unit/router_utils/pre_call_checks/test_session_id_affinity.py
index 780300bf9e1..9bbaed0ae1b 100644
--- a/tests/test_litellm/router_utils/pre_call_checks/test_session_id_affinity.py
+++ b/tests/unit/router_utils/pre_call_checks/test_session_id_affinity.py
@@ -1,12 +1,10 @@
 import asyncio
+import json
 from typing import Final
 from unittest.mock import AsyncMock, MagicMock, patch
 
 import pytest
 
-
-import json
-
 import litellm
 from litellm.caching.affinity_cache import claim_affinity_pin
 from litellm.caching.dual_cache import DualCache
@@ -46,9 +44,7 @@ async def test_async_session_id_affinity_routes_to_same_deployment():
                 "id": "msg_123",
                 "status": "completed",
                 "role": "assistant",
-                "content": [
-                    {"type": "output_text", "text": "Hello there!", "annotations": []}
-                ],
+                "content": [{"type": "output_text", "text": "Hello there!", "annotations": []}],
             }
         ],
         "parallel_tool_calls": True,
@@ -164,9 +160,7 @@ async def test_async_session_id_affinity_priority_over_user_key():
     )
 
     await callback.cache.async_set_cache(
-        DeploymentAffinityCheck.get_session_affinity_cache_key(
-            "model_group", "session1", user_key="user1"
-        ),
+        DeploymentAffinityCheck.get_session_affinity_cache_key("model_group", "session1", user_key="user1"),
         {"model_id": "deployment-2"},
     )
 
@@ -175,9 +169,7 @@ async def test_async_session_id_affinity_priority_over_user_key():
         model="model_group",
         healthy_deployments=healthy_deployments,
         messages=[],
-        request_kwargs={
-            "metadata": {"user_api_key_hash": "user1", "session_id": "session1"}
-        },
+        request_kwargs={"metadata": {"user_api_key_hash": "user1", "session_id": "session1"}},
     )
 
     assert len(filtered) == 1
@@ -575,16 +567,17 @@ async def test_claim_pin_falls_back_to_pod_local_when_redis_is_down():
         (None, {"model": "second"}),
     ],
 )
-async def test_eligible_affinity_claim_replaces_stale_pins_and_slides_ttl(
-    stored: object, expected: object
-) -> None:
+async def test_eligible_affinity_claim_replaces_stale_pins_and_slides_ttl(stored: object, expected: object) -> None:
     clock: Final = MagicMock(return_value=100.0)
     cache: Final = DualCache(in_memory_cache=InMemoryCache(clock=clock))
     cache.in_memory_cache.set_cache("tier-pin", stored, ttl=10)
     clock.return_value = 105.0
 
     winner: Final = await claim_affinity_pin(
-        cache, "tier-pin", {"model": "second"}, 30,
+        cache,
+        "tier-pin",
+        {"model": "second"},
+        30,
         eligible_values=({"model": "first"}, {"model": "second"}),
     )
 
@@ -600,13 +593,18 @@ async def test_eligible_affinity_claim_replaces_stale_pins_and_slides_ttl(
 async def test_concurrent_eligible_claims_return_one_winner() -> None:
     cache: Final = DualCache()
     candidates: Final = ({"model": "first"}, {"model": "second"})
-    winners: Final = await asyncio.gather(*(
-        claim_affinity_pin(
-            cache, "tier-pin", candidates[index % 2], 30,
-            eligible_values=candidates,
+    winners: Final = await asyncio.gather(
+        *(
+            claim_affinity_pin(
+                cache,
+                "tier-pin",
+                candidates[index % 2],
+                30,
+                eligible_values=candidates,
+            )
+            for index in range(20)
         )
-        for index in range(20)
-    ))
+    )
 
     assert winners == [{"model": "first"}] * 20
     assert cache.in_memory_cache.get_cache("tier-pin") == {"model": "first"}
@@ -628,23 +626,19 @@ async def test_legacy_deployment_claim_retains_decoder_and_keepalive(
     clock: Final = MagicMock(return_value=100.0)
     cache: Final = DualCache(in_memory_cache=InMemoryCache(clock=clock))
     callback: Final = DeploymentAffinityCheck(
-        cache=cache, ttl_seconds=30,
-        enable_user_key_affinity=False, enable_responses_api_affinity=False,
+        cache=cache,
+        ttl_seconds=30,
+        enable_user_key_affinity=False,
+        enable_responses_api_affinity=False,
     )
     cache.in_memory_cache.set_cache("deployment-pin", stored, ttl=10)
     clock.return_value = 105.0
 
-    winner: Final = await callback._claim_pin(
-        "deployment-pin", {"model_id": "7"}, 30
-    )
+    winner: Final = await callback._claim_pin("deployment-pin", {"model_id": "7"}, 30)
 
     assert winner == expected
-    assert cache.in_memory_cache.ttl_dict["deployment-pin"] == (
-        135.0 if refresh else 110.0
-    )
-    assert cache.in_memory_cache.get_cache("deployment-pin") == (
-        {"model_id": "7"} if refresh else stored
-    )
+    assert cache.in_memory_cache.ttl_dict["deployment-pin"] == (135.0 if refresh else 110.0)
+    assert cache.in_memory_cache.get_cache("deployment-pin") == ({"model_id": "7"} if refresh else stored)
 
 
 @pytest.mark.asyncio
@@ -668,13 +662,13 @@ async def test_redis_deployment_claim_preserves_legacy_result_decoding(
     redis.async_register_script.return_value = AsyncMock(return_value=raw)
     cache: Final = DualCache(redis_cache=redis)
     callback: Final = DeploymentAffinityCheck(
-        cache=cache, ttl_seconds=30,
-        enable_user_key_affinity=False, enable_responses_api_affinity=False,
+        cache=cache,
+        ttl_seconds=30,
+        enable_user_key_affinity=False,
+        enable_responses_api_affinity=False,
     )
 
-    winner: Final = await callback._claim_pin(
-        "deployment-pin", {"model_id": "candidate"}, 30
-    )
+    winner: Final = await callback._claim_pin("deployment-pin", {"model_id": "candidate"}, 30)
 
     assert winner == expected
     assert cache.in_memory_cache.get_cache("deployment-pin") == stored
diff --git a/tests/unit/rust_bridge/__init__.py b/tests/unit/rust_bridge/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/rust_bridge/chat_completions/__init__.py b/tests/unit/rust_bridge/chat_completions/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/rust_bridge/chat_completions/test_route_host.py b/tests/unit/rust_bridge/chat_completions/test_route_host.py
similarity index 100%
rename from tests/test_litellm/rust_bridge/chat_completions/test_route_host.py
rename to tests/unit/rust_bridge/chat_completions/test_route_host.py
diff --git a/tests/unit/rust_bridge/messages/__init__.py b/tests/unit/rust_bridge/messages/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/rust_bridge/messages/test_route_host.py b/tests/unit/rust_bridge/messages/test_route_host.py
similarity index 100%
rename from tests/test_litellm/rust_bridge/messages/test_route_host.py
rename to tests/unit/rust_bridge/messages/test_route_host.py
diff --git a/tests/unit/rust_bridge/ocr/__init__.py b/tests/unit/rust_bridge/ocr/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/rust_bridge/ocr/test_route_host.py b/tests/unit/rust_bridge/ocr/test_route_host.py
similarity index 100%
rename from tests/test_litellm/rust_bridge/ocr/test_route_host.py
rename to tests/unit/rust_bridge/ocr/test_route_host.py
diff --git a/tests/unit/rust_bridge/responses/__init__.py b/tests/unit/rust_bridge/responses/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/rust_bridge/responses/test_route_host.py b/tests/unit/rust_bridge/responses/test_route_host.py
similarity index 100%
rename from tests/test_litellm/rust_bridge/responses/test_route_host.py
rename to tests/unit/rust_bridge/responses/test_route_host.py
diff --git a/tests/unit/sandbox/__init__.py b/tests/unit/sandbox/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/sandbox/test_e2b_sandbox.py b/tests/unit/sandbox/test_e2b_sandbox.py
similarity index 100%
rename from tests/test_litellm/sandbox/test_e2b_sandbox.py
rename to tests/unit/sandbox/test_e2b_sandbox.py
diff --git a/tests/test_litellm/sandbox/test_opensandbox_sandbox.py b/tests/unit/sandbox/test_opensandbox_sandbox.py
similarity index 100%
rename from tests/test_litellm/sandbox/test_opensandbox_sandbox.py
rename to tests/unit/sandbox/test_opensandbox_sandbox.py
diff --git a/tests/test_litellm/sandbox/test_sandbox_tools.py b/tests/unit/sandbox/test_sandbox_tools.py
similarity index 100%
rename from tests/test_litellm/sandbox/test_sandbox_tools.py
rename to tests/unit/sandbox/test_sandbox_tools.py
diff --git a/tests/unit/skills/__init__.py b/tests/unit/skills/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/skills/test_skills_main.py b/tests/unit/skills/test_skills_main.py
similarity index 100%
rename from tests/test_litellm/skills/test_skills_main.py
rename to tests/unit/skills/test_skills_main.py
diff --git a/tests/unit/test_package_layout.py b/tests/unit/test_package_layout.py
new file mode 100644
index 00000000000..4ea68fc06ba
--- /dev/null
+++ b/tests/unit/test_package_layout.py
@@ -0,0 +1,12 @@
+import os
+
+TESTS_UNIT_DIR = os.path.dirname(os.path.abspath(__file__))
+
+
+def test_every_directory_under_tests_unit_is_a_package():
+    missing = []
+    for root, dirs, _files in os.walk(TESTS_UNIT_DIR):
+        dirs[:] = [d for d in dirs if d != "__pycache__"]
+        if not os.path.isfile(os.path.join(root, "__init__.py")):
+            missing.append(os.path.relpath(root, TESTS_UNIT_DIR))
+    assert missing == []
diff --git a/tests/unit/test_router/__init__.py b/tests/unit/test_router/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/test_router/test_enforce_model_rate_limits.py b/tests/unit/test_router/test_enforce_model_rate_limits.py
similarity index 100%
rename from tests/test_litellm/test_router/test_enforce_model_rate_limits.py
rename to tests/unit/test_router/test_enforce_model_rate_limits.py
diff --git a/tests/test_litellm/test_router/test_io_token_rate_limits.py b/tests/unit/test_router/test_io_token_rate_limits.py
similarity index 97%
rename from tests/test_litellm/test_router/test_io_token_rate_limits.py
rename to tests/unit/test_router/test_io_token_rate_limits.py
index 3cef1c7bb63..a5a68271111 100644
--- a/tests/test_litellm/test_router/test_io_token_rate_limits.py
+++ b/tests/unit/test_router/test_io_token_rate_limits.py
@@ -1039,31 +1039,3 @@ class TestContextSlotRetention:
         assert deployment is not None
         router._update_kwargs_with_deployment(deployment=deployment.model_dump(), kwargs=kwargs)
         assert get_io_token_rate_limit_request_kwargs() is kwargs
-
-
-@pytest.mark.asyncio
-async def test_the_deployment_itpm_reservation_counts_the_request_off_the_event_loop():
-    from litellm.utils import get_utc_datetime
-    from tests.large_text import text
-    from tests.test_litellm.litellm_core_utils.event_loop_lag import (
-        assert_loop_stayed_free,
-        timed_with_loop_lags,
-        warm_tokenizer,
-    )
-
-    dual_cache = DualCache()
-    check = ModelRateLimitingCheck(dual_cache=dual_cache)
-    warm_tokenizer("anthropic/claude-fable-5")
-    deployment = {
-        "litellm_params": {"model": "anthropic/claude-fable-5", "itpm": 10_000_000},
-        "model_info": {"id": "io-loop-id"},
-        "model_name": "claude",
-    }
-    set_io_token_rate_limit_request_kwargs({"messages": [{"role": "user", "content": text * 100}], "metadata": {}})
-
-    _, took, lags = await timed_with_loop_lags(lambda: check.async_pre_call_check(deployment))
-
-    minute = get_utc_datetime().strftime("%H-%M")
-    reserved = await dual_cache.async_get_cache(key=f"global_router:io-loop-id:anthropic/claude-fable-5:itpm:{minute}")
-    assert reserved > 100_000
-    assert_loop_stayed_free(took, lags)
diff --git a/tests/unit/test_socket_policy.py b/tests/unit/test_socket_policy.py
new file mode 100644
index 00000000000..f93794d1ba8
--- /dev/null
+++ b/tests/unit/test_socket_policy.py
@@ -0,0 +1,17 @@
+import socket
+
+import pytest
+from pytest_socket import SocketConnectBlockedError
+
+
+def test_external_connect_is_refused_before_a_packet_leaves() -> None:
+    with pytest.raises(SocketConnectBlockedError):
+        socket.create_connection(("192.0.2.1", 9), timeout=1)
+
+
+def test_loopback_connect_is_allowed() -> None:
+    with socket.socket() as server:
+        server.bind(("127.0.0.1", 0))
+        server.listen()
+        with socket.create_connection(server.getsockname(), timeout=1) as client:
+            assert client.getpeername() == server.getsockname()
diff --git a/tests/unit/types/__init__.py b/tests/unit/types/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/types/llms/__init__.py b/tests/unit/types/llms/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/types/llms/test_types_llms_bedrock.py b/tests/unit/types/llms/test_types_llms_bedrock.py
similarity index 100%
rename from tests/test_litellm/types/llms/test_types_llms_bedrock.py
rename to tests/unit/types/llms/test_types_llms_bedrock.py
diff --git a/tests/test_litellm/types/llms/test_types_llms_openai.py b/tests/unit/types/llms/test_types_llms_openai.py
similarity index 100%
rename from tests/test_litellm/types/llms/test_types_llms_openai.py
rename to tests/unit/types/llms/test_types_llms_openai.py
diff --git a/tests/unit/types/proxy/__init__.py b/tests/unit/types/proxy/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/unit/types/proxy/policy_engine/__init__.py b/tests/unit/types/proxy/policy_engine/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/types/proxy/policy_engine/test_pipeline_types.py b/tests/unit/types/proxy/policy_engine/test_pipeline_types.py
similarity index 100%
rename from tests/test_litellm/types/proxy/policy_engine/test_pipeline_types.py
rename to tests/unit/types/proxy/policy_engine/test_pipeline_types.py
diff --git a/tests/test_litellm/types/proxy/policy_engine/test_policy_types.py b/tests/unit/types/proxy/policy_engine/test_policy_types.py
similarity index 100%
rename from tests/test_litellm/types/proxy/policy_engine/test_policy_types.py
rename to tests/unit/types/proxy/policy_engine/test_policy_types.py
diff --git a/tests/test_litellm/types/proxy/policy_engine/test_resolver_types.py b/tests/unit/types/proxy/policy_engine/test_resolver_types.py
similarity index 100%
rename from tests/test_litellm/types/proxy/policy_engine/test_resolver_types.py
rename to tests/unit/types/proxy/policy_engine/test_resolver_types.py
diff --git a/tests/unit/videos/__init__.py b/tests/unit/videos/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/videos/test_main.py b/tests/unit/videos/test_main.py
similarity index 100%
rename from tests/test_litellm/videos/test_main.py
rename to tests/unit/videos/test_main.py
diff --git a/tests/test_litellm/videos/test_utils.py b/tests/unit/videos/test_utils.py
similarity index 95%
rename from tests/test_litellm/videos/test_utils.py
rename to tests/unit/videos/test_utils.py
index 57fb549c23d..728644cdda5 100644
--- a/tests/test_litellm/videos/test_utils.py
+++ b/tests/unit/videos/test_utils.py
@@ -169,18 +169,6 @@ def test_optional__extra_body_overrides_mapped_and_is_removed():
     assert "extra_body" not in result
 
 
-def test_optional__no_extra_body_returns_mapped_unchanged():
-    config = _config({"seconds": "8"})
-
-    result = get_optional(
-        model="sora-2",
-        video_generation_provider_config=config,
-        video_generation_optional_params={"seconds": "8"},
-    )
-
-    assert result == {"seconds": "8"}
-
-
 def test_optional__non_dict_extra_body_ignored():
     config = _config({"seconds": "8"})
 
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/api-reference/_components/APIReferenceView.tsx b/ui/litellm-dashboard/src/app/(dashboard)/api-reference/_components/APIReferenceView.tsx
index 847bd34da3e..1339300b2ba 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/api-reference/_components/APIReferenceView.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/api-reference/_components/APIReferenceView.tsx
@@ -82,14 +82,14 @@ llm = AzureOpenAI(
     engine="azure-gpt-3.5",               # model_name on litellm proxy
     temperature=0.0,
     azure_endpoint="${base_url}", # litellm proxy endpoint
-    api_key="sk-1234",                    # litellm proxy API Key
+    api_key="<your-master-key>",          # litellm proxy API Key
     api_version="2023-07-01-preview",
 )
 
 embed_model = AzureOpenAIEmbedding(
     deployment_name="azure-embedding-model",
     azure_endpoint="${base_url}",
-    api_key="sk-1234",
+    api_key="<your-master-key>",
     api_version="2023-07-01-preview",
 )
 
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/how_it_works.tsx b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/how_it_works.tsx
index 8a4a18a71fe..e0c93070b00 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/how_it_works.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/cost-tracking/_components/how_it_works.tsx
@@ -59,7 +59,7 @@ const HowItWorks: React.FC = () => {
           language="bash"
           code={`curl -X POST -i http://your-proxy:4000/chat/completions \\
   -H "Content-Type: application/json" \\
-  -H "Authorization: Bearer sk-1234" \\
+  -H "Authorization: Bearer <your-master-key>" \\
   -d '{
     "model": "gemini/gemini-2.5-pro",
     "messages": [{"role": "user", "content": "Hello"}]
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/hooks/teams/useResetTeamMemberBudget.ts b/ui/litellm-dashboard/src/app/(dashboard)/hooks/teams/useResetTeamMemberBudget.ts
new file mode 100644
index 00000000000..e7cf95440a5
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/hooks/teams/useResetTeamMemberBudget.ts
@@ -0,0 +1,16 @@
+import { useMutation } from "@tanstack/react-query";
+import { fetchClient } from "@/lib/http/api";
+
+export interface ResetTeamMemberBudgetParams {
+  teamId: string;
+  userId: string;
+}
+
+export const resetTeamMemberBudget = async ({ teamId, userId }: ResetTeamMemberBudgetParams): Promise<void> => {
+  await fetchClient.POST("/team/{team_id}/member/{user_id}/reset_budget", {
+    params: { path: { team_id: teamId, user_id: userId } },
+  });
+};
+
+export const useResetTeamMemberBudget = () =>
+  useMutation<void, Error, ResetTeamMemberBudgetParams>({ mutationFn: resetTeamMemberBudget });
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/ModelRetrySettingsTab.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/ModelRetrySettingsTab.test.tsx
index 14549420623..838d47ff7e5 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/ModelRetrySettingsTab.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/ModelRetrySettingsTab.test.tsx
@@ -43,6 +43,26 @@ describe("ModelRetrySettingsTab", () => {
     expect(screen.getByText(/RateLimitError \(429\)/)).toBeInTheDocument();
     expect(screen.getByText(/ContentPolicyViolationError \(400\)/)).toBeInTheDocument();
     expect(screen.getByText(/InternalServerError \(500\)/)).toBeInTheDocument();
+    expect(screen.getByText(/NotFoundError \(404\)/)).toBeInTheDocument();
+  });
+
+  it("should write the NotFoundError row to NotFoundErrorRetries ahead of the catch-all row", () => {
+    const setGlobalRetryPolicy = vi.fn();
+    render(
+      <ModelRetrySettingsTab
+        {...buildProps({
+          selectedModelGroup: "global",
+          globalRetryPolicy: { DefaultRetries: 3 },
+          setGlobalRetryPolicy,
+        })}
+      />,
+    );
+
+    const notFoundInput = screen.getByRole("spinbutton", { name: /NotFoundError \(404\) retry count$/ });
+    fireEvent.change(notFoundInput, { target: { value: "2" } });
+
+    const updater = setGlobalRetryPolicy.mock.calls.at(-1)![0];
+    expect(updater({ DefaultRetries: 3 })).toMatchObject({ DefaultRetries: 3, NotFoundErrorRetries: 2 });
   });
 
   it("should use defaultRetry when globalRetryPolicy is null (global scope)", () => {
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/ModelRetrySettingsTab.tsx b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/ModelRetrySettingsTab.tsx
index 069a3f27beb..a61eccbb5a2 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/ModelRetrySettingsTab.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/ModelRetrySettingsTab.tsx
@@ -35,6 +35,7 @@ const retryPolicyMap: Record<string, string> = {
   "ContentPolicyViolationError (400)": "ContentPolicyViolationErrorRetries",
   "InternalServerError (500)": "InternalServerErrorRetries",
   "ServiceUnavailableError (503)": "ServiceUnavailableErrorRetries",
+  "NotFoundError (404)": "NotFoundErrorRetries",
   "All other errors": "DefaultRetries",
 };
 
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/AgentBuilderView.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/AgentBuilderView.test.tsx
index 247d7e71d0a..2e27a258a84 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/AgentBuilderView.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/AgentBuilderView.test.tsx
@@ -236,6 +236,7 @@ describe("AgentBuilderView", () => {
     const snippet = await screen.findByTestId("code-block");
     expect(snippet).toHaveTextContent("https://proxy.example.com/v1/chat/completions");
     expect(snippet).toHaveTextContent('"model": "support-agent"');
+    expect(snippet).toHaveTextContent("x-litellm-api-key: Bearer <your-master-key>");
   });
 
   it("mints a key scoped to the selected agent", async () => {
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/AgentBuilderView.tsx b/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/AgentBuilderView.tsx
index 30feb1988b1..9bf805d2212 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/AgentBuilderView.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/playground/components/chat_ui/AgentBuilderView.tsx
@@ -90,7 +90,7 @@ function ConnectTabContent({
     ? createdKeyValue.startsWith("Bearer ")
       ? createdKeyValue
       : `Bearer ${createdKeyValue}`
-    : "Bearer sk-1234";
+    : "Bearer <your-master-key>";
   const curlExample = `curl -L -X POST '${baseUrl}/v1/chat/completions' \\
 -H 'x-litellm-api-key: ${apiKeyForCurl}' \\
 -d '{
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptCodeSnippets.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptCodeSnippets.test.tsx
index 7fa44a4dfe5..0d03995b89e 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptCodeSnippets.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptCodeSnippets.test.tsx
@@ -45,6 +45,16 @@ describe("PromptCodeSnippets", () => {
     expect(screen.getByRole("combobox", { name: "Language" })).toHaveTextContent("Python (OpenAI SDK)");
   });
 
+  it("shows a key placeholder when there is no access token", async () => {
+    const user = userEvent.setup({ pointerEventsCheck: PointerEventsCheckLevel.Never });
+    render(<PromptCodeSnippets promptId="welcome" model="gpt-4o" accessToken={null} version="2" />);
+    await user.click(screen.getByRole("button", { name: /get code/i }));
+    await screen.findByText("Generated Code");
+
+    await user.click(screen.getByRole("button", { name: /copy to clipboard/i }));
+    expect(await navigator.clipboard.readText()).toContain("'Authorization: Bearer <your-master-key>'");
+  });
+
   it("includes the viewed environment in every generated request", async () => {
     const user = userEvent.setup({ pointerEventsCheck: PointerEventsCheckLevel.Never });
     render(
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptCodeSnippets.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptCodeSnippets.tsx
index a6adc160674..b4f3d33c195 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptCodeSnippets.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptCodeSnippets.tsx
@@ -61,7 +61,7 @@ const PromptCodeSnippets: React.FC<PromptCodeSnippetsProps> = ({
     apiBase = proxySettings.PROXY_BASE_URL;
   }
 
-  const effectiveApiKey = accessToken || "sk-1234";
+  const effectiveApiKey = accessToken || "<your-master-key>";
 
   // Generate code based on selected language and tab
   const generateCode = () => {
diff --git a/ui/litellm-dashboard/src/components/AIHub/ModelHubTable.tsx b/ui/litellm-dashboard/src/components/AIHub/ModelHubTable.tsx
index 634adc6fba8..063850b3e72 100644
--- a/ui/litellm-dashboard/src/components/AIHub/ModelHubTable.tsx
+++ b/ui/litellm-dashboard/src/components/AIHub/ModelHubTable.tsx
@@ -1084,7 +1084,7 @@ config = {
         "${selectedMcpServer.server_name}": {
             "url": "${getProxyBaseUrl()}/${selectedMcpServer.server_name}/mcp",
             "headers": {
-                "x-litellm-api-key": "Bearer sk-1234"
+                "x-litellm-api-key": "Bearer <your-master-key>"
             }
         }
     }
diff --git a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/semanticFilterTestUtils.test.ts b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/semanticFilterTestUtils.test.ts
index 02d20358bc0..0ae6de77484 100644
--- a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/semanticFilterTestUtils.test.ts
+++ b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/semanticFilterTestUtils.test.ts
@@ -22,6 +22,11 @@ describe("getCurlCommand", () => {
     const result = getCurlCommand("gpt-4o", "");
     expect(result).toContain("Your query here");
   });
+
+  it("should show a key placeholder instead of a literal key", () => {
+    const result = getCurlCommand("gpt-4o", "test query");
+    expect(result).toContain("'Authorization: Bearer <your-master-key>'");
+  });
 });
 
 describe("runSemanticFilterTest", () => {
diff --git a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/semanticFilterTestUtils.ts b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/semanticFilterTestUtils.ts
index c41b081da88..1337cac66eb 100644
--- a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/semanticFilterTestUtils.ts
+++ b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPSemanticFilterSettings/semanticFilterTestUtils.ts
@@ -71,7 +71,7 @@ export const runSemanticFilterTest = async ({
 export const getCurlCommand = (testModel: string | null, testQuery: string) =>
   `curl --location 'http://localhost:4000/v1/responses' \\
 --header 'Content-Type: application/json' \\
---header 'Authorization: Bearer sk-1234' \\
+--header 'Authorization: Bearer <your-master-key>' \\
 --data '{
     "model": "${testModel ?? "YOUR_MODEL"}",
     "input": [
diff --git a/ui/litellm-dashboard/src/components/Settings/AdminSettings/WebSearchInterceptionSettings/WebSearchInterceptionSettings.test.tsx b/ui/litellm-dashboard/src/components/Settings/AdminSettings/WebSearchInterceptionSettings/WebSearchInterceptionSettings.test.tsx
index ae981aa9767..a3d09c8f6d6 100644
--- a/ui/litellm-dashboard/src/components/Settings/AdminSettings/WebSearchInterceptionSettings/WebSearchInterceptionSettings.test.tsx
+++ b/ui/litellm-dashboard/src/components/Settings/AdminSettings/WebSearchInterceptionSettings/WebSearchInterceptionSettings.test.tsx
@@ -127,6 +127,32 @@ describe("WebSearchInterceptionSettings", () => {
     expect(mockMutate.mock.calls[0][0]).toEqual(ENABLED_PAYLOAD);
   });
 
+  it("warns when the cluster has it on but the serving pod has not applied it", async () => {
+    vi.mocked(useWebSearchInterceptionSettings).mockReturnValue({
+      data: { ...storedSettings, values: { ...storedSettings.values, enabled: true }, active_on_this_pod: false },
+      isLoading: false,
+      isError: false,
+      error: null,
+    } as any);
+
+    await renderSettings();
+
+    expect(screen.getByText(/has not applied it/i)).toBeInTheDocument();
+  });
+
+  it("stays quiet when the serving pod has applied the cluster setting", async () => {
+    vi.mocked(useWebSearchInterceptionSettings).mockReturnValue({
+      data: { ...storedSettings, values: { ...storedSettings.values, enabled: true }, active_on_this_pod: true },
+      isLoading: false,
+      isError: false,
+      error: null,
+    } as any);
+
+    await renderSettings();
+
+    expect(screen.queryByText(/has not applied it/i)).not.toBeInTheDocument();
+  });
+
   it("ignores stored values whose types do not match the field", async () => {
     vi.mocked(useWebSearchInterceptionSettings).mockReturnValue({
       data: {
diff --git a/ui/litellm-dashboard/src/components/Settings/AdminSettings/WebSearchInterceptionSettings/WebSearchInterceptionSettings.tsx b/ui/litellm-dashboard/src/components/Settings/AdminSettings/WebSearchInterceptionSettings/WebSearchInterceptionSettings.tsx
index 3e9e04e720b..93b9cbffd32 100644
--- a/ui/litellm-dashboard/src/components/Settings/AdminSettings/WebSearchInterceptionSettings/WebSearchInterceptionSettings.tsx
+++ b/ui/litellm-dashboard/src/components/Settings/AdminSettings/WebSearchInterceptionSettings/WebSearchInterceptionSettings.tsx
@@ -5,7 +5,7 @@ import { useUpdateWebSearchInterceptionSettings } from "@/app/(dashboard)/hooks/
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 import { toast } from "@/lib/toast";
 import { Skeleton } from "@/components/ui/skeleton";
-import { CircleHelp, Info, Save } from "lucide-react";
+import { CircleHelp, Info, Save, TriangleAlert } from "lucide-react";
 import { Alert, AlertDescription, AlertTitle } from "@/components/shared/Alert";
 import { useEffect, useState } from "react";
 import { useForm } from "react-hook-form";
@@ -293,9 +293,22 @@ export default function WebSearchInterceptionSettings() {
   }
 
   const values: WebSearchInterceptionStoredValues = toStoredValues(data?.values ?? NO_STORED_VALUES);
+  const notAppliedHere = values.enabled === true && data?.active_on_this_pod === false;
 
   return (
     <div className="w-full">
+      {notAppliedHere && (
+        <Alert variant="warning" className="mb-6">
+          <TriangleAlert />
+          <AlertTitle>Not running on the proxy that answered this page</AlertTitle>
+          <AlertDescription>
+            Interception is switched on for the cluster, but the proxy serving this page has not applied it. That is
+            expected for about 10 seconds after a change or a restart. If it persists, check that proxy&apos;s logs:
+            requests it handles are not being intercepted.
+          </AlertDescription>
+        </Alert>
+      )}
+
       <Alert variant="info" className="mb-6">
         <Info />
         <AlertTitle>Web Search Interception</AlertTitle>
diff --git a/ui/litellm-dashboard/src/components/add_model/AutoRouterRoutingTest.test.tsx b/ui/litellm-dashboard/src/components/add_model/AutoRouterRoutingTest.test.tsx
index 74e7193c8b0..86d161d1c8e 100644
--- a/ui/litellm-dashboard/src/components/add_model/AutoRouterRoutingTest.test.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/AutoRouterRoutingTest.test.tsx
@@ -15,7 +15,8 @@ vi.mock("../networking", () => ({
 
 const CONFIG = {
   tiers: { SIMPLE: ["cheap"], MEDIUM: ["mid"], COMPLEX: ["strong"], REASONING: ["o3"] },
-  classifier_type: "heuristic",
+  classifier_type: "heuristic_v2",
+  heuristic_v2_success_threshold: 0,
 } as unknown as ComplexityRouterConfigPayload;
 
 const Harness = () => (
@@ -62,6 +63,22 @@ describe("AutoRouterRoutingTest", () => {
     expect(screen.getByTestId("auto-router-routing-test-send")).toBeDisabled();
   });
 
+  it("blocks previewing an invalid success threshold instead of sending NaN as null", () => {
+    renderWithProviders(
+      <AutoRouterRoutingTest
+        accessToken="token"
+        config={{ ...CONFIG, heuristic_v2_success_threshold: Number.NaN }}
+        defaultModel="mid"
+        routerName="my-router"
+        teamId={undefined}
+      />,
+    );
+    fireEvent.change(screen.getByTestId("auto-router-routing-test-prompt"), { target: { value: "hello" } });
+    expect(screen.getByTestId("auto-router-routing-test-send")).toBeDisabled();
+    expect(screen.getByText("Success threshold must be a number between 0 and 1")).toBeVisible();
+    expect(testAutoRouterRouting).not.toHaveBeenCalled();
+  });
+
   it("routes the typed prompt through the config being edited and shows where it landed", async () => {
     const user = userEvent.setup();
     vi.mocked(testAutoRouterRouting).mockResolvedValue(successResponse);
diff --git a/ui/litellm-dashboard/src/components/add_model/AutoRouterRoutingTest.tsx b/ui/litellm-dashboard/src/components/add_model/AutoRouterRoutingTest.tsx
index 00b2e75dfd1..2b6c06e9a96 100644
--- a/ui/litellm-dashboard/src/components/add_model/AutoRouterRoutingTest.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/AutoRouterRoutingTest.tsx
@@ -5,7 +5,7 @@ import { Button } from "@/components/ui/button";
 import { Textarea } from "@/components/ui/textarea";
 import RoutingDecisionCard from "@/components/view_logs/LogDetailsDrawer/RoutingDecisionCard";
 import { AutoRouterRoutingTestResult, testAutoRouterRouting } from "../networking";
-import { ComplexityRouterConfigPayload } from "./build_complexity_router_config";
+import { ComplexityRouterConfigPayload, getHeuristicV2SuccessThresholdError } from "./build_complexity_router_config";
 import { buildAutoRouterRoutingTestRequest } from "./build_auto_router_routing_test_request";
 
 interface AutoRouterRoutingTestProps {
@@ -31,8 +31,10 @@ const AutoRouterRoutingTest: React.FC<AutoRouterRoutingTestProps> = ({
 }) => {
   const [prompt, setPrompt] = React.useState<string>("");
   const [state, setState] = React.useState<TestState>({ status: "idle" });
+  const configError = getHeuristicV2SuccessThresholdError(config.heuristic_v2_success_threshold);
 
   const send = async () => {
+    if (configError) return;
     setState({ status: "running" });
     const params = { prompt, config, defaultModel, routerName, teamId };
     const request = buildAutoRouterRoutingTestRequest(params);
@@ -62,13 +64,15 @@ const AutoRouterRoutingTest: React.FC<AutoRouterRoutingTestProps> = ({
       <div className="flex justify-end">
         <Button
           onClick={send}
-          disabled={prompt.trim().length === 0 || state.status === "running"}
+          disabled={prompt.trim().length === 0 || state.status === "running" || Boolean(configError)}
           data-testid="auto-router-routing-test-send"
         >
           {state.status === "running" ? "Routing..." : "Send Test Prompt"}
         </Button>
       </div>
 
+      {configError && <p className="text-sm text-destructive">{configError}</p>}
+
       {state.status === "failed" && (
         <div
           className="rounded-md border border-destructive/40 bg-destructive/10 p-3 text-sm text-destructive"
diff --git a/ui/litellm-dashboard/src/components/add_model/ClassificationMethodConfig.tsx b/ui/litellm-dashboard/src/components/add_model/ClassificationMethodConfig.tsx
index 64b08fc9ed1..54037b0ff31 100644
--- a/ui/litellm-dashboard/src/components/add_model/ClassificationMethodConfig.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/ClassificationMethodConfig.tsx
@@ -5,6 +5,7 @@ import { MultiSelect } from "@/components/shared/MultiSelect";
 import { SearchSelect } from "@/components/shared/SearchSelect";
 import { Select, SelectContent, SelectItem, SelectTrigger, SelectValue } from "@/components/ui/select";
 import { Card, CardContent } from "@/components/ui/card";
+import { Button } from "@/components/ui/button";
 import { Input } from "@/components/ui/input";
 import { Label } from "@/components/ui/label";
 import { RadioGroup, RadioGroupItem } from "@/components/ui/radio-group";
@@ -17,6 +18,7 @@ import HeuristicScoringConfig from "./HeuristicScoringConfig";
 import ClassifierReasoningEffortSelect from "./ClassifierReasoningEffortSelect";
 import ClassifierCircuitBreakerConfig from "./ClassifierCircuitBreakerConfig";
 import ClassifierVisionConfig from "./ClassifierVisionConfig";
+import { getHeuristicV2SuccessThresholdError } from "./build_complexity_router_config";
 import type { ReasoningEffort } from "./complexity_router_tiers";
 import { useComplexityScorerDefaults } from "@/app/(dashboard)/hooks/autoRouter/useComplexityScorerDefaults";
 import {
@@ -48,13 +50,15 @@ const DEFAULT_SCORING_EXPLANATION =
   "The weighted score determines the tier:";
 
 const HEURISTIC_V2_EXPLANATION =
-  "The router estimates success probability for all four tiers with the bundled calibrated model, then selects " +
-  "the first tier that meets its trained threshold. It runs locally with no classifier API call.";
+  "The router estimates success probability for all four tiers with its calibrated model, then selects " +
+  "the first tier that meets the success threshold. If none qualify, it selects Reasoning. " +
+  "It runs locally with no classifier API call.";
 
 const CLASSIFIER_TIMEOUT_ID = "classifier-timeout-ms";
 const CLASSIFIER_CONTEXT_WINDOW_SIZE_ID = "classifier-context-window-size";
 const CLASSIFIER_CONTEXT_BUDGET_CHARS_ID = "classifier-context-budget-chars";
 const HYBRID_BOUNDARY_MARGIN_ID = "hybrid-boundary-margin";
+const HEURISTIC_V2_SUCCESS_THRESHOLD_ID = "heuristic-v2-success-threshold";
 
 const CUSTOM_PROMPT_WITH_HEURISTIC_FALLBACK =
   "This router classifies with your own prompt, so the tier comes from whatever rubric it states. The four tier " +
@@ -165,6 +169,39 @@ interface ClassificationMethodConfigProps {
   defaultModel?: string;
 }
 
+export const InactiveHeuristicV2Threshold: React.FC<Pick<ClassificationMethodConfigProps, "value" | "onChange">> = ({
+  value,
+  onChange,
+}) => {
+  const threshold = value.heuristic_v2_success_threshold;
+  if (effectiveClassifierType(value) === "heuristic_v2" || threshold === undefined) return null;
+  const error = getHeuristicV2SuccessThresholdError(threshold);
+  return (
+    <section aria-label="Inactive Heuristic v2 threshold" className="mb-4 space-y-2 rounded-md border p-3">
+      <p className="text-sm font-medium">
+        Heuristic v2 success threshold (inactive):{" "}
+        <output aria-label="Retained Heuristic v2 threshold">
+          {Number.isFinite(threshold) ? threshold : "Invalid value"}
+        </output>
+      </p>
+      <p className="text-sm text-muted-foreground">Only used when Heuristic v2 is selected</p>
+      {error && (
+        <p className="text-sm text-destructive" role="alert">
+          {error}
+        </p>
+      )}
+      <Button
+        type="button"
+        variant="outline"
+        size="sm"
+        onClick={() => onChange({ ...value, heuristic_v2_success_threshold: undefined })}
+      >
+        Clear Heuristic v2 threshold
+      </Button>
+    </section>
+  );
+};
+
 const ClassifierTypeRadios: React.FC<{
   value: ComplexityRouterConfigValue;
   classifierType: ClassifierType;
@@ -259,6 +296,12 @@ const ClassificationMethodConfig: React.FC<ClassificationMethodConfigProps> = ({
   const classifierModel = value.classifier_llm_config?.model ?? "";
   const classifierReasoningEffort = value.classifier_llm_config?.reasoning_effort;
   const explicitlySupportedClassifierEfforts = effortOptionsByModel[classifierModel];
+  const successThresholdError = getHeuristicV2SuccessThresholdError(value.heuristic_v2_success_threshold);
+  const successThresholdDraft =
+    draft?.id === HEURISTIC_V2_SUCCESS_THRESHOLD_ID &&
+    Object.is(value.heuristic_v2_success_threshold, draft.raw.trim() === "" ? undefined : Number(draft.raw))
+      ? draft.raw
+      : null;
 
   const handleClassifierTypeChange = (classifierType: ClassifierType) => {
     onChange(transitionClassifierType(value, classifierType));
@@ -275,6 +318,14 @@ const ClassificationMethodConfig: React.FC<ClassificationMethodConfigProps> = ({
     onChange({ ...value, hybrid_boundary_margin: Math.min(1, Math.max(0, parsed)) });
   };
 
+  const handleSuccessThresholdChange = (raw: string) => {
+    setDraft({ id: HEURISTIC_V2_SUCCESS_THRESHOLD_ID, raw });
+    onChange({
+      ...value,
+      heuristic_v2_success_threshold: raw.trim() === "" ? undefined : Number(raw),
+    });
+  };
+
   // One write for everything the prompt dialog owns. The rubric arrives here rather than through the
   // rubric handler because two onChange calls in one tick would both spread this render's `value`,
   // so whichever landed second would drop the other's edit.
@@ -407,6 +458,36 @@ const ClassificationMethodConfig: React.FC<ClassificationMethodConfigProps> = ({
     <>
       <ClassifierTypeRadios value={value} classifierType={classifierType} onTypeChange={handleClassifierTypeChange} />
 
+      {classifierType === "heuristic_v2" && (
+        <div className="mt-4 space-y-2">
+          <Label htmlFor={HEURISTIC_V2_SUCCESS_THRESHOLD_ID} className="block font-semibold">
+            Success threshold
+          </Label>
+          <Input
+            id={HEURISTIC_V2_SUCCESS_THRESHOLD_ID}
+            type="text"
+            inputMode="decimal"
+            placeholder="Artifact default"
+            value={successThresholdDraft ?? value.heuristic_v2_success_threshold?.toString() ?? ""}
+            onChange={(event) => handleSuccessThresholdChange(event.target.value)}
+            onBlur={() => {
+              if (!successThresholdError) setDraft(null);
+            }}
+            aria-invalid={Boolean(successThresholdError)}
+            aria-describedby={`${HEURISTIC_V2_SUCCESS_THRESHOLD_ID}-help${successThresholdError ? ` ${HEURISTIC_V2_SUCCESS_THRESHOLD_ID}-error` : ""}`}
+          />
+          <p id={`${HEURISTIC_V2_SUCCESS_THRESHOLD_ID}-help`} className="text-sm text-muted-foreground">
+            Minimum predicted success probability, from 0 to 1. Higher values favor more capable tiers. Leave blank to
+            use the artifact default
+          </p>
+          {successThresholdError && (
+            <p id={`${HEURISTIC_V2_SUCCESS_THRESHOLD_ID}-error`} className="text-sm text-destructive" role="alert">
+              {successThresholdError}
+            </p>
+          )}
+        </div>
+      )}
+
       {classifierType === "heuristic_first" && (
         <div className="mt-4 space-y-2">
           <strong className="block font-semibold">Decide locally up to</strong>
diff --git a/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.test.tsx b/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.test.tsx
index e91ff1d59c1..70658b787f0 100644
--- a/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.test.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.test.tsx
@@ -153,6 +153,51 @@ describe("ComplexityRouterConfig", () => {
     expect(screen.queryByText(/Score < 0.15/)).not.toBeInTheDocument();
   });
 
+  it.each<[string, Partial<ComplexityRouterConfigValue>]>([
+    ["heuristic", { classifier_type: "heuristic" }],
+    ["LLM", { classifier_type: "llm" }],
+    ["heuristic first", { classifier_type: "heuristic_first" }],
+    ["hybrid", { classifier_type: "hybrid" }],
+    ["Capability", { classifier_type: "capability" }],
+    ["Fuse v2", { classifier_type: "llm_v2" }],
+    [
+      "custom tiers",
+      {
+        classifier_type: "heuristic_v2",
+        custom_tier_set: {
+          tiers: [{ id: "review", name: "REVIEW", definition: "Review code", models: ["gpt-4"] }],
+          fallback_tier_id: "review",
+        },
+      },
+    ],
+  ])("shows and clears an invalid inactive threshold under %s", (_label, overrides) => {
+    const value = { ...defaultValue, ...overrides, heuristic_v2_success_threshold: Number.NaN };
+    const onChange = vi.fn();
+    renderWithProviders(<ComplexityRouterConfig {...baseProps} value={value} onChange={onChange} />);
+    const retained = screen.getByRole("region", { name: "Inactive Heuristic v2 threshold" });
+    expect(within(retained).getByRole("status", { name: "Retained Heuristic v2 threshold" })).toHaveTextContent(
+      "Invalid value",
+    );
+    expect(within(retained).getByRole("alert")).toHaveTextContent("Success threshold must be a number between 0 and 1");
+    fireEvent.click(within(retained).getByRole("button", { name: "Clear Heuristic v2 threshold" }));
+    expect(onChange).toHaveBeenCalledWith({ ...value, heuristic_v2_success_threshold: undefined });
+  });
+
+  it("shows an inactive zero threshold until explicitly cleared and hides the summary for active or absent values", () => {
+    const onChange = vi.fn();
+    const value = { ...defaultValue, heuristic_v2_success_threshold: 0 };
+    const { rerender } = renderWithProviders(
+      <ComplexityRouterConfig {...baseProps} value={value} onChange={onChange} />,
+    );
+    expect(screen.getByRole("status", { name: "Retained Heuristic v2 threshold" })).toHaveTextContent("0");
+    expect(screen.queryByRole("alert")).not.toBeInTheDocument();
+    expect(onChange).not.toHaveBeenCalled();
+    rerender(<ComplexityRouterConfig {...baseProps} value={{ ...value, classifier_type: "heuristic_v2" }} />);
+    expect(screen.queryByRole("region", { name: "Inactive Heuristic v2 threshold" })).not.toBeInTheDocument();
+    rerender(<ComplexityRouterConfig {...baseProps} value={defaultValue} />);
+    expect(screen.queryByRole("region", { name: "Inactive Heuristic v2 threshold" })).not.toBeInTheDocument();
+  });
+
   it("should show classifier fields and use the configured values when classifier_type is llm", () => {
     const llmValue: ComplexityRouterConfigValue = {
       ...defaultValue,
diff --git a/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx b/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx
index f6b50ce20bc..8216df139aa 100644
--- a/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx
@@ -37,7 +37,7 @@ import {
 import React from "react";
 import { ModelGroup } from "@/components/llm_calls/fetch_models";
 import AdaptiveRoutingConfig from "./AdaptiveRoutingConfig";
-import ClassificationMethodConfig from "./ClassificationMethodConfig";
+import ClassificationMethodConfig, { InactiveHeuristicV2Threshold } from "./ClassificationMethodConfig";
 import ContextWindowEscalationConfig from "./ContextWindowEscalationConfig";
 import ResponseFormatControls from "./ResponseFormatControls";
 import StallEscalationConfig from "./StallEscalationConfig";
@@ -374,6 +374,7 @@ export interface ComplexityRouterConfigValue {
   /** An explicit pin. Unset means the default tracks the tiers - see resolveComplexityDefaultModel. */
   default_model?: string;
   classifier_type: ClassifierType;
+  heuristic_v2_success_threshold?: number;
   capability_classifier_config?: CapabilitySettings;
   llm_v2_config?: FuseSettings;
   classifier_llm_config?: ClassifierLLMConfig;
@@ -618,6 +619,8 @@ const ComplexityRouterConfig: React.FC<ComplexityRouterConfigProps> = ({
         )}
       </div>
 
+      <InactiveHeuristicV2Threshold value={value} onChange={onChange} />
+
       {forecast ? (
         <>
           <ForecastSolverModels
diff --git a/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.test.tsx b/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.test.tsx
index 48903d585ff..5cf8c14f2cd 100644
--- a/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.test.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.test.tsx
@@ -669,6 +669,81 @@ describe("AddAutoRouterTab", () => {
     });
   });
 
+  it("blocks invalid success thresholds and creates a heuristic v2 router with explicit zero", async () => {
+    const user = userEvent.setup();
+    vi.mocked(getMissingTiersError).mockReturnValue(null);
+    renderWithProviders(<Harness />);
+    fireEvent.change(screen.getByLabelText("Auto Router Name"), { target: { value: "threshold-router" } });
+    expandDetailedConfiguration();
+    await user.click(screen.getByText("Advanced: Classification Method"));
+    await user.click(screen.getByRole("radio", { name: /^Heuristic v2/ }));
+
+    const threshold = screen.getByRole("textbox", { name: "Success threshold" });
+    expect(threshold).toHaveValue("");
+    fireEvent.change(threshold, { target: { value: "invalid" } });
+    fireEvent.blur(threshold);
+    expect(threshold).toHaveValue("invalid");
+    expect(threshold).toHaveAttribute("aria-invalid", "true");
+    expect(screen.getByRole("button", { name: "Add Auto Router" })).toBeDisabled();
+    expect(screen.getByTestId("auto-router-test-routing-btn")).toBeDisabled();
+
+    await user.click(screen.getByRole("radio", { name: /^Heuristic \(default\)/ }));
+    expect(screen.getByRole("button", { name: "Add Auto Router" })).toBeDisabled();
+    await user.click(screen.getByRole("radio", { name: /^Heuristic v2/ }));
+    fireEvent.change(screen.getByRole("textbox", { name: "Success threshold" }), { target: { value: "1.01" } });
+    expect(screen.getByRole("button", { name: "Add Auto Router" })).toBeDisabled();
+    fireEvent.change(screen.getByRole("textbox", { name: "Success threshold" }), { target: { value: "0" } });
+    await user.click(screen.getByRole("button", { name: "Add Auto Router" }));
+
+    await waitFor(() => expect(handleAddAutoRouterSubmit).toHaveBeenCalledOnce());
+    expect(vi.mocked(handleAddAutoRouterSubmit).mock.calls.at(-1)?.[0].complexity_router_config).toMatchObject({
+      classifier_type: "heuristic_v2",
+      heuristic_v2_success_threshold: 0,
+    });
+  });
+
+  it("clears an invalid threshold draft when automatic setup replaces the configuration", async () => {
+    const user = userEvent.setup();
+    mockFetchAvailableModels.mockResolvedValue(ALL_FAMILY_MODELS);
+    renderWithProviders(<Harness />);
+    const automaticSetup = await screen.findByRole("button", { name: "Configure automatically" });
+    await waitFor(() => expect(automaticSetup).toBeEnabled());
+    await user.click(automaticSetup);
+    fireEvent.change(screen.getByLabelText("Auto Router Name"), { target: { value: "reset-threshold-router" } });
+    await user.click(screen.getByText("Advanced: Classification Method"));
+    fireEvent.change(screen.getByRole("textbox", { name: "Success threshold" }), { target: { value: "1.1" } });
+    expect(screen.getByRole("button", { name: "Add Auto Router" })).toBeDisabled();
+
+    await user.click(automaticSetup);
+    expect(screen.getByRole("textbox", { name: "Success threshold" })).toHaveValue("");
+    expect(screen.getByRole("textbox", { name: "Success threshold" })).toHaveAttribute("aria-invalid", "false");
+    await user.click(screen.getByRole("button", { name: "Add Auto Router" }));
+    await waitFor(() => expect(handleAddAutoRouterSubmit).toHaveBeenCalledOnce());
+    expect(vi.mocked(handleAddAutoRouterSubmit).mock.calls.at(-1)?.[0].complexity_router_config).not.toHaveProperty(
+      "heuristic_v2_success_threshold",
+    );
+  });
+
+  it("clears an invalid inactive threshold before creating the router", async () => {
+    const user = userEvent.setup();
+    vi.mocked(getMissingTiersError).mockReturnValue(null);
+    renderWithProviders(<Harness />);
+    fireEvent.change(screen.getByLabelText("Auto Router Name"), { target: { value: "clear-threshold-router" } });
+    expandDetailedConfiguration();
+    await user.click(screen.getByText("Advanced: Classification Method"));
+    await user.click(screen.getByRole("radio", { name: /^Heuristic v2/ }));
+    fireEvent.change(screen.getByRole("textbox", { name: "Success threshold" }), { target: { value: "invalid" } });
+    await user.click(screen.getByRole("radio", { name: /^Heuristic \(default\)/ }));
+    expect(screen.getByRole("button", { name: "Add Auto Router" })).toBeDisabled();
+    await user.click(screen.getByRole("button", { name: "Clear Heuristic v2 threshold" }));
+    expect(screen.queryByRole("region", { name: "Inactive Heuristic v2 threshold" })).not.toBeInTheDocument();
+    await user.click(screen.getByRole("button", { name: "Add Auto Router" }));
+    await waitFor(() => expect(handleAddAutoRouterSubmit).toHaveBeenCalledOnce());
+    expect(vi.mocked(handleAddAutoRouterSubmit).mock.calls.at(-1)?.[0].complexity_router_config).not.toHaveProperty(
+      "heuristic_v2_success_threshold",
+    );
+  });
+
   it("carries a context-window escalation opt-out through to the create payload", async () => {
     const user = userEvent.setup();
     vi.mocked(getMissingTiersError).mockReturnValue(null);
diff --git a/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.tsx b/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.tsx
index 126d9ba2311..57a6201bc7b 100644
--- a/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.tsx
@@ -47,6 +47,7 @@ import {
   buildComplexityRouterConfig,
   getKeywordTierRulesError,
   getClassifierModelError,
+  getHeuristicV2SuccessThresholdError,
   getClassifierReasoningEffortError,
   getMissingTiersError,
   getPlanModeTierError,
@@ -146,6 +147,7 @@ export const getSubmitBlockedReason = (
     getPlanModeTierError(config.plan_mode_min_tier, activeTierRows(config)) ??
     getKeywordTierRulesError(keywordTierRules, activeTierRows(config)) ??
     getClassifierModelError(config) ??
+    getHeuristicV2SuccessThresholdError(config.heuristic_v2_success_threshold) ??
     (heuristicScoringRole(config) === "decides" ? customDimensionsError(config.custom_dimensions) : null) ??
     getClassifierReasoningEffortError(config, modelInfo) ??
     getReferencedModelsError(referencedModelsParams, availability)
@@ -405,6 +407,7 @@ const AddAutoRouterTab: React.FC<AddAutoRouterTabProps> = ({
     classificationMode: complexityRouterConfig.classification_mode,
     tierLabels: complexityRouterConfig.tier_labels,
     classifierType: complexityRouterConfig.classifier_type,
+    heuristicV2SuccessThreshold: complexityRouterConfig.heuristic_v2_success_threshold,
     capabilityClassifierConfig: complexityRouterConfig.capability_classifier_config,
     llmV2Config: complexityRouterConfig.llm_v2_config,
     classifierLlmConfig: complexityRouterConfig.classifier_llm_config,
diff --git a/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.test.ts b/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.test.ts
index 2990878d086..63fed7c7175 100644
--- a/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.test.ts
+++ b/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.test.ts
@@ -4,6 +4,7 @@ import {
   normalizeClassifierLlmConfig,
   getKeywordTierRulesError,
   getClassifierModelError,
+  getHeuristicV2SuccessThresholdError,
   getClassifierReasoningEffortError,
   getMissingTiersError,
   hydrateCustomTierSet,
@@ -211,8 +212,28 @@ describe("buildComplexityRouterConfig", () => {
     expect(config.classifier_llm_config).toBeUndefined();
     expect(config.classifier_context_window_size).toBeUndefined();
     expect(config.classifier_fallback).toBeUndefined();
+    expect(config).not.toHaveProperty("heuristic_v2_success_threshold");
   });
 
+  it.each([0, 0.95, 1])("serializes a heuristic v2 success threshold of %s", (heuristicV2SuccessThreshold) => {
+    const config = buildComplexityRouterConfig({
+      ...baseParams,
+      classifierType: "heuristic_v2",
+      heuristicV2SuccessThreshold,
+    });
+    expect(config.heuristic_v2_success_threshold).toBe(heuristicV2SuccessThreshold);
+  });
+
+  it.each(["heuristic", "llm", "heuristic_first", "hybrid", "capability", "llm_v2"] as const)(
+    "retains the inactive success threshold under %s",
+    (classifierType) => {
+      expect(
+        buildComplexityRouterConfig({ ...baseParams, classifierType, heuristicV2SuccessThreshold: 0.91 })
+          .heuristic_v2_success_threshold,
+      ).toBe(0.91);
+    },
+  );
+
   it("includes classifier_context_window_size and classifier_context_budget_chars only when classifier_type is llm", () => {
     const params: BuildComplexityRouterConfigParams = {
       ...baseParams,
@@ -884,6 +905,19 @@ describe("buildComplexityRouterConfig tier model params", () => {
   });
 });
 
+describe("getHeuristicV2SuccessThresholdError", () => {
+  it.each([undefined, 0, 0.95, 1])("accepts the optional probability %s", (threshold) => {
+    expect(getHeuristicV2SuccessThresholdError(threshold)).toBeNull();
+  });
+
+  it.each([-0.01, 1.01, Number.NaN, Number.POSITIVE_INFINITY, Number.NEGATIVE_INFINITY])(
+    "rejects invalid success threshold %s",
+    (threshold) => {
+      expect(getHeuristicV2SuccessThresholdError(threshold)).toBe("Success threshold must be a number between 0 and 1");
+    },
+  );
+});
+
 describe("getClassifierModelError", () => {
   it("stays quiet for a heuristic router, which needs no classifier model", () => {
     expect(getClassifierModelError({ classifier_type: "heuristic" })).toBeNull();
diff --git a/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.ts b/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.ts
index 8a377c17ad7..05dc327968c 100644
--- a/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.ts
+++ b/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.ts
@@ -144,6 +144,7 @@ export interface StoredComplexityRouterConfig {
   hybrid_boundary_margin?: unknown;
   tier_labels?: unknown;
   classifier_type?: ClassifierType;
+  heuristic_v2_success_threshold?: unknown;
   capability_classifier_config?: unknown;
   llm_v2_config?: unknown;
   classifier_llm_config?: ClassifierLLMConfig;
@@ -182,6 +183,7 @@ export interface BuildComplexityRouterConfigParams {
   planModeMinTier: string | undefined;
   tierLabels: ComplexityTierLabels | undefined;
   classifierType: ClassifierType;
+  heuristicV2SuccessThreshold?: number;
   capabilityClassifierConfig?: CapabilitySettings;
   llmV2Config?: FuseSettings;
   classifierLlmConfig: ClassifierLLMConfigWire | undefined;
@@ -248,6 +250,7 @@ export interface ComplexityRouterConfigPayload {
   plan_mode_min_tier?: string;
   tier_labels?: ComplexityTierLabels;
   classifier_type: ClassifierType;
+  heuristic_v2_success_threshold?: number;
   capability_classifier_config?: CapabilitySettings;
   llm_v2_config?: FuseSettings;
   classifier_llm_config?: ClassifierLLMConfig;
@@ -356,6 +359,12 @@ export const getKeywordTierRulesError = (
   return `Keyword rule(s) ${orphaned.join(", ")} route to a tier this router no longer has`;
 };
 
+export const getHeuristicV2SuccessThresholdError = (threshold: number | undefined): string | null => {
+  if (threshold === undefined) return null;
+  const validProbability = Number.isFinite(threshold) && threshold >= 0 && threshold <= 1;
+  return validProbability ? null : "Success threshold must be a number between 0 and 1";
+};
+
 // An edited tier set forces the LLM classifier, so the model requirement follows the EFFECTIVE type.
 // Both forms' submit gates and their submit handlers read this one answer so they cannot drift.
 export const getClassifierModelError = (
@@ -557,6 +566,7 @@ export const buildComplexityRouterConfig = ({
   planModeMinTier,
   tierLabels,
   classifierType,
+  heuristicV2SuccessThreshold,
   capabilityClassifierConfig,
   llmV2Config,
   classifierLlmConfig,
@@ -640,6 +650,9 @@ export const buildComplexityRouterConfig = ({
     ...(planModeMinTier?.trim() && { plan_mode_min_tier: planModeMinTier }),
     ...(cleanedTierLabels && { tier_labels: cleanedTierLabels }),
     classifier_type: classifierType,
+    ...(heuristicV2SuccessThreshold !== undefined && {
+      heuristic_v2_success_threshold: heuristicV2SuccessThreshold,
+    }),
     ...classifierWireFields(effectiveType, classifierInputs),
     ...(effectiveType === "capability" &&
       capabilityClassifierConfig && { capability_classifier_config: capabilityClassifierConfig }),
diff --git a/ui/litellm-dashboard/src/components/callback_info_helpers.tsx b/ui/litellm-dashboard/src/components/callback_info_helpers.tsx
index 8e343e1a6e0..b43a85d18c5 100644
--- a/ui/litellm-dashboard/src/components/callback_info_helpers.tsx
+++ b/ui/litellm-dashboard/src/components/callback_info_helpers.tsx
@@ -17,6 +17,7 @@ interface CallbackConfig {
   logo?: string;
   supports_key_team_logging: boolean;
   dynamic_params: Record<string, "text" | "password" | "select" | "upload" | "number">;
+  dynamic_param_options?: Record<string, readonly string[]>;
   description: string;
 }
 
@@ -124,6 +125,10 @@ export const CALLBACK_CONFIGS: CallbackConfig[] = [
       langfuse_secret_key: "password",
       langfuse_host: "text",
       langfuse_environment: "text",
+      langfuse_span_scope: "select",
+    },
+    dynamic_param_options: {
+      langfuse_span_scope: ["full", "llm_only"],
     },
     description: "Langfuse v3 OTEL Logging Integration",
   },
diff --git a/ui/litellm-dashboard/src/components/edit_auto_router/build_updated_complexity_router_config.test.ts b/ui/litellm-dashboard/src/components/edit_auto_router/build_updated_complexity_router_config.test.ts
index 4ae6efbb12d..e4b4cbafdf6 100644
--- a/ui/litellm-dashboard/src/components/edit_auto_router/build_updated_complexity_router_config.test.ts
+++ b/ui/litellm-dashboard/src/components/edit_auto_router/build_updated_complexity_router_config.test.ts
@@ -46,6 +46,34 @@ const hydratedState: KeywordMatchingState = {
 };
 
 describe("buildUpdatedComplexityRouterConfig keyword matching", () => {
+  it.each([0, 0.92, 1])("hydrates and saves a success threshold of %s without changing the artifact", (threshold) => {
+    const stored = {
+      ...STORED,
+      classifier_type: "heuristic_v2" as const,
+      heuristic_v2_success_threshold: threshold,
+      heuristic_v2_artifact: { routing_threshold: 0.82, custom_metadata: "retained" },
+    };
+    const hydrated = hydrateComplexityRouterConfig(stored, undefined);
+    expect(hydrated.heuristic_v2_success_threshold).toBe(threshold);
+    const saved = buildUpdatedComplexityRouterConfig(stored, hydrated);
+    expect(saved.heuristic_v2_success_threshold).toBe(threshold);
+    expect(saved.heuristic_v2_artifact).toEqual(stored.heuristic_v2_artifact);
+
+    const cleared = buildUpdatedComplexityRouterConfig(stored, {
+      ...hydrated,
+      heuristic_v2_success_threshold: undefined,
+    });
+    expect(cleared).not.toHaveProperty("heuristic_v2_success_threshold");
+    expect(cleared.heuristic_v2_artifact).toEqual(stored.heuristic_v2_artifact);
+  });
+
+  it.each([undefined, null])("keeps an inherited success threshold %s omitted after saving", (threshold) => {
+    const stored = { ...STORED, heuristic_v2_success_threshold: threshold };
+    const hydrated = hydrateComplexityRouterConfig(stored, undefined);
+    expect(hydrated.heuristic_v2_success_threshold).toBeUndefined();
+    expect(buildUpdatedComplexityRouterConfig(stored, hydrated)).not.toHaveProperty("heuristic_v2_success_threshold");
+  });
+
   it.each(["capability", "llm_v2", "heuristic"] as const)(
     "handles enabled stored overrides when editing %s with or without keyword form state",
     (classifier_type) => {
@@ -669,6 +697,7 @@ describe("managed keys survive an untouched open-and-save", () => {
     plan_mode_min_tier: "COMPLEX",
     tier_labels: { SIMPLE: "Cheap" },
     classifier_type: "heuristic_first",
+    heuristic_v2_success_threshold: 0.89,
     heuristic_first_max_tier: "SIMPLE",
     classifier_llm_config: { model: "gpt-4o-mini", timeout_ms: 3000, reasoning_effort: "low" },
     classifier_context_window_size: 5,
diff --git a/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.integration.test.tsx b/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.integration.test.tsx
index 0bb3340ac09..34db61483cf 100644
--- a/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.integration.test.tsx
+++ b/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.integration.test.tsx
@@ -132,6 +132,74 @@ describe("EditAutoRouterModal keyword matching", () => {
     expect(await screen.findByText(/Keyword\/Semantic Matching/i)).toBeInTheDocument();
   });
 
+  it.each(["0", ""])("hydrates the saved threshold and saves an edit to '%s'", async (raw) => {
+    const user = userEvent.setup();
+    renderModal({
+      modelData: {
+        ...MODEL_DATA,
+        litellm_params: {
+          ...MODEL_DATA.litellm_params,
+          complexity_router_config: {
+            ...STORED_CONFIG,
+            classifier_type: "heuristic_v2",
+            heuristic_v2_success_threshold: 0.91,
+          },
+        },
+      },
+    });
+    await user.click(await screen.findByText("Advanced: Classification Method"));
+    const threshold = screen.getByRole("textbox", { name: "Success threshold" });
+    expect(threshold).toHaveValue("0.91");
+    fireEvent.change(threshold, { target: { value: raw } });
+    await user.click(screen.getByRole("button", { name: "Save Changes" }));
+    await waitFor(() => expect(modelPatchUpdateCall).toHaveBeenCalledOnce());
+    if (raw === "") expect(savedConfig()).not.toHaveProperty("heuristic_v2_success_threshold");
+    else expect(savedConfig().heuristic_v2_success_threshold).toBe(0);
+  });
+
+  it("blocks an invalid threshold edit and retains a corrected value when switching classifiers", async () => {
+    const user = userEvent.setup();
+    renderModal({
+      modelData: {
+        ...MODEL_DATA,
+        litellm_params: {
+          ...MODEL_DATA.litellm_params,
+          complexity_router_config: {
+            ...STORED_CONFIG,
+            classifier_type: "heuristic_v2",
+            heuristic_v2_success_threshold: 0.91,
+          },
+        },
+      },
+    });
+    await user.click(await screen.findByText("Advanced: Classification Method"));
+    fireEvent.change(screen.getByRole("textbox", { name: "Success threshold" }), { target: { value: "-0.1" } });
+    expect(screen.getByRole("button", { name: "Save Changes" })).toBeDisabled();
+    expect(modelPatchUpdateCall).not.toHaveBeenCalled();
+
+    fireEvent.change(screen.getByRole("textbox", { name: "Success threshold" }), { target: { value: "0.88" } });
+    await user.click(screen.getByRole("radio", { name: /^Heuristic \(default\)/ }));
+    expect(screen.queryByRole("textbox", { name: "Success threshold" })).not.toBeInTheDocument();
+    await user.click(screen.getByRole("button", { name: "Save Changes" }));
+    await waitFor(() => expect(modelPatchUpdateCall).toHaveBeenCalledOnce());
+    expect(savedConfig()).toMatchObject({ classifier_type: "heuristic", heuristic_v2_success_threshold: 0.88 });
+  });
+
+  it("clears an invalid inactive threshold before saving the router", async () => {
+    const user = userEvent.setup();
+    renderModal();
+    await user.click(await screen.findByText("Advanced: Classification Method"));
+    await user.click(screen.getByRole("radio", { name: /^Heuristic v2/ }));
+    fireEvent.change(screen.getByRole("textbox", { name: "Success threshold" }), { target: { value: "1.1" } });
+    await user.click(screen.getByRole("radio", { name: /^Heuristic \(default\)/ }));
+    expect(screen.getByRole("button", { name: "Save Changes" })).toBeDisabled();
+    await user.click(screen.getByRole("button", { name: "Clear Heuristic v2 threshold" }));
+    expect(screen.queryByRole("region", { name: "Inactive Heuristic v2 threshold" })).not.toBeInTheDocument();
+    await user.click(screen.getByRole("button", { name: "Save Changes" }));
+    await waitFor(() => expect(modelPatchUpdateCall).toHaveBeenCalledOnce());
+    expect(savedConfig()).not.toHaveProperty("heuristic_v2_success_threshold");
+  });
+
   // These keys are rewritten from form state on save, so if the modal renders the controls
   // without hydrating them, an untouched save silently wipes the stored configuration. This
   // drives the real component; a test of the payload builder alone cannot see that bug.
diff --git a/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.tsx b/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.tsx
index e25c7f07dd7..5991049f4fc 100644
--- a/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.tsx
+++ b/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.tsx
@@ -42,6 +42,7 @@ import {
   type BuildComplexityRouterConfigParams,
   buildComplexityRouterConfig,
   getClassifierModelError,
+  getHeuristicV2SuccessThresholdError,
   getClassifierReasoningEffortError,
   getKeywordTierRulesError,
   getMissingTiersError,
@@ -127,6 +128,10 @@ export const hydrateComplexityRouterConfig = (
     plan_mode_min_tier: hydratePlanModeMinTier(parsedConfig.plan_mode_min_tier, custom_tier_set),
     tier_labels: hydrateTierLabels(parsedConfig.tier_labels),
     classifier_type: parsedConfig.classifier_type || "heuristic",
+    heuristic_v2_success_threshold:
+      typeof parsedConfig.heuristic_v2_success_threshold === "number"
+        ? parsedConfig.heuristic_v2_success_threshold
+        : undefined,
     capability_classifier_config: capabilitySettingsSchema.safeParse(parsedConfig.capability_classifier_config).data,
     llm_v2_config: fuseSettingsSchema.safeParse(parsedConfig.llm_v2_config).data,
     classifier_llm_config: parsedConfig.classifier_llm_config,
@@ -227,6 +232,7 @@ export const MANAGED_COMPLEXITY_ROUTER_KEYS = new Set([
   "classification_examples",
   "heuristic_first_max_tier",
   "hybrid_boundary_margin",
+  "heuristic_v2_success_threshold",
   "classification_mode",
   "session_affinity",
   "session_affinity_ttl_seconds",
@@ -329,6 +335,7 @@ export const buildUpdatedComplexityRouterConfig = (
     classificationMode: value.classification_mode,
     tierLabels: value.tier_labels,
     classifierType: value.classifier_type,
+    heuristicV2SuccessThreshold: value.heuristic_v2_success_threshold,
     capabilityClassifierConfig: value.capability_classifier_config,
     llmV2Config: value.llm_v2_config,
     classifierLlmConfig: value.classifier_llm_config,
@@ -427,6 +434,7 @@ const EditAutoRouterModal: React.FC<EditAutoRouterModalProps> = ({
       getPlanModeTierError(complexityRouterConfig.plan_mode_min_tier, activeTierRows(complexityRouterConfig)) ??
       getKeywordTierRulesError(keywordTierRules, activeTierRows(complexityRouterConfig)) ??
       getClassifierModelError(complexityRouterConfig) ??
+      getHeuristicV2SuccessThresholdError(complexityRouterConfig.heuristic_v2_success_threshold) ??
       getForecastConfigError(complexityRouterConfig) ??
       (heuristicScoringRole(complexityRouterConfig) === "decides"
         ? customDimensionsError(complexityRouterConfig.custom_dimensions)
@@ -559,6 +567,7 @@ const EditAutoRouterModal: React.FC<EditAutoRouterModalProps> = ({
       }
       const classifierError =
         getClassifierModelError(complexityRouterConfig) ??
+        getHeuristicV2SuccessThresholdError(complexityRouterConfig.heuristic_v2_success_threshold) ??
         getForecastConfigError(complexityRouterConfig) ??
         (heuristicScoringRole(complexityRouterConfig) === "decides"
           ? customDimensionsError(complexityRouterConfig.custom_dimensions)
diff --git a/ui/litellm-dashboard/src/components/public_model_hub.tsx b/ui/litellm-dashboard/src/components/public_model_hub.tsx
index 29a84175d75..6102ed9556a 100644
--- a/ui/litellm-dashboard/src/components/public_model_hub.tsx
+++ b/ui/litellm-dashboard/src/components/public_model_hub.tsx
@@ -1275,7 +1275,7 @@ config = {
         "${selectedMcpServer.server_name}": {
             "url": "${getProxyBaseUrl()}/${selectedMcpServer.server_name}/mcp",
             "headers": {
-                "x-litellm-api-key": "Bearer sk-1234"
+                "x-litellm-api-key": "Bearer <your-master-key>"
             }
         }
     }
@@ -1315,7 +1315,7 @@ config = {
         "${selectedMcpServer.server_name}": {
             "url": "${getProxyBaseUrl()}/${selectedMcpServer.server_name}/mcp",
             "headers": {
-                "x-litellm-api-key": "Bearer sk-1234"
+                "x-litellm-api-key": "Bearer <your-master-key>"
             }
         }
     }
diff --git a/ui/litellm-dashboard/src/components/team/LoggingSettings.test.tsx b/ui/litellm-dashboard/src/components/team/LoggingSettings.test.tsx
index b63a6cb98aa..f7ca6d516f5 100644
--- a/ui/litellm-dashboard/src/components/team/LoggingSettings.test.tsx
+++ b/ui/litellm-dashboard/src/components/team/LoggingSettings.test.tsx
@@ -216,6 +216,29 @@ describe("LoggingSettings", () => {
     expect(mockOnChange).toHaveBeenCalledWith([expect.objectContaining({ callback_type: "failure" })]);
   });
 
+  it("offers the Langfuse OTEL span scope as a pick between full and llm_only rather than free text", async () => {
+    const user = userEvent.setup({ delay: null });
+    const mockOnChange = vi.fn();
+    const initialValue = [
+      {
+        callback_name: "langfuse_otel",
+        callback_type: "success",
+        callback_vars: {},
+      },
+    ];
+
+    renderWithProviders(<LoggingSettings value={initialValue} onChange={mockOnChange} />);
+
+    expect(screen.queryByPlaceholderText("os.environ/LANGFUSE_SPAN_SCOPE")).not.toBeInTheDocument();
+    await user.click(screen.getByRole("combobox", { name: "langfuse span scope" }));
+    expect((await screen.findAllByRole("option")).map((option) => option.textContent)).toEqual(["full", "llm_only"]);
+    await user.click(screen.getByRole("option", { name: "llm_only" }));
+
+    expect(mockOnChange).toHaveBeenCalledWith([
+      expect.objectContaining({ callback_vars: expect.objectContaining({ langfuse_span_scope: "llm_only" }) }),
+    ]);
+  });
+
   it("correctly handles numerical input with decimal values", () => {
     const mockOnChange = vi.fn();
 
diff --git a/ui/litellm-dashboard/src/components/team/LoggingSettings.tsx b/ui/litellm-dashboard/src/components/team/LoggingSettings.tsx
index d526b710bcf..2f66e68eca4 100644
--- a/ui/litellm-dashboard/src/components/team/LoggingSettings.tsx
+++ b/ui/litellm-dashboard/src/components/team/LoggingSettings.tsx
@@ -135,6 +135,57 @@ const LoggingSettings: React.FC<LoggingSettingsProps> = ({
     handleChange(updatedConfigs);
   };
 
+  const renderParamControl = (
+    config: LoggingConfig,
+    configIndex: number,
+    paramName: string,
+    param: { type: string; options: readonly string[] },
+  ) => {
+    const { type: paramType, options } = param;
+    const label = paramName.replace(/_/g, " ");
+    if (options.length > 0) {
+      return (
+        <Select
+          items={options.map((option) => ({ label: option, value: option }))}
+          value={config.callback_vars[paramName] || null}
+          onValueChange={(selected: string | null) => updateCallbackVar(configIndex, paramName, selected ?? "")}
+        >
+          <SelectTrigger aria-label={label} className="w-full">
+            <SelectValue placeholder={`Select ${label}`} />
+          </SelectTrigger>
+          <SelectContent>
+            {options.map((option) => (
+              <SelectItem key={option} value={option}>
+                {option}
+              </SelectItem>
+            ))}
+          </SelectContent>
+        </Select>
+      );
+    }
+    if (paramType === "number") {
+      return (
+        <NumericalInput
+          step={0.01}
+          width={400}
+          placeholder={`os.environ/${paramName.toUpperCase()}`}
+          value={config.callback_vars[paramName] || ""}
+          onChange={(e: React.ChangeEvent<HTMLInputElement>) =>
+            updateCallbackVar(configIndex, paramName, e.target.value)
+          }
+        />
+      );
+    }
+    return (
+      <CallbackVarInput
+        sensitive={paramType === "password"}
+        placeholder={`os.environ/${paramName.toUpperCase()}`}
+        value={config.callback_vars[paramName] || ""}
+        onValueChange={(newValue) => updateCallbackVar(configIndex, paramName, newValue)}
+      />
+    );
+  };
+
   const renderDynamicParams = (config: LoggingConfig, configIndex: number) => {
     if (!config.callback_name) return null;
 
@@ -144,6 +195,7 @@ const LoggingSettings: React.FC<LoggingSettingsProps> = ({
     if (!callbackDisplayName) return null;
 
     const dynamicParams = callbackInfo[callbackDisplayName]?.dynamic_params || {};
+    const paramOptions = callbackInfo[callbackDisplayName]?.dynamic_param_options || {};
 
     if (Object.keys(dynamicParams).length === 0) return null;
 
@@ -166,22 +218,10 @@ const LoggingSettings: React.FC<LoggingSettingsProps> = ({
               {paramType === "number" && (
                 <span className="text-xs text-muted-foreground">Value must be between 0 and 1</span>
               )}
-              {paramType === "number" ? (
-                <NumericalInput
-                  step={0.01}
-                  width={400}
-                  placeholder={`os.environ/${paramName.toUpperCase()}`}
-                  value={config.callback_vars[paramName] || ""}
-                  onChange={(e: any) => updateCallbackVar(configIndex, paramName, e.target.value)}
-                />
-              ) : (
-                <CallbackVarInput
-                  sensitive={paramType === "password"}
-                  placeholder={`os.environ/${paramName.toUpperCase()}`}
-                  value={config.callback_vars[paramName] || ""}
-                  onValueChange={(newValue) => updateCallbackVar(configIndex, paramName, newValue)}
-                />
-              )}
+              {renderParamControl(config, configIndex, paramName, {
+                type: paramType,
+                options: paramType === "select" ? paramOptions[paramName] || [] : [],
+              })}
             </div>
           ))}
         </div>
diff --git a/ui/litellm-dashboard/src/components/team/TeamInfo.tsx b/ui/litellm-dashboard/src/components/team/TeamInfo.tsx
index 3b2c344c2f3..22cc99b32c8 100644
--- a/ui/litellm-dashboard/src/components/team/TeamInfo.tsx
+++ b/ui/litellm-dashboard/src/components/team/TeamInfo.tsx
@@ -1,4 +1,5 @@
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+import type { components } from "@/lib/http/schema";
 import useCan from "@/app/(dashboard)/hooks/useCan";
 import { organizationKeys, useOrganizations } from "@/app/(dashboard)/hooks/organizations/useOrganizations";
 import { useQueryClient } from "@tanstack/react-query";
@@ -247,10 +248,13 @@ export const retainedMcpToolPermissions = (
 export const mcpUnresolvableSaveError = (reason: string): string =>
   `Cannot save MCP tool permissions because ${reason}. Retry once the page has finished loading`;
 
+export type TeamMemberBudgetSource = components["schemas"]["TeamMemberResetBudgetResponse"]["budget_source"];
+
 export interface TeamMembership {
   user_id: string;
   team_id: string;
-  budget_id: string;
+  budget_id: string | null;
+  budget_source: TeamMemberBudgetSource;
   spend: number;
   total_spend: number | null;
   litellm_budget_table: {
@@ -1361,6 +1365,7 @@ const TeamInfoView: React.FC<TeamInfoProps> = ({
           canEditTeam={canEditTeam}
           handleMemberDelete={handleMemberDelete}
           onMemberSpendReset={refreshTeamData}
+          onMemberBudgetReset={refreshTeamData}
           setSelectedEditMember={setSelectedEditMember}
           setIsEditMemberModalVisible={setIsEditMemberModalVisible}
           setIsAddMemberModalVisible={setIsAddMemberModalVisible}
diff --git a/ui/litellm-dashboard/src/components/team/TeamMemberTab.test.tsx b/ui/litellm-dashboard/src/components/team/TeamMemberTab.test.tsx
index 52cba1e6330..8652ffa7de2 100644
--- a/ui/litellm-dashboard/src/components/team/TeamMemberTab.test.tsx
+++ b/ui/litellm-dashboard/src/components/team/TeamMemberTab.test.tsx
@@ -30,6 +30,7 @@ const mockSetSelectedEditMember = vi.fn();
 const mockSetIsEditMemberModalVisible = vi.fn();
 const mockSetIsAddMemberModalVisible = vi.fn();
 const mockOnMemberSpendReset = vi.fn();
+const mockOnMemberBudgetReset = vi.fn();
 
 const budgetResetIso = new Date(2026, 6, 15, 12, 0, 0).toISOString();
 
@@ -74,6 +75,7 @@ const createMockTeamData = (overrides: Partial<TeamData> = {}): TeamData => ({
       user_id: "user1@test.com",
       team_id: "team-123",
       budget_id: "budget1",
+      budget_source: "custom",
       spend: 100.5,
       total_spend: 1538.2608,
       litellm_budget_table: {
@@ -126,6 +128,7 @@ describe("TeamMembersComponent", () => {
         canEditTeam={false}
         handleMemberDelete={mockHandleMemberDelete}
         onMemberSpendReset={mockOnMemberSpendReset}
+        onMemberBudgetReset={mockOnMemberBudgetReset}
         setSelectedEditMember={mockSetSelectedEditMember}
         setIsEditMemberModalVisible={mockSetIsEditMemberModalVisible}
         setIsAddMemberModalVisible={mockSetIsAddMemberModalVisible}
@@ -142,6 +145,7 @@ describe("TeamMembersComponent", () => {
         canEditTeam={false}
         handleMemberDelete={mockHandleMemberDelete}
         onMemberSpendReset={mockOnMemberSpendReset}
+        onMemberBudgetReset={mockOnMemberBudgetReset}
         setSelectedEditMember={mockSetSelectedEditMember}
         setIsEditMemberModalVisible={mockSetIsEditMemberModalVisible}
         setIsAddMemberModalVisible={mockSetIsAddMemberModalVisible}
@@ -161,6 +165,7 @@ describe("TeamMembersComponent", () => {
         canEditTeam={false}
         handleMemberDelete={mockHandleMemberDelete}
         onMemberSpendReset={mockOnMemberSpendReset}
+        onMemberBudgetReset={mockOnMemberBudgetReset}
         setSelectedEditMember={mockSetSelectedEditMember}
         setIsEditMemberModalVisible={mockSetIsEditMemberModalVisible}
         setIsAddMemberModalVisible={mockSetIsAddMemberModalVisible}
@@ -180,6 +185,7 @@ describe("TeamMembersComponent", () => {
       canEditTeam: false,
       handleMemberDelete: mockHandleMemberDelete,
       onMemberSpendReset: mockOnMemberSpendReset,
+      onMemberBudgetReset: mockOnMemberBudgetReset,
       setSelectedEditMember: mockSetSelectedEditMember,
       setIsEditMemberModalVisible: mockSetIsEditMemberModalVisible,
       setIsAddMemberModalVisible: mockSetIsAddMemberModalVisible,
@@ -204,6 +210,7 @@ describe("TeamMembersComponent", () => {
         canEditTeam={true}
         handleMemberDelete={mockHandleMemberDelete}
         onMemberSpendReset={mockOnMemberSpendReset}
+        onMemberBudgetReset={mockOnMemberBudgetReset}
         setSelectedEditMember={mockSetSelectedEditMember}
         setIsEditMemberModalVisible={mockSetIsEditMemberModalVisible}
         setIsAddMemberModalVisible={mockSetIsAddMemberModalVisible}
@@ -231,6 +238,7 @@ describe("TeamMembersComponent", () => {
         canEditTeam={false}
         handleMemberDelete={mockHandleMemberDelete}
         onMemberSpendReset={mockOnMemberSpendReset}
+        onMemberBudgetReset={mockOnMemberBudgetReset}
         setSelectedEditMember={mockSetSelectedEditMember}
         setIsEditMemberModalVisible={mockSetIsEditMemberModalVisible}
         setIsAddMemberModalVisible={mockSetIsAddMemberModalVisible}
@@ -258,6 +266,7 @@ describe("TeamMembersComponent", () => {
         canEditTeam={false}
         handleMemberDelete={mockHandleMemberDelete}
         onMemberSpendReset={mockOnMemberSpendReset}
+        onMemberBudgetReset={mockOnMemberBudgetReset}
         setSelectedEditMember={mockSetSelectedEditMember}
         setIsEditMemberModalVisible={mockSetIsEditMemberModalVisible}
         setIsAddMemberModalVisible={mockSetIsAddMemberModalVisible}
@@ -274,6 +283,7 @@ describe("TeamMembersComponent", () => {
         canEditTeam={false}
         handleMemberDelete={mockHandleMemberDelete}
         onMemberSpendReset={mockOnMemberSpendReset}
+        onMemberBudgetReset={mockOnMemberBudgetReset}
         setSelectedEditMember={mockSetSelectedEditMember}
         setIsEditMemberModalVisible={mockSetIsEditMemberModalVisible}
         setIsAddMemberModalVisible={mockSetIsAddMemberModalVisible}
@@ -293,6 +303,7 @@ describe("TeamMembersComponent", () => {
         canEditTeam={false}
         handleMemberDelete={mockHandleMemberDelete}
         onMemberSpendReset={mockOnMemberSpendReset}
+        onMemberBudgetReset={mockOnMemberBudgetReset}
         setSelectedEditMember={mockSetSelectedEditMember}
         setIsEditMemberModalVisible={mockSetIsEditMemberModalVisible}
         setIsAddMemberModalVisible={mockSetIsAddMemberModalVisible}
@@ -309,6 +320,7 @@ describe("TeamMembersComponent", () => {
         canEditTeam={false}
         handleMemberDelete={mockHandleMemberDelete}
         onMemberSpendReset={mockOnMemberSpendReset}
+        onMemberBudgetReset={mockOnMemberBudgetReset}
         setSelectedEditMember={mockSetSelectedEditMember}
         setIsEditMemberModalVisible={mockSetIsEditMemberModalVisible}
         setIsAddMemberModalVisible={mockSetIsAddMemberModalVisible}
@@ -326,6 +338,7 @@ describe("TeamMembersComponent", () => {
         canEditTeam={false}
         handleMemberDelete={mockHandleMemberDelete}
         onMemberSpendReset={mockOnMemberSpendReset}
+        onMemberBudgetReset={mockOnMemberBudgetReset}
         setSelectedEditMember={mockSetSelectedEditMember}
         setIsEditMemberModalVisible={mockSetIsEditMemberModalVisible}
         setIsAddMemberModalVisible={mockSetIsAddMemberModalVisible}
@@ -346,6 +359,7 @@ describe("TeamMembersComponent", () => {
         canEditTeam={true}
         handleMemberDelete={mockHandleMemberDelete}
         onMemberSpendReset={mockOnMemberSpendReset}
+        onMemberBudgetReset={mockOnMemberBudgetReset}
         setSelectedEditMember={mockSetSelectedEditMember}
         setIsEditMemberModalVisible={mockSetIsEditMemberModalVisible}
         setIsAddMemberModalVisible={mockSetIsAddMemberModalVisible}
@@ -381,6 +395,7 @@ describe("TeamMembersComponent", () => {
         canEditTeam={true}
         handleMemberDelete={mockHandleMemberDelete}
         onMemberSpendReset={mockOnMemberSpendReset}
+        onMemberBudgetReset={mockOnMemberBudgetReset}
         setSelectedEditMember={mockSetSelectedEditMember}
         setIsEditMemberModalVisible={mockSetIsEditMemberModalVisible}
         setIsAddMemberModalVisible={mockSetIsAddMemberModalVisible}
@@ -435,6 +450,7 @@ describe("TeamMembersComponent", () => {
         canEditTeam={true}
         handleMemberDelete={mockHandleMemberDelete}
         onMemberSpendReset={mockOnMemberSpendReset}
+        onMemberBudgetReset={mockOnMemberBudgetReset}
         setSelectedEditMember={mockSetSelectedEditMember}
         setIsEditMemberModalVisible={mockSetIsEditMemberModalVisible}
         setIsAddMemberModalVisible={mockSetIsAddMemberModalVisible}
@@ -466,6 +482,7 @@ describe("TeamMembersComponent", () => {
         canEditTeam={true}
         handleMemberDelete={mockHandleMemberDelete}
         onMemberSpendReset={mockOnMemberSpendReset}
+        onMemberBudgetReset={mockOnMemberBudgetReset}
         setSelectedEditMember={mockSetSelectedEditMember}
         setIsEditMemberModalVisible={mockSetIsEditMemberModalVisible}
         setIsAddMemberModalVisible={mockSetIsAddMemberModalVisible}
@@ -486,6 +503,7 @@ describe("TeamMembersComponent", () => {
         canEditTeam={true}
         handleMemberDelete={mockHandleMemberDelete}
         onMemberSpendReset={mockOnMemberSpendReset}
+        onMemberBudgetReset={mockOnMemberBudgetReset}
         setSelectedEditMember={mockSetSelectedEditMember}
         setIsEditMemberModalVisible={mockSetIsEditMemberModalVisible}
         setIsAddMemberModalVisible={mockSetIsAddMemberModalVisible}
@@ -503,6 +521,7 @@ describe("TeamMembersComponent", () => {
         canEditTeam={false}
         handleMemberDelete={mockHandleMemberDelete}
         onMemberSpendReset={mockOnMemberSpendReset}
+        onMemberBudgetReset={mockOnMemberBudgetReset}
         setSelectedEditMember={mockSetSelectedEditMember}
         setIsEditMemberModalVisible={mockSetIsEditMemberModalVisible}
         setIsAddMemberModalVisible={mockSetIsAddMemberModalVisible}
@@ -521,6 +540,7 @@ describe("TeamMembersComponent", () => {
           canEditTeam={true}
           handleMemberDelete={mockHandleMemberDelete}
           onMemberSpendReset={mockOnMemberSpendReset}
+          onMemberBudgetReset={mockOnMemberBudgetReset}
           setSelectedEditMember={mockSetSelectedEditMember}
           setIsEditMemberModalVisible={mockSetIsEditMemberModalVisible}
           setIsAddMemberModalVisible={mockSetIsAddMemberModalVisible}
@@ -603,4 +623,134 @@ describe("TeamMembersComponent", () => {
       expect(screen.getByTestId("reset-member-spend")).toBeVisible();
     });
   });
+
+  describe("budget source", () => {
+    const teamDataWithDefault = () => {
+      const base = createMockTeamData();
+      return createMockTeamData({
+        team_info: {
+          ...base.team_info,
+          team_member_budget_table: { max_budget: 25, budget_duration: null, tpm_limit: null, rpm_limit: null },
+        },
+        team_memberships: [
+          base.team_memberships[0],
+          {
+            user_id: "user2@test.com",
+            team_id: "team-123",
+            budget_id: "team-default-budget",
+            budget_source: "team_default",
+            spend: 0,
+            total_spend: null,
+            litellm_budget_table: {
+              budget_id: "team-default-budget",
+              soft_budget: null,
+              max_budget: 25,
+              max_parallel_requests: null,
+              tpm_limit: null,
+              rpm_limit: null,
+              model_max_budget: null,
+              budget_duration: null,
+              budget_reset_at: null,
+            },
+          },
+        ],
+      });
+    };
+
+    const renderTab = (teamData: TeamData, canEditTeam = true) =>
+      renderWithProviders(
+        <TeamMembersComponent
+          teamData={teamData}
+          canEditTeam={canEditTeam}
+          handleMemberDelete={mockHandleMemberDelete}
+          onMemberSpendReset={mockOnMemberSpendReset}
+          onMemberBudgetReset={mockOnMemberBudgetReset}
+          setSelectedEditMember={mockSetSelectedEditMember}
+          setIsEditMemberModalVisible={mockSetIsEditMemberModalVisible}
+          setIsAddMemberModalVisible={mockSetIsAddMemberModalVisible}
+        />,
+      );
+
+    it("labels each member's budget as Custom or Team default and shows the team amount for inherited members", () => {
+      renderTab(teamDataWithDefault());
+
+      const customRow = screen.getByRole("row", { name: /user1@test\.com/ });
+      const inheritedRow = screen.getByRole("row", { name: /user2@test\.com/ });
+      expect(within(customRow).getByTestId("member-budget-source")).toHaveTextContent("Custom");
+      expect(customRow).toHaveTextContent("$1,000.00");
+      expect(within(inheritedRow).getByTestId("member-budget-source")).toHaveTextContent("Team default");
+      expect(inheritedRow).toHaveTextContent("$25.00");
+    });
+
+    it("shows no source label for a member with neither a custom nor a team budget", () => {
+      renderTab(createMockTeamData({ team_memberships: [] }));
+
+      expect(screen.queryByTestId("member-budget-source")).not.toBeInTheDocument();
+      expect(screen.queryByTestId("reset-member-budget")).not.toBeInTheDocument();
+    });
+
+    it("only offers Use team default on customized members, and only to editors", () => {
+      const { unmount } = renderTab(teamDataWithDefault());
+
+      expect(
+        within(screen.getByRole("row", { name: /user1@test\.com/ })).getByTestId("reset-member-budget"),
+      ).toBeVisible();
+      expect(
+        within(screen.getByRole("row", { name: /user2@test\.com/ })).queryByTestId("reset-member-budget"),
+      ).not.toBeInTheDocument();
+
+      unmount();
+      renderTab(teamDataWithDefault(), false);
+      expect(screen.queryByTestId("reset-member-budget")).not.toBeInTheDocument();
+    });
+
+    it("puts the member back on the team default after confirming, then refreshes the team", async () => {
+      const user = userEvent.setup();
+      POST.mockResolvedValue({ data: {} });
+      renderTab(teamDataWithDefault());
+
+      await user.click(screen.getByTestId("reset-member-budget"));
+
+      const dialog = await screen.findByRole("dialog", { name: "Reset Team Member Budget" });
+      expect(dialog).toHaveTextContent("user1@test.com");
+      expect(dialog).toHaveTextContent("team default of $25.00");
+      expect(dialog).toHaveTextContent("Custom budget: $1,000.00");
+      expect(POST).not.toHaveBeenCalled();
+
+      await user.click(within(dialog).getByRole("button", { name: "Use team default" }));
+
+      await waitFor(() => expect(mockOnMemberBudgetReset).toHaveBeenCalledTimes(1));
+      expect(POST).toHaveBeenCalledExactlyOnceWith("/team/{team_id}/member/{user_id}/reset_budget", {
+        params: { path: { team_id: "team-123", user_id: "user1@test.com" } },
+      });
+      expect(mockOnMemberSpendReset).not.toHaveBeenCalled();
+      expect(screen.queryByRole("dialog")).not.toBeInTheDocument();
+    });
+
+    it("keeps the dialog open and does not refresh the team when the reset fails", async () => {
+      const user = userEvent.setup();
+      POST.mockRejectedValue(new Error("Team admin cannot reset budgets"));
+      renderTab(teamDataWithDefault());
+
+      await user.click(screen.getByTestId("reset-member-budget"));
+      const dialog = await screen.findByRole("dialog", { name: "Reset Team Member Budget" });
+      await user.click(within(dialog).getByRole("button", { name: "Use team default" }));
+
+      await waitFor(() => expect(POST).toHaveBeenCalledTimes(1));
+      expect(mockOnMemberBudgetReset).not.toHaveBeenCalled();
+      expect(screen.getByRole("dialog", { name: "Reset Team Member Budget" })).toBeInTheDocument();
+    });
+
+    it("does not call the API when the dialog is cancelled", async () => {
+      const user = userEvent.setup();
+      renderTab(teamDataWithDefault());
+
+      await user.click(screen.getByTestId("reset-member-budget"));
+      const dialog = await screen.findByRole("dialog", { name: "Reset Team Member Budget" });
+      await user.click(within(dialog).getByRole("button", { name: "Cancel" }));
+
+      await waitFor(() => expect(screen.queryByRole("dialog")).not.toBeInTheDocument());
+      expect(POST).not.toHaveBeenCalled();
+    });
+  });
 });
diff --git a/ui/litellm-dashboard/src/components/team/TeamMemberTab.tsx b/ui/litellm-dashboard/src/components/team/TeamMemberTab.tsx
index a869c1ad624..660416504fe 100644
--- a/ui/litellm-dashboard/src/components/team/TeamMemberTab.tsx
+++ b/ui/litellm-dashboard/src/components/team/TeamMemberTab.tsx
@@ -1,6 +1,8 @@
+import { useResetTeamMemberBudget } from "@/app/(dashboard)/hooks/teams/useResetTeamMemberBudget";
 import { useResetTeamMemberSpend } from "@/app/(dashboard)/hooks/teams/useResetTeamMemberSpend";
 import { useUISettings } from "@/app/(dashboard)/hooks/uiSettings/useUISettings";
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+import { Badge } from "@/components/ui/badge";
 import { Button } from "@/components/ui/button";
 import { Dialog, DialogContent, DialogFooter, DialogHeader, DialogTitle } from "@/components/ui/dialog";
 import { SimpleTooltip } from "@/components/ui/tooltip";
@@ -13,7 +15,15 @@ import { formatNumberWithCommas } from "@/utils/dataUtils";
 import { isProxyAdminRole, isUserTeamAdminForSingleTeam } from "@/utils/roles";
 import { CircleHelp } from "lucide-react";
 import { useState, type ComponentProps } from "react";
-import { TeamData, TeamMembership } from "./TeamInfo";
+import { TeamData, TeamMemberBudgetSource, TeamMembership } from "./TeamInfo";
+
+const BUDGET_SOURCE_LABELS: Record<Exclude<TeamMemberBudgetSource, "none">, string> = {
+  team_default: "Team default",
+  custom: "Custom",
+};
+
+const formatBudget = (value: number | null): string =>
+  value === null ? "Unlimited" : `$${formatNumberWithCommas(value, 2)}`;
 
 export const seedMemberBudgetFields = (
   record: Member,
@@ -37,6 +47,7 @@ interface TeamMemberTabProps {
   setIsEditMemberModalVisible: (visible: boolean) => void;
   setIsAddMemberModalVisible: (visible: boolean) => void;
   onMemberSpendReset: () => void;
+  onMemberBudgetReset: () => void;
 }
 
 export default function TeamMemberTab({
@@ -47,9 +58,13 @@ export default function TeamMemberTab({
   setIsEditMemberModalVisible,
   setIsAddMemberModalVisible,
   onMemberSpendReset,
+  onMemberBudgetReset,
 }: TeamMemberTabProps) {
   const [memberToResetSpend, setMemberToResetSpend] = useState<Member | null>(null);
+  const [memberToResetBudget, setMemberToResetBudget] = useState<Member | null>(null);
   const { mutate: resetMemberSpend, isPending: isResettingSpend } = useResetTeamMemberSpend();
+  const { mutate: resetMemberBudget, isPending: isResettingBudget } = useResetTeamMemberBudget();
+  const teamDefaultBudget = teamData.team_info.team_member_budget_table?.max_budget ?? null;
 
   const formatNumber = (value: number | null): string => {
     if (value === null || value === undefined) return "0";
@@ -82,10 +97,19 @@ export default function TeamMemberTab({
     return membership?.total_spend ?? 0;
   };
 
+  const getUserBudgetSource = (userId: string | null): TeamMemberBudgetSource => {
+    if (!userId) return "none";
+    const membership = teamData.team_memberships.find((tm) => tm.user_id === userId);
+    return membership?.budget_source ?? "none";
+  };
+
   const getUserBudget = (userId: string | null): number | null => {
     if (!userId) return null;
     const membership = teamData.team_memberships.find((tm) => tm.user_id === userId);
-    return membership?.litellm_budget_table?.max_budget ?? null;
+    return (
+      membership?.litellm_budget_table?.max_budget ??
+      (membership?.budget_source === "team_default" ? teamDefaultBudget : null)
+    );
   };
 
   // Helper function to get rate limits for a user
@@ -182,12 +206,40 @@ export default function TeamMemberTab({
       render: (record: Member) => <MoneyCell value={getUserTotalSpend(record.user_id)} decimals={2} />,
     },
     {
-      title: "Team Member Budget (USD)",
+      title: (
+        <span className="flex items-center gap-1">
+          Team Member Budget (USD)
+          <SimpleTooltip content="Team default follows the team's member budget, so changing it in team settings updates this member too. Custom is set on this member only and ignores later team changes.">
+            <CircleHelp className="size-4" aria-label="Team member budget information" />
+          </SimpleTooltip>
+        </span>
+      ),
       key: "budget",
       sortValue: (record: Member) => getUserBudget(record.user_id),
-      render: (record: Member) => (
-        <MoneyCell value={getUserBudget(record.user_id)} decimals={2} emptyText="Unlimited" showZero />
-      ),
+      render: (record: Member) => {
+        const source = getUserBudgetSource(record.user_id);
+        return (
+          <span className="flex items-center gap-2">
+            <MoneyCell value={getUserBudget(record.user_id)} decimals={2} emptyText="Unlimited" showZero />
+            {source !== "none" && (
+              <Badge variant={source === "custom" ? "outline" : "secondary"} data-testid="member-budget-source">
+                {BUDGET_SOURCE_LABELS[source]}
+              </Badge>
+            )}
+            {source === "custom" && canEditTeam && (
+              <Button
+                variant="link"
+                size="xs"
+                className="h-auto p-0"
+                data-testid="reset-member-budget"
+                onClick={() => setMemberToResetBudget(record)}
+              >
+                Use team default
+              </Button>
+            )}
+          </span>
+        );
+      },
     },
     {
       title: "Budget Reset",
@@ -224,6 +276,21 @@ export default function TeamMemberTab({
     );
   };
 
+  const handleResetBudget = () => {
+    if (!memberToResetBudget?.user_id) return;
+    resetMemberBudget(
+      { teamId: teamData.team_id, userId: memberToResetBudget.user_id },
+      {
+        onSuccess: () => {
+          toast.success("Team member budget reset to the team default");
+          setMemberToResetBudget(null);
+          onMemberBudgetReset();
+        },
+        onError: (error) => toast.fromError(parseErrorMessage(error)),
+      },
+    );
+  };
+
   return (
     <>
       <MemberTable
@@ -273,6 +340,30 @@ export default function TeamMemberTab({
           </DialogFooter>
         </DialogContent>
       </Dialog>
+      <Dialog open={memberToResetBudget !== null} onOpenChange={(open) => !open && setMemberToResetBudget(null)}>
+        <DialogContent>
+          <DialogHeader>
+            <DialogTitle>Reset Team Member Budget</DialogTitle>
+          </DialogHeader>
+          <p>
+            Remove the custom budget for{" "}
+            <strong>{memberToResetBudget?.user_email || memberToResetBudget?.user_id}</strong> and put them back on the
+            team default of <strong>{formatBudget(teamDefaultBudget)}</strong>?
+          </p>
+          <p className="text-sm text-muted-foreground">
+            Custom budget: <strong>{formatBudget(getUserBudget(memberToResetBudget?.user_id ?? null))}</strong>. Their
+            spend is kept. Future changes to the team&apos;s member budget will apply to them again.
+          </p>
+          <DialogFooter>
+            <Button variant="outline" onClick={() => setMemberToResetBudget(null)}>
+              Cancel
+            </Button>
+            <Button onClick={handleResetBudget} disabled={isResettingBudget}>
+              Use team default
+            </Button>
+          </DialogFooter>
+        </DialogContent>
+      </Dialog>
     </>
   );
 }
diff --git a/ui/litellm-dashboard/src/lib/autorouter_presets.test.ts b/ui/litellm-dashboard/src/lib/autorouter_presets.test.ts
index fed11454c23..7c49b15e279 100644
--- a/ui/litellm-dashboard/src/lib/autorouter_presets.test.ts
+++ b/ui/litellm-dashboard/src/lib/autorouter_presets.test.ts
@@ -680,6 +680,17 @@ describe("autorouter_presets", () => {
   });
 
   describe("buildPresetPrefill", () => {
+    it.each([undefined, 0, 0.95])("carries a preset's success threshold %s into the form", (threshold) => {
+      const preset = getPresetByKey("anthropic_family")!;
+      const config = {
+        ...preset.complexity_router_config,
+        classifier_type: "heuristic_v2" as const,
+        heuristic_v2_success_threshold: threshold,
+      };
+      const prefill = buildPresetPrefill(config, groupsOnly(getRequiredModelsInPreset(preset)));
+      expect(prefill.complexityRouterConfig.heuristic_v2_success_threshold).toBe(threshold);
+    });
+
     it("prefills a real bundled preset's tiers into the config", () => {
       const preset = getPresetByKey("anthropic_family")!;
       const prefill = buildPresetPrefill(
diff --git a/ui/litellm-dashboard/src/lib/autorouter_presets.ts b/ui/litellm-dashboard/src/lib/autorouter_presets.ts
index 02096cada41..f085b4760a9 100644
--- a/ui/litellm-dashboard/src/lib/autorouter_presets.ts
+++ b/ui/litellm-dashboard/src/lib/autorouter_presets.ts
@@ -284,6 +284,7 @@ export const buildPresetPrefill = (
       tier_model_params: resolveParamKeys(hydrateTierModelParams(config.tiers, config.tier_model_configs)),
       tier_labels: hydrateTierLabels(config.tier_labels),
       classifier_type: config.classifier_type,
+      heuristic_v2_success_threshold: config.heuristic_v2_success_threshold,
       classifier_llm_config: config.classifier_llm_config && {
         ...config.classifier_llm_config,
         model: resolve(config.classifier_llm_config.model),
diff --git a/ui/litellm-dashboard/src/lib/http/schema.d.ts b/ui/litellm-dashboard/src/lib/http/schema.d.ts
index 81580c8bfb1..29b7cd206eb 100644
--- a/ui/litellm-dashboard/src/lib/http/schema.d.ts
+++ b/ui/litellm-dashboard/src/lib/http/schema.d.ts
@@ -16215,6 +16215,7 @@ export interface paths {
          *         - langfuse_secret: The secret for the Langfuse callback
          *         - langfuse_host: The host for the Langfuse callback
          *         - langfuse_environment: The tracing environment for the Langfuse callback (lowercase; falls back to LANGFUSE_TRACING_ENVIRONMENT)
+         *         - langfuse_span_scope: For langfuse_otel, "full" (default) sends the whole request trace, "llm_only" sends only the model-call spans
          *         - gcs_bucket_name: The name of the GCS bucket
          *         - gcs_path_service_account: The path to the GCS service account
          *         - langsmith_api_key: The API key for the Langsmith callback
@@ -16315,6 +16316,29 @@ export interface paths {
         patch?: never;
         trace?: never;
     };
+    "/team/{team_id}/member/{user_id}/reset_budget": {
+        parameters: {
+            query?: never;
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        get?: never;
+        put?: never;
+        /**
+         * Reset Team Member Budget Fn
+         * @description Put a team member back on the team's shared default member budget (`team_member_budget`).
+         *
+         *     Drops the member's own budget row link so team-wide changes made through /team/update
+         *     reach them again. Leaves the member with no budget when the team has no default. Spend is untouched.
+         */
+        post: operations["reset_team_member_budget_fn_team__team_id__member__user_id__reset_budget_post"];
+        delete?: never;
+        options?: never;
+        head?: never;
+        patch?: never;
+        trace?: never;
+    };
     "/team/{team_id}/member/{user_id}/reset_spend": {
         parameters: {
             query?: never;
@@ -17424,6 +17448,34 @@ export interface paths {
         patch?: never;
         trace?: never;
     };
+    "/utils/model_info": {
+        parameters: {
+            query?: never;
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        /**
+         * Model Info Lookup
+         * @description Returns the model cost map entry (token limits, pricing, supports_* capabilities) for any model
+         *     in the cost map, whether or not it is registered on this proxy. `model_info` carries every
+         *     field of the raw cost map entry plus the typed fields `litellm.get_model_info` derives from it
+         *     (`key`, `supported_openai_params`).
+         *
+         *     Example curl:
+         *     ```
+         *     curl -X GET --location 'http://localhost:4000/utils/model_info?model=gpt-4o&custom_llm_provider=openai'         --header 'Authorization: Bearer sk-1234'
+         *     ```
+         */
+        get: operations["model_info_lookup_utils_model_info_get"];
+        put?: never;
+        post?: never;
+        delete?: never;
+        options?: never;
+        head?: never;
+        patch?: never;
+        trace?: never;
+    };
     "/utils/supported_openai_params": {
         parameters: {
             query?: never;
@@ -26829,6 +26881,11 @@ export interface components {
              * @description override user_api_key_auth with your own auth script - https://docs.litellm.ai/docs/proxy/virtual_keys#custom-auth
              */
             custom_auth?: string | null;
+            /**
+             * Dangerously Permit Weak Or Unset Master Key
+             * @description local development only: start even when master_key is unset, empty, or a publicly known default
+             */
+            dangerously_permit_weak_or_unset_master_key?: boolean | null;
             /** @description custom args for instantiating dynamodb client - e.g. billing provision */
             database_args?: components["schemas"]["DynamoDBArgs"] | null;
             /**
@@ -30897,6 +30954,8 @@ export interface components {
             cache_creation_input_token_cost_ultrafast?: number | null;
             /** Cache Read Input Audio Token Cost */
             cache_read_input_audio_token_cost?: number | null;
+            /** Cache Read Input Image Token Cost */
+            cache_read_input_image_token_cost?: number | null;
             /** Cache Read Input Token Cost */
             cache_read_input_token_cost?: number | null;
             /** Cache Read Input Token Cost Above 200K Tokens */
@@ -36676,6 +36735,11 @@ export interface components {
              * @default ultrafeedback
              */
             heuristic_v2_artifact: components["schemas"]["TrainedTierArtifact"] | "ultrafeedback";
+            /**
+             * Heuristic V2 Success Threshold
+             * @description Minimum predicted success probability for classifier_type 'heuristic_v2' to select a tier. The first tier meeting this threshold is selected, or REASONING if none meets it. When omitted or null, uses the artifact's routing_threshold (0.75 for the bundled artifact). Other classifier types ignore this setting
+             */
+            heuristic_v2_success_threshold?: number | null;
             /**
              * Housekeeping Patterns
              * @description Additional case-sensitive literal sentinels that mark a request as client housekeeping, on top of the built-in conversation-title ones. For clients whose wording the built-ins don't cover, or after a client release changes its strings.
@@ -36908,6 +36972,8 @@ export interface components {
             DefaultRetries?: number | null;
             /** Internalservererrorretries */
             InternalServerErrorRetries?: number | null;
+            /** Notfounderrorretries */
+            NotFoundErrorRetries?: number | null;
             /** Ratelimiterrorretries */
             RateLimitErrorRetries?: number | null;
             /** Serviceunavailableerrorretries */
@@ -38762,6 +38828,22 @@ export interface components {
             /** User Id */
             user_id?: string | null;
         };
+        /** TeamMemberResetBudgetResponse */
+        TeamMemberResetBudgetResponse: {
+            /** Budget Id */
+            budget_id: string | null;
+            /**
+             * Budget Source
+             * @enum {string}
+             */
+            budget_source: "team_default" | "custom" | "none";
+            /** Previous Budget Id */
+            previous_budget_id: string | null;
+            /** Team Id */
+            team_id: string;
+            /** User Id */
+            user_id: string;
+        };
         /** TeamMemberUpdateRequest */
         TeamMemberUpdateRequest: {
             /**
@@ -41343,6 +41425,12 @@ export interface components {
          * @description Response model for web search interception settings
          */
         WebSearchInterceptionSettingsResponse: {
+            /**
+             * Active On This Pod
+             * @description Whether the process answering this request has the interception callback registered. Read-only: it reports what is running here, while values.enabled is the cluster-wide setting, and the two disagree while a pod is still applying a change or failed to apply it.
+             * @default false
+             */
+            active_on_this_pod: boolean;
             /** Field Schema */
             field_schema: {
                 [key: string]: unknown;
@@ -41606,6 +41694,8 @@ export interface components {
             cache_creation_input_token_cost_ultrafast?: number | null;
             /** Cache Read Input Audio Token Cost */
             cache_read_input_audio_token_cost?: number | null;
+            /** Cache Read Input Image Token Cost */
+            cache_read_input_image_token_cost?: number | null;
             /** Cache Read Input Token Cost */
             cache_read_input_token_cost?: number | null;
             /** Cache Read Input Token Cost Above 200K Tokens */
@@ -62030,6 +62120,38 @@ export interface operations {
             };
         };
     };
+    reset_team_member_budget_fn_team__team_id__member__user_id__reset_budget_post: {
+        parameters: {
+            query?: never;
+            header?: never;
+            path: {
+                team_id: string;
+                user_id: string;
+            };
+            cookie?: never;
+        };
+        requestBody?: never;
+        responses: {
+            /** @description Successful Response */
+            200: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/json": components["schemas"]["TeamMemberResetBudgetResponse"];
+                };
+            };
+            /** @description Validation Error */
+            422: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/json": components["schemas"]["HTTPValidationError"];
+                };
+            };
+        };
+    };
     reset_team_member_spend_fn_team__team_id__member__user_id__reset_spend_post: {
         parameters: {
             query?: never;
@@ -63553,6 +63675,38 @@ export interface operations {
             };
         };
     };
+    model_info_lookup_utils_model_info_get: {
+        parameters: {
+            query: {
+                model: string;
+                custom_llm_provider?: string | null;
+            };
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        requestBody?: never;
+        responses: {
+            /** @description Successful Response */
+            200: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/json": unknown;
+                };
+            };
+            /** @description Validation Error */
+            422: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/json": components["schemas"]["HTTPValidationError"];
+                };
+            };
+        };
+    };
     supported_openai_params_utils_supported_openai_params_get: {
         parameters: {
             query: {
diff --git a/uv.lock b/uv.lock
index f1a58500a61..dfba6bfc258 100644
--- a/uv.lock
+++ b/uv.lock
@@ -4702,6 +4702,7 @@ dev = [
     { name = "pytest-postgresql" },
     { name = "pytest-recording" },
     { name = "pytest-rerunfailures" },
+    { name = "pytest-socket" },
     { name = "pytest-timeout" },
     { name = "pytest-xdist" },
     { name = "reportlab" },
@@ -4902,6 +4903,7 @@ dev = [
     { name = "pytest-postgresql", specifier = "==7.0.2" },
     { name = "pytest-recording", specifier = "==0.13.4" },
     { name = "pytest-rerunfailures", specifier = "==15.1" },
+    { name = "pytest-socket", specifier = "==0.8.1" },
     { name = "pytest-timeout", specifier = "==2.4.0" },
     { name = "pytest-xdist", specifier = "==3.8.0" },
     { name = "reportlab", specifier = "==5.0.1" },
@@ -8087,6 +8089,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/7c/ff/3266c8a73b9b93c4b14160a7e2b31d1e1088e28ed29f4c2d93ae34093bfd/pytest_retry-1.7.0-py3-none-any.whl", hash = "sha256:a2dac85b79a4e2375943f1429479c65beb6c69553e7dae6b8332be47a60954f4", size = 13775, upload-time = "2025-01-19T01:56:11.199Z" },
 ]
 
+[[package]]
+name = "pytest-socket"
+version = "0.8.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "pytest" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/ba/ce/4ef7b049852c95a8727b4a7e6496f762df1ac0b47bc0320d10293f5e95ec/pytest_socket-0.8.1.tar.gz", hash = "sha256:2f57787914ad2e1308d09ce141b95c3e55741fbb4fb7b7556593a6b063e0c9c7", size = 17313, upload-time = "2026-08-19T15:16:25.653Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/87/ef/ab507f117b3d19b54e3c9c632a99c28c3b284562ec6e02e274581d530d92/pytest_socket-0.8.1-py3-none-any.whl", hash = "sha256:f9846bed1dcd96eed459e5e14795bbaf96715cf4e827891fe70773817ecb8ed4", size = 8751, upload-time = "2026-08-19T15:16:24.426Z" },
+]
+
 [[package]]
 name = "pytest-timeout"
 version = "2.4.0"
diff --git a/whitelisted_bedrock_models.txt b/whitelisted_bedrock_models.txt
index 6124cb41044..254842e2714 100644
--- a/whitelisted_bedrock_models.txt
+++ b/whitelisted_bedrock_models.txt
@@ -44,6 +44,7 @@ bedrock/ap-northeast-1/minimax.minimax-m2.5
 bedrock/ap-northeast-1/moonshotai.kimi-k2-thinking
 bedrock/ap-northeast-1/moonshotai.kimi-k2.5
 bedrock/ap-northeast-1/qwen.qwen3-coder-next
+bedrock/ap-northeast-1/qwen.qwen3-next-80b-a3b
 bedrock/moonshotai.kimi-k2-thinking
 bedrock/moonshotai.kimi-k2.5
 bedrock/ap-south-1/meta.llama3-70b-instruct-v1:0
@@ -54,6 +55,7 @@ bedrock/ap-south-1/minimax.minimax-m2.5
 bedrock/ap-south-1/moonshotai.kimi-k2-thinking
 bedrock/ap-south-1/moonshotai.kimi-k2.5
 bedrock/ap-south-1/qwen.qwen3-coder-next
+bedrock/ap-south-1/qwen.qwen3-next-80b-a3b
 bedrock/ap-southeast-2/minimax.minimax-m2.5
 bedrock/ap-southeast-3/deepseek.v3.2
 bedrock/ap-southeast-3/minimax.minimax-m2.1
@@ -83,11 +85,13 @@ bedrock/eu-west-1/meta.llama3-8b-instruct-v1:0
 bedrock/eu-west-1/minimax.minimax-m2.1
 bedrock/eu-west-1/minimax.minimax-m2.5
 bedrock/eu-west-1/qwen.qwen3-coder-next
+bedrock/eu-west-1/qwen.qwen3-next-80b-a3b
 bedrock/eu-west-2/meta.llama3-70b-instruct-v1:0
 bedrock/eu-west-2/meta.llama3-8b-instruct-v1:0
 bedrock/eu-west-2/minimax.minimax-m2.1
 bedrock/eu-west-2/minimax.minimax-m2.5
 bedrock/eu-west-2/qwen.qwen3-coder-next
+bedrock/eu-west-2/qwen.qwen3-next-80b-a3b
 bedrock/eu-west-3/mistral.mistral-7b-instruct-v0:2
 bedrock/eu-west-3/mistral.mistral-large-2402-v1:0
 bedrock/eu-west-3/mistral.mixtral-8x7b-instruct-v0:1
@@ -103,6 +107,7 @@ bedrock/sa-east-1/minimax.minimax-m2.5
 bedrock/sa-east-1/moonshotai.kimi-k2-thinking
 bedrock/sa-east-1/moonshotai.kimi-k2.5
 bedrock/sa-east-1/qwen.qwen3-coder-next
+bedrock/sa-east-1/qwen.qwen3-next-80b-a3b
 bedrock/us-east-1/1-month-commitment/anthropic.claude-instant-v1
 bedrock/us-east-1/1-month-commitment/anthropic.claude-v1
 bedrock/us-east-1/1-month-commitment/anthropic.claude-v2:1
@@ -240,3 +245,4 @@ bedrock/us-gov-east-1/anthropic.claude-sonnet-5
 bedrock/us-gov-east-1/anthropic.claude-opus-4-8
 bedrock/us-gov-east-1/anthropic.claude-opus-5
 bedrock/us-gov-east-1/anthropic.claude-fable-5-1
+bedrock/ap-southeast-2/qwen.qwen3-next-80b-a3b