From 7b8cc0319e70d90dd096fbe86830b987a67ef491 Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Wed, 2 Sep 2026 23:56:09 -0700
Subject: [PATCH 1/9] fix(proxy-extras): only spend a migrate-deploy attempt
 when a pass made no progress

The v2 migration resolver gave `prisma migrate deploy` four attempts, and
every recovery path ended in a bare `continue`, so each one burned an attempt.
A database first brought up with `--use_prisma_db_push` has a full schema and
no migrations ledger, so the baseline spent attempt one and the first three
migrations whose objects already existed spent the rest. The proxy then exited
before binding its port, and that database could never be moved onto the
resolver.

The retry budget now counts only attempts that got nowhere. Creating the
baseline, and each migration newly marked applied, leaves the budget alone, so
a push-created database works through its pre-existing objects one pass at a
time. Timeouts, deadlock rollbacks, advisory-lock waits, and a repeat of a
recovery that already ran still spend an attempt, so a run that stops making
progress gives up exactly as before.
---
 .../litellm_proxy_extras/utils.py             |  67 ++++++-
 .../test_litellm_proxy_extras_utils.py        | 167 ++++++++++++++++++
 2 files changed, 226 insertions(+), 8 deletions(-)

diff --git a/litellm-proxy-extras/litellm_proxy_extras/utils.py b/litellm-proxy-extras/litellm_proxy_extras/utils.py
index d22484bc0e8..21f255b0666 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 dataclasses import dataclass, replace
 from pathlib import Path
 from typing import Optional
 
@@ -45,6 +46,38 @@ _MIGRATION_TS_RE = re.compile(r"^(\d{14})_")
 
 _MIGRATION_DEADLOCK_MARKER = "deadlock detected"
 
+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.
+    """
+
+    attempts_left: int
+    recoveries: frozenset[str] = frozenset()
+
+    @property
+    def exhausted(self) -> bool:
+        return self.attempts_left <= 0
+
+    @property
+    def attempt_number(self) -> int:
+        return MAX_MIGRATE_DEPLOY_ATTEMPTS - self.attempts_left + 1
+
+    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})
+
+
 _SPEND_LOGS_ALTER_RE = re.compile(r'^ALTER\s+TABLE\s+"LiteLLM_SpendLogs"\s', re.IGNORECASE)
 _SPEND_LOGS_ARTIFACT_DROP_RE = re.compile(
     r'^DROP\s+TABLE\s+"LiteLLM_SpendLogs_[^"]*"', re.IGNORECASE
@@ -716,6 +749,9 @@ class ProxyExtrasDBManager:
         Ahead-of-HEAD state (DB has migrations newer than this build ships)
         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.
         """
         schema_path = ProxyExtrasDBManager._get_prisma_dir() + "/schema.prisma"
         migrations_dir = ProxyExtrasDBManager._get_prisma_dir()
@@ -749,8 +785,9 @@ class ProxyExtrasDBManager:
         original_dir = os.getcwd()
         os.chdir(migrations_dir)
         deploy_timeout = prisma_migrate_deploy_timeout()
+        budget = _MigrateAttemptBudget(attempts_left=MAX_MIGRATE_DEPLOY_ATTEMPTS)
         try:
-            for attempt in range(4):
+            while not budget.exhausted:
                 try:
                     result = subprocess.run(
                         [_get_prisma_command(), "migrate", "deploy"],
@@ -767,10 +804,11 @@ class ProxyExtrasDBManager:
                     logger.warning(
                         "prisma migrate deploy attempt %s timed out after %ss, retrying. "
                         "Raise %s if this database needs longer to apply its pending migrations.",
-                        attempt + 1,
+                        budget.attempt_number,
                         deploy_timeout,
                         PRISMA_MIGRATE_DEPLOY_TIMEOUT_ENV_VAR,
                     )
+                    budget = budget.spend()
                     time.sleep(random.randrange(5, 15))
                     continue
 
@@ -781,7 +819,14 @@ class ProxyExtrasDBManager:
                         logger.info(
                             "Schema exists but no migrations ledger — creating baseline"
                         )
-                        ProxyExtrasDBManager._create_baseline_migration(schema_path)
+                        baselined = ProxyExtrasDBManager._create_baseline_migration(
+                            schema_path
+                        )
+                        budget = (
+                            budget.after_recovery("baseline")
+                            if baselined
+                            else budget.spend()
+                        )
                         continue
 
                     if "P3009" in stderr:
@@ -818,6 +863,7 @@ class ProxyExtrasDBManager:
                                     f"intervention may be required.\n\n"
                                     f"Detail: {resolve_err}"
                                 ) from resolve_err
+                            budget = budget.after_recovery(f"resolved:{name}")
                             continue
                         if migration_match:
                             migration_name = migration_match.group(1)
@@ -831,6 +877,7 @@ class ProxyExtrasDBManager:
                                     migration_name,
                                 )
                                 ProxyExtrasDBManager._roll_back_migration_best_effort(migration_name)
+                                budget = budget.spend()
                                 time.sleep(random.randrange(5, 15))
                                 continue
                         raise RuntimeError(
@@ -876,6 +923,7 @@ class ProxyExtrasDBManager:
                                     f"intervention may be required.\n\n"
                                     f"Detail: {resolve_err}"
                                 ) from resolve_err
+                            budget = budget.after_recovery(f"resolved:{name}")
                             continue
 
                         if migration_match and _MIGRATION_DEADLOCK_MARKER in stderr:
@@ -888,6 +936,7 @@ class ProxyExtrasDBManager:
                             ProxyExtrasDBManager._roll_back_migration_best_effort(
                                 migration_match.group(1)
                             )
+                            budget = budget.spend()
                             time.sleep(random.randrange(5, 15))
                             continue
 
@@ -900,8 +949,9 @@ class ProxyExtrasDBManager:
                         logger.info(
                             "prisma migrate deploy attempt %s deadlocked against "
                             "a concurrent migrate deploy, retrying",
-                            attempt + 1,
+                            budget.attempt_number,
                         )
+                        budget = budget.spend()
                         time.sleep(random.randrange(5, 15))
                         continue
 
@@ -909,8 +959,9 @@ class ProxyExtrasDBManager:
                         logger.info(
                             "prisma migrate deploy attempt %s timed out waiting for "
                             "the advisory lock a concurrent migrate deploy holds, retrying",
-                            attempt + 1,
+                            budget.attempt_number,
                         )
+                        budget = budget.spend()
                         time.sleep(random.randrange(5, 15))
                         continue
 
@@ -920,9 +971,9 @@ class ProxyExtrasDBManager:
                     ) from e
 
             raise RuntimeError(
-                "Database migration failed after 4 attempts (retry loop "
-                "exhausted by timeouts, deadlock retries, or repeated "
-                "idempotent-recovery continues). Check database connectivity, "
+                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, "
                 "load, and _prisma_migrations ledger state, and raise "
                 f"{PRISMA_MIGRATE_DEPLOY_TIMEOUT_ENV_VAR} if the attempts timed out."
             )
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 b3d457707b8..22558faedad 100644
--- a/tests/litellm-proxy-extras/test_litellm_proxy_extras_utils.py
+++ b/tests/litellm-proxy-extras/test_litellm_proxy_extras_utils.py
@@ -703,3 +703,170 @@ class TestSpendLogsPartitionDetectionMissingPsycopg:
         assert any(
             "psycopg is not installed" in record.message for record in caplog.records
         )
+
+
+_ATTEMPT_BUDGET = 4
+
+_P3005_STDERR = """Error: P3005
+
+The database schema is not empty. Read more about how to baseline an existing production database: https://pris.ly/d/migrate-baseline
+"""
+
+
+def _p3018_stderr(migration_name):
+    return f"""Error: P3018
+
+A migration failed to apply. New migrations cannot be applied before the error is recovered from.
+
+Migration name: {migration_name}
+
+Database error code: 42P07
+
+Database error:
+ERROR: relation "SomeTable" already exists
+"""
+
+
+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):
+        import subprocess as subprocess_module
+
+        import litellm_proxy_extras.utils as utils_module
+
+        self.deploy_calls = []
+        self.resolved = []
+        self.baselines = 0
+        self._outcomes = list(outcomes)
+        self._repeat_last = repeat_last
+        self._subprocess_module = subprocess_module
+
+        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.setattr(utils_module.subprocess, "run", self._fake_run)
+        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
+
+    def _next_outcome(self):
+        if self._outcomes:
+            if self._repeat_last and len(self._outcomes) == 1:
+                return self._outcomes[0]
+            return self._outcomes.pop(0)
+        raise AssertionError("prisma migrate deploy called more times than scripted")
+
+    def _fake_run(self, cmd, **kwargs):
+        assert cmd[1:] == ["migrate", "deploy"], f"unexpected prisma command: {cmd}"
+        self.deploy_calls.append(cmd)
+        outcome = self._next_outcome()
+        if outcome == "ok":
+            return _FakeCompleted()
+        if outcome == "timeout":
+            raise self._subprocess_module.TimeoutExpired(cmd, 1)
+        raise self._subprocess_module.CalledProcessError(1, cmd, stderr=outcome)
+
+    def run(self):
+        return ProxyExtrasDBManager._setup_database_v2(use_migrate=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",
+        ]
+        harness = _MigrateDeployHarness(
+            monkeypatch,
+            tmp_path,
+            [_P3005_STDERR]
+            + [_p3018_stderr(name) for name in already_there]
+            + ["ok"],
+        )
+
+        assert harness.run() is True
+        assert harness.baselines == 1
+        assert harness.resolved == already_there
+        assert len(harness.deploy_calls) == len(already_there) + 2
+
+    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,
+        )
+
+        with pytest.raises(RuntimeError):
+            harness.run()
+        assert len(harness.deploy_calls) <= _ATTEMPT_BUDGET + 1
+
+    def test_timeouts_still_spend_the_budget(self, monkeypatch, tmp_path):
+        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
+        )
+        harness.baseline_succeeds = False
+
+        with pytest.raises(RuntimeError):
+            harness.run()
+        assert len(harness.deploy_calls) == _ATTEMPT_BUDGET
+
+    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"],
+            repeat_last=True,
+        )
+
+        with pytest.raises(RuntimeError):
+            harness.run()
+        assert len(harness.deploy_calls) == 1
+        assert harness.resolved == []

From 8572544b44662f00f2cea9a573bc6bf9977faa9d Mon Sep 17 00:00:00 2001
From: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
Date: Thu, 3 Sep 2026 00:20:46 -0700
Subject: [PATCH 2/9] refactor(proxy-extras): pull the migrate deploy recovery
 branches into a budget helper

_setup_database_v2 decided the next attempt budget inline in eight
branches, each rebinding budget before continuing. The branches now live
in _budget_after_deploy_failure, which returns the budget the next pass
runs under, and the two identical idempotent-recovery blocks share
_mark_migration_applied. The loop backs off whenever a pass spent an
attempt, which is the same set of paths that slept before.
---
 .../litellm_proxy_extras/utils.py             | 289 ++++++++----------
 1 file changed, 131 insertions(+), 158 deletions(-)

diff --git a/litellm-proxy-extras/litellm_proxy_extras/utils.py b/litellm-proxy-extras/litellm_proxy_extras/utils.py
index 21f255b0666..a4ea4789b49 100644
--- a/litellm-proxy-extras/litellm_proxy_extras/utils.py
+++ b/litellm-proxy-extras/litellm_proxy_extras/utils.py
@@ -808,167 +808,16 @@ class ProxyExtrasDBManager:
                         deploy_timeout,
                         PRISMA_MIGRATE_DEPLOY_TIMEOUT_ENV_VAR,
                     )
-                    budget = budget.spend()
-                    time.sleep(random.randrange(5, 15))
-                    continue
+                    next_budget = budget.spend()
 
                 except subprocess.CalledProcessError as e:
-                    stderr = e.stderr or ""
+                    next_budget = ProxyExtrasDBManager._budget_after_deploy_failure(
+                        e, budget, schema_path
+                    )
 
-                    if "P3005" in stderr and "database schema is not empty" in stderr:
-                        logger.info(
-                            "Schema exists but no migrations ledger — creating baseline"
-                        )
-                        baselined = ProxyExtrasDBManager._create_baseline_migration(
-                            schema_path
-                        )
-                        budget = (
-                            budget.after_recovery("baseline")
-                            if baselined
-                            else budget.spend()
-                        )
-                        continue
-
-                    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"
-                            )
-                            try:
-                                ProxyExtrasDBManager._roll_back_migration(name)
-                            except (
-                                subprocess.CalledProcessError,
-                                subprocess.TimeoutExpired,
-                            ):
-                                pass  # may already be rolled-back
-                            try:
-                                ProxyExtrasDBManager._resolve_specific_migration(name)
-                            except (
-                                subprocess.CalledProcessError,
-                                subprocess.TimeoutExpired,
-                            ) as resolve_err:
-                                # We're already inside the outer
-                                # `except CalledProcessError` handler —
-                                # re-raising CalledProcessError from here
-                                # would escape as itself, bypassing
-                                # proxy_cli.py's `except RuntimeError`.
-                                raise RuntimeError(
-                                    f"Failed to mark migration {name} as applied "
-                                    f"after idempotent recovery. Manual "
-                                    f"intervention may be required.\n\n"
-                                    f"Detail: {resolve_err}"
-                                ) from resolve_err
-                            budget = budget.after_recovery(f"resolved:{name}")
-                            continue
-                        if migration_match:
-                            migration_name = migration_match.group(1)
-                            ledger_logs = ProxyExtrasDBManager._failed_migration_logs(migration_name)
-                            if ledger_logs is not None and (
-                                ledger_logs == "" or _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)
-                                budget = budget.spend()
-                                time.sleep(random.randrange(5, 15))
-                                continue
-                        raise RuntimeError(
-                            "Database migration failed and cannot be auto-recovered. "
-                            f"Manual intervention required.\n\nPrisma error:\n{stderr}"
-                        ) from e
-
-                    if "P3018" in stderr:
-                        if ProxyExtrasDBManager._is_permission_error(stderr):
-                            raise RuntimeError(
-                                "Database migration failed due to insufficient "
-                                "permissions. Please grant the required privileges "
-                                f"and retry.\n\nPrisma error:\n{stderr}"
-                            ) from e
-
-                        migration_match = re.search(
-                            r"Migration name: (\d+_\S+)", stderr
-                        )
-                        if (
-                            migration_match
-                            and ProxyExtrasDBManager._is_idempotent_error(stderr)
-                        ):
-                            name = migration_match.group(1)
-                            logger.info(
-                                f"Migration {name} SQL hit idempotent error — marking applied and retrying"
-                            )
-                            try:
-                                ProxyExtrasDBManager._roll_back_migration(name)
-                            except (
-                                subprocess.CalledProcessError,
-                                subprocess.TimeoutExpired,
-                            ):
-                                pass  # may already be rolled-back
-                            try:
-                                ProxyExtrasDBManager._resolve_specific_migration(name)
-                            except (
-                                subprocess.CalledProcessError,
-                                subprocess.TimeoutExpired,
-                            ) as resolve_err:
-                                raise RuntimeError(
-                                    f"Failed to mark migration {name} as applied "
-                                    f"after idempotent recovery. Manual "
-                                    f"intervention may be required.\n\n"
-                                    f"Detail: {resolve_err}"
-                                ) from resolve_err
-                            budget = budget.after_recovery(f"resolved:{name}")
-                            continue
-
-                        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)
-                            )
-                            budget = budget.spend()
-                            time.sleep(random.randrange(5, 15))
-                            continue
-
-                        raise RuntimeError(
-                            "Database migration failed and cannot be auto-recovered. "
-                            f"Manual intervention required.\n\nPrisma error:\n{stderr}"
-                        ) from e
-
-                    if _MIGRATION_DEADLOCK_MARKER in stderr:
-                        logger.info(
-                            "prisma migrate deploy attempt %s deadlocked against "
-                            "a concurrent migrate deploy, retrying",
-                            budget.attempt_number,
-                        )
-                        budget = budget.spend()
-                        time.sleep(random.randrange(5, 15))
-                        continue
-
-                    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,
-                        )
-                        budget = budget.spend()
-                        time.sleep(random.randrange(5, 15))
-                        continue
-
-                    raise RuntimeError(
-                        "Database migration failed and cannot be auto-recovered. "
-                        f"Manual intervention required.\n\nPrisma error:\n{stderr}"
-                    ) from e
+                if next_budget.attempts_left < budget.attempts_left:
+                    time.sleep(random.randrange(5, 15))
+                budget = next_budget  # rebind-ok: the loop carries the budget from one migrate deploy pass to the next
 
             raise RuntimeError(
                 f"Database migration failed after {MAX_MIGRATE_DEPLOY_ATTEMPTS} "
@@ -980,6 +829,130 @@ class ProxyExtrasDBManager:
         finally:
             os.chdir(original_dir)
 
+    @staticmethod
+    def _budget_after_deploy_failure(
+        error: subprocess.CalledProcessError,
+        budget: "_MigrateAttemptBudget",
+        schema_path: str,
+    ) -> "_MigrateAttemptBudget":
+        """Recover from one failed `prisma migrate deploy`, and price the pass.
+
+        Returns the budget the next pass runs under, or raises when the failure
+        is not one this resolver knows how to recover from.
+        """
+        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)
+                ledger_logs = ProxyExtrasDBManager._failed_migration_logs(migration_name)
+                if ledger_logs is not None and (
+                    ledger_logs == "" or _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)
+                    return budget.spend()
+            raise RuntimeError(
+                "Database migration failed and cannot be auto-recovered. "
+                f"Manual intervention required.\n\nPrisma error:\n{stderr}"
+            ) from error
+
+        if "P3018" in stderr:
+            if ProxyExtrasDBManager._is_permission_error(stderr):
+                raise RuntimeError(
+                    "Database migration failed due to insufficient "
+                    "permissions. Please grant the required privileges "
+                    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)
+                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)
+                )
+                return budget.spend()
+
+            raise RuntimeError(
+                "Database migration failed and cannot be auto-recovered. "
+                f"Manual intervention required.\n\nPrisma error:\n{stderr}"
+            ) from error
+
+        if _MIGRATION_DEADLOCK_MARKER in stderr:
+            logger.info(
+                "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,
+            )
+            return budget.spend()
+
+        raise RuntimeError(
+            "Database migration failed and cannot be auto-recovered. "
+            f"Manual intervention required.\n\nPrisma error:\n{stderr}"
+        ) from error
+
+    @staticmethod
+    def _mark_migration_applied(name: str) -> None:
+        """Roll a failed ledger row back if it is still there, then mark it applied."""
+        try:
+            ProxyExtrasDBManager._roll_back_migration(name)
+        except (subprocess.CalledProcessError, subprocess.TimeoutExpired):
+            pass  # may already be rolled-back
+        try:
+            ProxyExtrasDBManager._resolve_specific_migration(name)
+        except (
+            subprocess.CalledProcessError,
+            subprocess.TimeoutExpired,
+        ) as resolve_err:
+            # We're called from inside an `except CalledProcessError` handler —
+            # re-raising CalledProcessError from here would escape as itself,
+            # bypassing proxy_cli.py's `except RuntimeError`.
+            raise RuntimeError(
+                f"Failed to mark migration {name} as applied "
+                f"after idempotent recovery. Manual "
+                f"intervention may be required.\n\n"
+                f"Detail: {resolve_err}"
+            ) from resolve_err
+
     @staticmethod
     def apply_replica_identity_full_if_requested() -> bool:
         """

From e80e78d3ef9a65db5cd2382d4cb7edc7b2554773 Mon Sep 17 00:00:00 2001
From: "devin-ai-integration[bot]"
 <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Date: Thu, 3 Sep 2026 08:38:25 -0700
Subject: [PATCH 3/9] feat(cli): enable Claude Code gateway model discovery by
 default in lite claude (#39445)

* feat(cli): enable Claude Code gateway model discovery by default in lite claude

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* refactor(cli): build agent env declaratively and document discovery key for lite up

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(cli): keep build_agent_env within LIT002 type-discipline budget

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

---------

Co-authored-by: yassin <yassin@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 litellm/proxy/client/cli/README.md                    |  6 +++---
 litellm/proxy/client/cli/commands/agents.py           |  8 +++++++-
 litellm/proxy/client/cli/commands/claude_settings.py  | 11 +++++++++--
 tests/test_litellm/proxy/client/cli/test_agents.py    | 11 +++++++++++
 .../test_litellm/proxy/client/cli/test_up_commands.py |  7 +++++++
 5 files changed, 37 insertions(+), 6 deletions(-)

diff --git a/litellm/proxy/client/cli/README.md b/litellm/proxy/client/cli/README.md
index 3ddce35b53d..47355f328dd 100644
--- a/litellm/proxy/client/cli/README.md
+++ b/litellm/proxy/client/cli/README.md
@@ -489,7 +489,7 @@ lite codex exec "summarize the repo"
 
 Each command resolves your LiteLLM key (logging in via SSO when none is stored and you are at a terminal; otherwise it expects `LITELLM_PROXY_API_KEY` or `--api-key`), checks the key against the proxy so bad credentials fail immediately instead of deep inside the agent, exports the environment variables the agent reads, then replaces itself with the agent process.
 
-The right variables are picked per agent. Claude Code gets `ANTHROPIC_BASE_URL` (the proxy root, so it appends `/v1/messages`) and `ANTHROPIC_AUTH_TOKEN`, with any stray `ANTHROPIC_API_KEY` cleared so the proxy token wins, and `ENABLE_TOOL_SEARCH=true` (unless you already set it) so Claude Code keeps tool search on even though the base URL is a proxy rather than a first-party Anthropic host. Codex and OpenCode get `OPENAI_BASE_URL` (the proxy plus `/v1`) and `OPENAI_API_KEY`. Codex ignores `OPENAI_BASE_URL`, so it is additionally pointed at the proxy through a custom provider passed as `-c` config overrides (HTTP/SSE Responses transport, since the proxy does not speak the Responses WebSocket protocol).
+The right variables are picked per agent. Claude Code gets `ANTHROPIC_BASE_URL` (the proxy root, so it appends `/v1/messages`) and `ANTHROPIC_AUTH_TOKEN`, with any stray `ANTHROPIC_API_KEY` cleared so the proxy token wins, and `ENABLE_TOOL_SEARCH=true` (unless you already set it) so Claude Code keeps tool search on even though the base URL is a proxy rather than a first-party Anthropic host. It also gets `CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY=1` (again unless you already set it) so Claude Code v2.1.129+ fills its `/model` picker from the proxy's `/v1/models`; Claude Code only lists entries whose id contains `claude` or `anthropic`, and older versions ignore the variable. Export it as `0` to turn discovery off. Codex and OpenCode get `OPENAI_BASE_URL` (the proxy plus `/v1`) and `OPENAI_API_KEY`. Codex ignores `OPENAI_BASE_URL`, so it is additionally pointed at the proxy through a custom provider passed as `-c` config overrides (HTTP/SSE Responses transport, since the proxy does not speak the Responses WebSocket protocol).
 
 Options (these belong to the wrapper, so put them before the agent's own flags):
 
@@ -505,7 +505,7 @@ The credential is short-lived by design (default 24h, configurable via `LITELLM_
 
 ### Route Every Claude Code Session Through the Proxy
 
-`lite claude` wraps a single invocation, but `lite up` goes further: it patches `~/.claude/settings.json`, Claude Code's own config file, so that every Claude Code session started afterward -- from any terminal, launched normally with just `claude`, no wrapper needed -- routes through your LiteLLM proxy. It sets `env.ANTHROPIC_BASE_URL` to the proxy URL, `env.ENABLE_TOOL_SEARCH` to `true` when that key is missing, and `apiKeyHelper` to a `lite auth print-token` invocation, drops any stray static `ANTHROPIC_API_KEY` so the helper-issued token wins, and leaves every other setting in the file untouched. It backs up the original file before patching it.
+`lite claude` wraps a single invocation, but `lite up` goes further: it patches `~/.claude/settings.json`, Claude Code's own config file, so that every Claude Code session started afterward -- from any terminal, launched normally with just `claude`, no wrapper needed -- routes through your LiteLLM proxy. It sets `env.ANTHROPIC_BASE_URL` to the proxy URL, `env.ENABLE_TOOL_SEARCH` to `true` and `env.CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY` to `1` when those keys are missing, and `apiKeyHelper` to a `lite auth print-token` invocation, drops any stray static `ANTHROPIC_API_KEY` so the helper-issued token wins, and leaves every other setting in the file untouched. It backs up the original file before patching it.
 
 Two things need to already be true: you've run `lite login` (or `lite login --pkce`, whose key the helper renews on its own), since the apiKeyHelper depends on that stored token, and the proxy is already reachable, since `lite up` does not start one for you.
 
@@ -529,7 +529,7 @@ Cursor is not supported: it has no equivalent file-based config to hot-patch thi
 lite --base-url https://your-proxy.example.com login --config-claude
 ```
 
-It writes the same settings `lite up` does, `env.ANTHROPIC_BASE_URL`, `env.ENABLE_TOOL_SEARCH`, and `apiKeyHelper`, but persistently: there is no backup, nothing to restore, and no foreground process to keep alive. Every other key in `~/.claude/settings.json` is preserved, the file is created if it does not exist, and it is written atomically with owner-only permissions. Plain `lite login` is unchanged; nothing happens to your Claude Code config unless you pass the flag.
+It writes the same settings `lite up` does, `env.ANTHROPIC_BASE_URL`, `env.ENABLE_TOOL_SEARCH`, `env.CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY`, and `apiKeyHelper`, but persistently: there is no backup, nothing to restore, and no foreground process to keep alive. Every other key in `~/.claude/settings.json` is preserved, the file is created if it does not exist, and it is written atomically with owner-only permissions. Plain `lite login` is unchanged; nothing happens to your Claude Code config unless you pass the flag.
 
 Because the credential is reached through `apiKeyHelper` rather than copied into the file, a later `lite login` refreshes it with no further action: Claude Code re-runs the helper on every request and picks up whatever token the most recent login stored. Nothing secret is written to `settings.json`.
 
diff --git a/litellm/proxy/client/cli/commands/agents.py b/litellm/proxy/client/cli/commands/agents.py
index c591cbabee1..baa21996c7e 100644
--- a/litellm/proxy/client/cli/commands/agents.py
+++ b/litellm/proxy/client/cli/commands/agents.py
@@ -16,6 +16,8 @@ ANTHROPIC_AUTH_TOKEN_ENV: Final = "ANTHROPIC_AUTH_TOKEN"
 ANTHROPIC_API_KEY_ENV: Final = "ANTHROPIC_API_KEY"
 ENABLE_TOOL_SEARCH_ENV: Final = "ENABLE_TOOL_SEARCH"
 ENABLE_TOOL_SEARCH_VALUE: Final = "true"
+ENABLE_GATEWAY_MODEL_DISCOVERY_ENV: Final = "CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY"
+ENABLE_GATEWAY_MODEL_DISCOVERY_VALUE: Final = "1"
 OPENAI_BASE_URL_ENV: Final = "OPENAI_BASE_URL"
 OPENAI_API_KEY_ENV: Final = "OPENAI_API_KEY"
 
@@ -67,7 +69,9 @@ def build_agent_env(
     Anthropic key cannot win over the bearer token we set. ENABLE_TOOL_SEARCH
     defaults to true because Claude Code turns tool search off when
     ANTHROPIC_BASE_URL is not a first-party Anthropic host; a value already in
-    the environment is left alone.
+    the environment is left alone. CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY
+    defaults to 1 so Claude Code (v2.1.129+) fills its /model picker from the
+    proxy's /v1/models; likewise left alone when already set.
     """
     env: Final = dict(base_env)
     root: Final = base_url.rstrip("/")
@@ -77,6 +81,8 @@ def build_agent_env(
         env.pop(ANTHROPIC_API_KEY_ENV, None)
         if ENABLE_TOOL_SEARCH_ENV not in env:
             env[ENABLE_TOOL_SEARCH_ENV] = ENABLE_TOOL_SEARCH_VALUE
+        if ENABLE_GATEWAY_MODEL_DISCOVERY_ENV not in env:
+            env[ENABLE_GATEWAY_MODEL_DISCOVERY_ENV] = ENABLE_GATEWAY_MODEL_DISCOVERY_VALUE
     if PROFILE_OPENAI in profiles:
         env[OPENAI_BASE_URL_ENV] = root + "/v1"
         env[OPENAI_API_KEY_ENV] = api_key
diff --git a/litellm/proxy/client/cli/commands/claude_settings.py b/litellm/proxy/client/cli/commands/claude_settings.py
index 46af641636e..5e3ce95f088 100644
--- a/litellm/proxy/client/cli/commands/claude_settings.py
+++ b/litellm/proxy/client/cli/commands/claude_settings.py
@@ -26,6 +26,8 @@ ANTHROPIC_BASE_URL_KEY: Final = "ANTHROPIC_BASE_URL"
 ANTHROPIC_API_KEY_KEY: Final = "ANTHROPIC_API_KEY"
 ENABLE_TOOL_SEARCH_KEY: Final = "ENABLE_TOOL_SEARCH"
 ENABLE_TOOL_SEARCH_VALUE: Final = "true"
+ENABLE_GATEWAY_MODEL_DISCOVERY_KEY: Final = "CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY"
+ENABLE_GATEWAY_MODEL_DISCOVERY_VALUE: Final = "1"
 
 CLAUDE_SETTINGS_PATH: Final = Path.home() / ".claude" / "settings.json"
 BACKUP_PATH: Final = Path.home() / ".litellm" / "claude_settings_backup.json"
@@ -77,13 +79,16 @@ def merge_claude_settings(
     stray env.ANTHROPIC_API_KEY is dropped so it cannot outrank the helper-issued
     token (same reasoning as build_agent_env in agents.py). ENABLE_TOOL_SEARCH
     defaults to true because Claude Code turns tool search off when
-    ANTHROPIC_BASE_URL is not a first-party Anthropic host; an existing value is
-    left alone. Every other key is preserved untouched.
+    ANTHROPIC_BASE_URL is not a first-party Anthropic host, and
+    CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY defaults to 1 so the /model picker
+    is filled from the proxy's /v1/models; existing values of both are left
+    alone. Every other key is preserved untouched.
     """
     raw_env: Final = settings.get(ENV_KEY, {})
     base_env: Final = raw_env if isinstance(raw_env, dict) else {}
     env: Final = {
         ENABLE_TOOL_SEARCH_KEY: ENABLE_TOOL_SEARCH_VALUE,
+        ENABLE_GATEWAY_MODEL_DISCOVERY_KEY: ENABLE_GATEWAY_MODEL_DISCOVERY_VALUE,
         **{key: value for key, value in base_env.items() if key != ANTHROPIC_API_KEY_KEY},
         ANTHROPIC_BASE_URL_KEY: base_url.rstrip("/"),
     }
@@ -156,6 +161,8 @@ __all__ = (
     "AUTOROUTE_BACKUP_PATH",
     "BACKUP_PATH",
     "CLAUDE_SETTINGS_PATH",
+    "ENABLE_GATEWAY_MODEL_DISCOVERY_KEY",
+    "ENABLE_GATEWAY_MODEL_DISCOVERY_VALUE",
     "ENABLE_TOOL_SEARCH_KEY",
     "ENABLE_TOOL_SEARCH_VALUE",
     "ENV_KEY",
diff --git a/tests/test_litellm/proxy/client/cli/test_agents.py b/tests/test_litellm/proxy/client/cli/test_agents.py
index 0191dad3d94..62b94e948be 100644
--- a/tests/test_litellm/proxy/client/cli/test_agents.py
+++ b/tests/test_litellm/proxy/client/cli/test_agents.py
@@ -78,9 +78,19 @@ class TestBuildAgentEnv:
         assert env["ANTHROPIC_BASE_URL"] == "http://localhost:4000"
         assert env["ANTHROPIC_AUTH_TOKEN"] == "sk-key"
         assert env["ENABLE_TOOL_SEARCH"] == "true"
+        assert env["CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY"] == "1"
         assert "OPENAI_BASE_URL" not in env
         assert "OPENAI_API_KEY" not in env
 
+    def test_anthropic_profile_preserves_existing_gateway_model_discovery(self):
+        env = build_agent_env(
+            {"CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY": "0"},
+            "http://localhost:4000",
+            "sk-key",
+            frozenset({"anthropic"}),
+        )
+        assert env["CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY"] == "0"
+
     def test_anthropic_profile_preserves_existing_tool_search(self):
         env = build_agent_env(
             {"ENABLE_TOOL_SEARCH": "false"},
@@ -107,6 +117,7 @@ class TestBuildAgentEnv:
         assert env["OPENAI_API_KEY"] == "sk-key"
         assert "ANTHROPIC_BASE_URL" not in env
         assert "ENABLE_TOOL_SEARCH" not in env
+        assert "CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY" not in env
 
     def test_both_profiles_set_everything(self):
         env = build_agent_env(
diff --git a/tests/test_litellm/proxy/client/cli/test_up_commands.py b/tests/test_litellm/proxy/client/cli/test_up_commands.py
index c78bdfa75b1..aead1764b0e 100644
--- a/tests/test_litellm/proxy/client/cli/test_up_commands.py
+++ b/tests/test_litellm/proxy/client/cli/test_up_commands.py
@@ -56,8 +56,14 @@ class TestMergeClaudeSettings:
         merged = merge_claude_settings(settings, "http://localhost:4000/", "new-helper")
         assert merged["env"]["ANTHROPIC_BASE_URL"] == "http://localhost:4000"
         assert merged["env"]["ENABLE_TOOL_SEARCH"] == "true"
+        assert merged["env"]["CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY"] == "1"
         assert merged["apiKeyHelper"] == "new-helper"
 
+    def test_preserves_existing_gateway_model_discovery(self):
+        settings = {"env": {"CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY": "0"}}
+        merged = merge_claude_settings(settings, "http://localhost:4000", "helper")
+        assert merged["env"]["CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY"] == "0"
+
     def test_preserves_existing_tool_search(self):
         settings = {"env": {"ENABLE_TOOL_SEARCH": "false"}}
         merged = merge_claude_settings(settings, "http://localhost:4000", "helper")
@@ -73,6 +79,7 @@ class TestMergeClaudeSettings:
         assert merged["env"] == {
             "ANTHROPIC_BASE_URL": "http://localhost:4000",
             "ENABLE_TOOL_SEARCH": "true",
+            "CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY": "1",
         }
         assert merged["apiKeyHelper"] == "helper"
 

From 1de960bce7a4ae0ddd4bba419efc25044511f749 Mon Sep 17 00:00:00 2001
From: Rakesh <51485939+rakeshrepository@users.noreply.github.com>
Date: Thu, 3 Sep 2026 21:16:07 +0530
Subject: [PATCH 4/9] fix(docker): bump nginx runtime to 1.31.5-alpine3.24 and
 pin digest to resolve critical CVEs (#39561)

---
 ui/Dockerfile | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/ui/Dockerfile b/ui/Dockerfile
index 24140093270..f14b631685a 100644
--- a/ui/Dockerfile
+++ b/ui/Dockerfile
@@ -3,7 +3,7 @@
 # UI container — Next.js static export served by nginx.
 
 ARG UI_BUILD_IMAGE=node:24.19-alpine3.24@sha256:d32cdf619f63fe0471182d08996dd516c6275bb5fd31ae06e55a570bd9e1ad43
-ARG NGINX_VERSION=1.31-alpine
+ARG NGINX_VERSION=1.31.5-alpine3.24@sha256:34f40471dea485273c5e2a04dd5e97a682332ceb4a9adecd67de450dcb2fb390
 
 # ---------- builder ----------
 FROM ${UI_BUILD_IMAGE} AS builder

From 34d4f7f8aef2951ffcf5ee04f33bff69aab4fd9d Mon Sep 17 00:00:00 2001
From: Mateo Wang <277851410+mateo-berri@users.noreply.github.com>
Date: Thu, 3 Sep 2026 08:58:48 -0700
Subject: [PATCH 5/9] fix: 1.99.0-rc2 UI bug batch (empty org on key create,
 session pagination, access group rename/delete) (#39436)

* fix(ui): clearing the organization picker no longer sends organization_id="" on key create

* fix(proxy): paginate Request Logs by conversation and aggregate session type counts and models server-side

* fix(proxy): keep access groups in sync when a model is renamed or deleted

* fix(proxy): cap the Request Logs conversation total like the row total

* fix(proxy): judge access group backing by the database for db models

A worker whose router has not polled the database yet still lists a sibling under its old
name, so a delete or rename handled there kept the stale name in every access group. Only
config-sourced deployments count as router backing now; db models are counted in the table.

* fix(ui): keep the conversation badge when an MCP call represents a conversation

A conversation that straddles the bounded page window can be represented by one of its MCP
rows, which showed a plain MCP badge and hid the session counts. The badge now reads the
server aggregates whenever the conversation has more than one call.

* fix(proxy): list every model of a conversation in Request Logs and keep the conversation badge for MCP representatives

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(proxy): type session spend aggregates

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(ui): satisfy request logs lint budget

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(proxy): cap per-session model aggregation in request logs

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* chore: ratchet type-discipline budget after staging merge

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(ui): send an explicit null when the key edit form clears the organization

Clearing the Organization picker in the key edit form wrote undefined into
the form value, and JSON.stringify drops undefined-valued keys, so
/key/update never saw the field and the key kept its old organization.
Writing null instead survives serialization, and the backend's
model_dump(exclude_unset=True) preserves it, so the column is set to NULL.

---------

Co-authored-by: yassin <yassin@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
---
 litellm/proxy/_types.py                       |  11 +-
 .../model_management_endpoints.py             |  54 ++++-
 .../access_group_model_sync.py                | 119 +++++++++++
 .../spend_management_endpoints.py             | 116 +++++++----
 .../test_key_management_endpoints.py          |  10 +
 .../test_model_management_endpoints.py        | 188 ++++++++++++++++++
 .../test_access_group_model_sync.py           | 170 ++++++++++++++++
 .../test_spend_management_endpoints.py        |  51 +++++
 type-discipline-budget.json                   |   2 +-
 .../create_key_button.integration.test.tsx    |  13 ++
 .../organisms/create_key_button.tsx           |   2 +-
 .../templates/key_edit_view.test.tsx          |  26 +++
 .../components/templates/key_edit_view.tsx    |   4 +-
 .../RequestLogsTableColumns.test.tsx          |  62 ++++++
 .../view_logs/RequestLogsTableColumns.tsx     |  24 ++-
 .../src/components/view_logs/columns.tsx      |   2 +
 16 files changed, 797 insertions(+), 57 deletions(-)
 create mode 100644 litellm/proxy/management_helpers/access_group_model_sync.py
 create mode 100644 tests/test_litellm/proxy/management_helpers/test_access_group_model_sync.py

diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py
index 849e54c65aa..c6ecb0be8b9 100644
--- a/litellm/proxy/_types.py
+++ b/litellm/proxy/_types.py
@@ -1216,9 +1216,9 @@ class GenerateKeyRequest(KeyRequestBase):
     organization_id: str | None = None
     project_id: str | None = None
 
-    @field_validator("team_id", mode="before")
+    @field_validator("team_id", "organization_id", mode="before")
     @classmethod
-    def treat_cleared_team_id_as_unset(cls, v: object) -> object:
+    def treat_cleared_id_as_unset(cls, v: object) -> object:
         if v == "":
             return None
         return v
@@ -1278,6 +1278,13 @@ class UpdateKeyRequest(KeyRequestBase):
     rotation_interval: str | None = None
     organization_id: str | None = None
 
+    @field_validator("organization_id", mode="before")
+    @classmethod
+    def treat_cleared_organization_id_as_unset(cls, v: object) -> object:
+        if v == "":
+            return None
+        return v
+
     @model_validator(mode="after")
     def validate_temp_budget(self) -> "UpdateKeyRequest":
         if self.temp_budget_increase is not None or self.temp_budget_expiry is not None:
diff --git a/litellm/proxy/management_endpoints/model_management_endpoints.py b/litellm/proxy/management_endpoints/model_management_endpoints.py
index ca66640bf46..613e726f89d 100644
--- a/litellm/proxy/management_endpoints/model_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/model_management_endpoints.py
@@ -68,6 +68,10 @@ from litellm.proxy.management_endpoints.team_endpoints import (
 from litellm.proxy.management_endpoints.team_endpoints import (
     update_team as _legacy_update_team,
 )
+from litellm.proxy.management_helpers.access_group_model_sync import (
+    sync_access_groups_for_deleted_model,
+    sync_access_groups_for_renamed_model,
+)
 from litellm.proxy.management_helpers.audit_logs import create_object_audit_log
 from litellm.proxy.spend_tracking.ptu_feature_flag import (
     PTU_COST_ATTRIBUTION_ENV_VAR,
@@ -715,6 +719,7 @@ async def patch_model(
             existing_params=db_model.litellm_params,
         )
 
+        requested_model_name: Final = patch_data.model_name
         # Handle team model updates with proper alias management
         update_data: Final = await _update_team_model_in_db(
             db_model=db_model,
@@ -741,6 +746,20 @@ async def patch_model(
                 param=None,
             )
 
+        stored_model_name: Final = update_data.get("model_name")
+        if (
+            stored_model_name is not None
+            and stored_model_name == requested_model_name
+            and stored_model_name != db_model.model_name
+        ):
+            await sync_access_groups_for_renamed_model(
+                prisma_client=prisma_client,
+                model_id=model_id,
+                old_name=db_model.model_name,
+                new_name=stored_model_name,
+                llm_router=llm_router,
+            )
+
         # Clear cache and reload models (uses config setting or defaults to preserving config models for DB updates)
         live_before_reload: Final = live_model_ids_snapshot()
         reload_outcome: Final = await clear_cache()
@@ -1673,6 +1692,12 @@ async def delete_model(
                     proxy_logging_obj=proxy_logging_obj,
                     llm_router=llm_router,
                 )
+            await sync_access_groups_for_deleted_model(
+                prisma_client=prisma_client,
+                model_id=model_info.id,
+                model_name=model_params.model_name,
+                llm_router=llm_router,
+            )
 
             ## CREATE AUDIT LOG ##
             asyncio.create_task(
@@ -2027,25 +2052,36 @@ async def update_model(
                 model_params.litellm_params[k] = encrypted_value
 
             ### MERGE WITH EXISTING DATA ###
-            merged_dictionary: Final = {}
             _mp: Final[dict[str, object]] = model_params.litellm_params.dict()
+            merged_dictionary: Final = {
+                key: _existing_litellm_params_dict[key] if value is None else value
+                for key, value in _mp.items()
+                if value is not None or _existing_litellm_params_dict.get(key) is not None
+            }
 
-            for key, value in _mp.items():
-                if value is not None:
-                    merged_dictionary[key] = value
-                elif key in _existing_litellm_params_dict and _existing_litellm_params_dict[key] is not None:
-                    merged_dictionary[key] = _existing_litellm_params_dict[key]
-                else:
-                    pass
-
+            renamed_to: Final = (
+                model_params.model_name
+                if model_params.model_name not in (None, deployment.model_name)
+                and deployment.model_info.team_id is None
+                else None
+            )
             _data: Final[dict[str, str]] = {
                 "litellm_params": json.dumps(merged_dictionary),
                 "updated_by": user_api_key_dict.user_id or LITELLM_PROXY_ADMIN_NAME,
+                **({} if renamed_to is None else {"model_name": renamed_to}),
             }
             model_response: Final = await _proxy_model_table(prisma_client).update(
                 where={"model_id": _model_id},
                 data=_data,
             )
+            if renamed_to is not None:
+                await sync_access_groups_for_renamed_model(
+                    prisma_client=prisma_client,
+                    model_id=_model_id,
+                    old_name=deployment.model_name,
+                    new_name=renamed_to,
+                    llm_router=llm_router,
+                )
 
             # Clear cache and reload models (uses config setting or defaults to preserving config models for DB updates)
             live_before_reload: Final = live_model_ids_snapshot()
diff --git a/litellm/proxy/management_helpers/access_group_model_sync.py b/litellm/proxy/management_helpers/access_group_model_sync.py
new file mode 100644
index 00000000000..b9d81f2981f
--- /dev/null
+++ b/litellm/proxy/management_helpers/access_group_model_sync.py
@@ -0,0 +1,119 @@
+"""
+Keep `litellm_accessgrouptable.access_model_names` pointing at deployment names that still exist.
+
+Unified access groups store model names, not ids, so a deployment rename or delete that leaves
+the arrays alone strands every group on a name nothing serves any more.
+"""
+
+from collections.abc import Sequence
+from typing import Final, Protocol
+
+from pydantic import BaseModel
+
+from litellm.proxy.db.routing_prisma_wrapper import WriterPinnedClient
+from litellm.proxy.management_helpers.access_group_team_sync import invalidate_access_group_caches
+from litellm.repositories.table_repositories import AccessGroupRepository
+from litellm.router import Router
+
+
+class _TouchedGroupRow(BaseModel):
+    access_group_id: str
+
+
+class _DeploymentCountRow(BaseModel):
+    deployment_count: int
+
+
+class _RawExecutor(Protocol):
+    async def query_raw(self, query: str, *args: str) -> Sequence[object]: ...
+
+
+_BACKING_DEPLOYMENTS_SQL: Final = (
+    'SELECT COUNT(*)::int AS deployment_count FROM "LiteLLM_ProxyModelTable" WHERE "model_name" = $1'
+)
+
+_REPLACE_MODEL_NAME_SQL: Final = (
+    'UPDATE "LiteLLM_AccessGroupTable" '
+    'SET "access_model_names" = array_replace(array_remove("access_model_names", $2), $1, $2) '
+    'WHERE $1 = ANY("access_model_names") '
+    'RETURNING "access_group_id"'
+)
+
+_APPEND_MODEL_NAME_SQL: Final = (
+    'UPDATE "LiteLLM_AccessGroupTable" '
+    'SET "access_model_names" = array_append("access_model_names", $2) '
+    'WHERE $1 = ANY("access_model_names") AND NOT ($2 = ANY("access_model_names")) '
+    'RETURNING "access_group_id"'
+)
+
+_REMOVE_MODEL_NAME_SQL: Final = (
+    'UPDATE "LiteLLM_AccessGroupTable" '
+    'SET "access_model_names" = array_remove("access_model_names", $1) '
+    'WHERE $1 = ANY("access_model_names") '
+    'RETURNING "access_group_id"'
+)
+
+
+def _raw_executor(prisma_client: object) -> _RawExecutor:
+    db: Final = AccessGroupRepository(prisma_client).prisma_client.db  # pyright: ignore[reportAny]  # untyped Prisma client
+    return WriterPinnedClient(db).db  # pyright: ignore[reportAny, reportReturnType]  # untyped Prisma client behind the pin
+
+
+def _config_sourced_sibling(llm_router: Router, deployment_id: str, model_id: str) -> bool:
+    if deployment_id == model_id:
+        return False
+    deployment: Final = llm_router.get_deployment(model_id=deployment_id)
+    return deployment is not None and not deployment.model_info.db_model
+
+
+def _served_by_a_config_deployment(llm_router: Router | None, model_name: str, model_id: str) -> bool:
+    if llm_router is None:
+        return False
+    return any(
+        _config_sourced_sibling(llm_router, deployment_id, model_id)
+        for deployment_id in llm_router.get_model_ids(model_name=model_name)
+    )
+
+
+async def _still_backed(executor: _RawExecutor, llm_router: Router | None, model_name: str, model_id: str) -> bool:
+    if _served_by_a_config_deployment(llm_router, model_name, model_id):
+        return True
+    count_rows: Final = await executor.query_raw(_BACKING_DEPLOYMENTS_SQL, model_name)
+    return any(_DeploymentCountRow.model_validate(row).deployment_count > 0 for row in count_rows)
+
+
+async def _rewrite_groups(executor: _RawExecutor, sql: str, *names: str) -> None:
+    touched_rows: Final = await executor.query_raw(sql, *names)
+    await invalidate_access_group_caches(
+        tuple(_TouchedGroupRow.model_validate(row).access_group_id for row in touched_rows)
+    )
+
+
+async def sync_access_groups_for_renamed_model(
+    prisma_client: object,
+    *,
+    model_id: str,
+    old_name: str,
+    new_name: str,
+    llm_router: Router | None,
+) -> None:
+    if old_name == new_name:
+        return
+    executor: Final = _raw_executor(prisma_client)
+    old_name_still_backed: Final = await _still_backed(executor, llm_router, old_name, model_id)
+    await _rewrite_groups(
+        executor, _APPEND_MODEL_NAME_SQL if old_name_still_backed else _REPLACE_MODEL_NAME_SQL, old_name, new_name
+    )
+
+
+async def sync_access_groups_for_deleted_model(
+    prisma_client: object,
+    *,
+    model_id: str,
+    model_name: str,
+    llm_router: Router | None,
+) -> None:
+    executor: Final = _raw_executor(prisma_client)
+    if await _still_backed(executor, llm_router, model_name, model_id):
+        return
+    await _rewrite_groups(executor, _REMOVE_MODEL_NAME_SQL, model_name)
diff --git a/litellm/proxy/spend_tracking/spend_management_endpoints.py b/litellm/proxy/spend_tracking/spend_management_endpoints.py
index bb7dfafb297..dcc798b81cb 100644
--- a/litellm/proxy/spend_tracking/spend_management_endpoints.py
+++ b/litellm/proxy/spend_tracking/spend_management_endpoints.py
@@ -12,6 +12,7 @@ from typing import (
     Literal,
     NamedTuple,
     Protocol,
+    TypeAlias,
     TypedDict,
     TypeVar,
     cast,  # noqa: TID251  # prisma group_by returns untyped aggregate mappings
@@ -19,6 +20,7 @@ from typing import (
 
 import fastapi
 from fastapi import APIRouter, Depends, HTTPException, Request, Response, status
+from pydantic import TypeAdapter
 from typing_extensions import ReadOnly
 
 import litellm
@@ -158,6 +160,26 @@ class _SessionSpendRow(TypedDict):
     session_cache_hit_count: ReadOnly[int]
     session_llm_count: ReadOnly[int]
     session_agent_count: ReadOnly[int]
+    session_models: ReadOnly[Sequence[str]]
+
+
+_SESSION_MODELS_LIMIT: Final = 10
+_SESSION_MODEL_NAME_MAX_LEN: Final = 256
+
+
+class _SessionSpendStats(NamedTuple):
+    session_total_count: int
+    session_total_spend: float
+    mcp_tool_call_count: int
+    mcp_tool_call_spend: float
+    session_cache_hit_count: int
+    session_llm_count: int
+    session_agent_count: int
+    session_models: Sequence[str]
+    session_models_truncated: bool
+
+
+_SessionSpendMap: TypeAlias = Mapping[tuple[str, str], _SessionSpendStats]
 
 
 class _SpendSumAggregate(TypedDict, total=False):
@@ -4121,7 +4143,7 @@ async def _build_ui_spend_logs_response(
             }
         )
 
-    session_spend_map: dict[tuple[str, str], dict[str, int | float]] = {}
+    session_spend_map: _SessionSpendMap = {}
     if enrich_session_counts and session_ids:
         from prisma.errors import PrismaError
 
@@ -4139,40 +4161,60 @@ async def _build_ui_spend_logs_response(
             rows: Final[Sequence[_SessionSpendRow]] = await _query_raw(
                 prisma_client,
                 f"""
-                SELECT session_id, api_key,
-                       COUNT(*)::int AS session_total_count,
-                       COALESCE(SUM(spend), 0)::double precision AS session_total_spend,
-                       COUNT(*) FILTER (
-                           WHERE call_type IN {_MCP_CALL_TYPES_SQL}
-                       )::int AS mcp_tool_call_count,
-                       COALESCE(SUM(spend) FILTER (
-                           WHERE call_type IN {_MCP_CALL_TYPES_SQL}
-                       ), 0)::double precision AS mcp_tool_call_spend,
-                       COUNT(*) FILTER (WHERE LOWER(cache_hit) = 'true')::int AS session_cache_hit_count,
-                       COUNT(*) FILTER (
-                           WHERE call_type NOT IN {_MCP_CALL_TYPES_SQL} AND call_type != {_AGENT_CALL_TYPE_SQL}
-                       )::int AS session_llm_count,
-                       COUNT(*) FILTER (WHERE call_type = {_AGENT_CALL_TYPE_SQL})::int AS session_agent_count
-                FROM "LiteLLM_SpendLogs"
-                WHERE session_id = ANY($1::text[])
-                  AND api_key = ANY($2::text[])
-                GROUP BY session_id, api_key
+                SELECT s.*, COALESCE(m.session_models, ARRAY[]::text[]) AS session_models
+                FROM (
+                    SELECT session_id, api_key,
+                           COUNT(*)::int AS session_total_count,
+                           COALESCE(SUM(spend), 0)::double precision AS session_total_spend,
+                           COUNT(*) FILTER (
+                               WHERE call_type IN {_MCP_CALL_TYPES_SQL}
+                           )::int AS mcp_tool_call_count,
+                           COALESCE(SUM(spend) FILTER (
+                               WHERE call_type IN {_MCP_CALL_TYPES_SQL}
+                           ), 0)::double precision AS mcp_tool_call_spend,
+                           COUNT(*) FILTER (WHERE LOWER(cache_hit) = 'true')::int AS session_cache_hit_count,
+                           COUNT(*) FILTER (
+                               WHERE call_type NOT IN {_MCP_CALL_TYPES_SQL} AND call_type != {_AGENT_CALL_TYPE_SQL}
+                           )::int AS session_llm_count,
+                           COUNT(*) FILTER (WHERE call_type = {_AGENT_CALL_TYPE_SQL})::int AS session_agent_count
+                    FROM "LiteLLM_SpendLogs"
+                    WHERE session_id = ANY($1::text[])
+                      AND api_key = ANY($2::text[])
+                    GROUP BY session_id, api_key
+                ) s
+                LEFT JOIN LATERAL (
+                    SELECT ARRAY_AGG(d.model ORDER BY d.model) AS session_models
+                    FROM (
+                        SELECT DISTINCT LEFT(model, $3::int) AS model
+                        FROM "LiteLLM_SpendLogs"
+                        WHERE session_id = s.session_id
+                          AND api_key = s.api_key
+                          AND model IS NOT NULL AND model <> ''
+                        ORDER BY 1
+                        LIMIT $4::int
+                    ) d
+                ) m ON TRUE
                 """,
                 session_ids,
                 authorized_api_keys,
+                _SESSION_MODEL_NAME_MAX_LEN,
+                _SESSION_MODELS_LIMIT + 1,
             )
             session_spend_map = {
-                (row["session_id"], row["api_key"]): {
-                    "session_total_count": int(row.get("session_total_count") or 0),
-                    "session_total_spend": float(row.get("session_total_spend") or 0.0),
-                    "mcp_tool_call_count": int(row.get("mcp_tool_call_count") or 0),
-                    "mcp_tool_call_spend": float(row.get("mcp_tool_call_spend") or 0.0),
-                    "session_cache_hit_count": int(row.get("session_cache_hit_count") or 0),
-                    "session_llm_count": int(row.get("session_llm_count") or 0),
-                    "session_agent_count": int(row.get("session_agent_count") or 0),
-                }
+                (row["session_id"], row["api_key"]): _SessionSpendStats(
+                    session_total_count=int(row.get("session_total_count") or 0),
+                    session_total_spend=float(row.get("session_total_spend") or 0.0),
+                    mcp_tool_call_count=int(row.get("mcp_tool_call_count") or 0),
+                    mcp_tool_call_spend=float(row.get("mcp_tool_call_spend") or 0.0),
+                    session_cache_hit_count=int(row.get("session_cache_hit_count") or 0),
+                    session_llm_count=int(row.get("session_llm_count") or 0),
+                    session_agent_count=int(row.get("session_agent_count") or 0),
+                    session_models=models[:_SESSION_MODELS_LIMIT],
+                    session_models_truncated=len(models) > _SESSION_MODELS_LIMIT,
+                )
                 for row in rows
                 if row.get("session_id") and row.get("api_key") is not None
+                for models in (TypeAdapter(list[str]).validate_python(row.get("session_models") or ()),)
             }
         except PrismaError:
             verbose_proxy_logger.debug(
@@ -4187,15 +4229,17 @@ async def _build_ui_spend_logs_response(
             sid = row_dict.get("session_id")
             row_api_key = row_dict.get("api_key")
             session_stats = session_spend_map.get((sid, row_api_key)) if sid and row_api_key is not None else None
-            row_dict["session_total_count"] = int(session_stats["session_total_count"]) if session_stats else 1
+            row_dict["session_total_count"] = session_stats.session_total_count if session_stats else 1
             if session_stats:
-                row_dict["session_total_spend"] = session_stats["session_total_spend"]
-                if session_stats["mcp_tool_call_count"]:
-                    row_dict["mcp_tool_call_count"] = session_stats["mcp_tool_call_count"]
-                    row_dict["mcp_tool_call_spend"] = session_stats["mcp_tool_call_spend"]
-                row_dict["session_cache_hit_count"] = session_stats["session_cache_hit_count"]
-                row_dict["session_llm_count"] = session_stats["session_llm_count"]
-                row_dict["session_agent_count"] = session_stats["session_agent_count"]
+                row_dict["session_total_spend"] = session_stats.session_total_spend
+                if session_stats.mcp_tool_call_count:
+                    row_dict["mcp_tool_call_count"] = session_stats.mcp_tool_call_count
+                    row_dict["mcp_tool_call_spend"] = session_stats.mcp_tool_call_spend
+                row_dict["session_cache_hit_count"] = session_stats.session_cache_hit_count
+                row_dict["session_llm_count"] = session_stats.session_llm_count
+                row_dict["session_agent_count"] = session_stats.session_agent_count
+                row_dict["session_models"] = session_stats.session_models
+                row_dict["session_models_truncated"] = session_stats.session_models_truncated
             enriched.append(row_dict)
         response_data: list = enriched
     else:
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 7e2e680743f..68704f476b5 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
@@ -17505,6 +17505,16 @@ def test_generate_key_request_blank_team_id_is_personal():
     assert GenerateKeyRequest(team_id="team-1").team_id == "team-1"
 
 
+def test_key_request_blank_organization_id_is_unset():
+    from litellm.proxy._types import RegenerateKeyRequest, UpdateKeyRequest
+
+    assert GenerateKeyRequest(organization_id="").organization_id is None
+    assert RegenerateKeyRequest(organization_id="").organization_id is None
+    assert UpdateKeyRequest(key="sk-1", organization_id="").organization_id is None
+    assert GenerateKeyRequest(organization_id="org-1").organization_id == "org-1"
+    assert UpdateKeyRequest(key="sk-1", organization_id="org-1").organization_id == "org-1"
+
+
 def test_key_generation_check_blank_team_id_uses_personal_permissions(monkeypatch):
     """key_generation_check with team_id="" must take the personal-key path instead
     of failing the team lookup with "Unable to find team object" (LIT-3925)."""
diff --git a/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py
index 4661cc17dbc..5fa59a85c9d 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py
@@ -1,5 +1,6 @@
 import inspect
 import asyncio
+import contextlib
 import json
 from typing import Dict, Optional
 from unittest.mock import AsyncMock, MagicMock, patch
@@ -875,6 +876,7 @@ class TestDeleteModelClearsRouterRegistry:
         mock_prisma = MagicMock()
         mock_prisma.db = MagicMock()
         mock_prisma.db.litellm_proxymodeltable = AsyncMock()
+        mock_prisma.db.query_raw = AsyncMock(return_value=[])
         mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(return_value=db_row)
         mock_prisma.db.litellm_proxymodeltable.delete = AsyncMock(return_value=db_row)
 
@@ -936,6 +938,7 @@ class TestDeleteModelClearsRouterRegistry:
         mock_prisma = MagicMock()
         mock_prisma.db = MagicMock()
         mock_prisma.db.litellm_proxymodeltable = AsyncMock()
+        mock_prisma.db.query_raw = AsyncMock(return_value=[])
         mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(return_value=db_row)
         mock_prisma.db.litellm_proxymodeltable.delete = AsyncMock(return_value=db_row)
 
@@ -2079,6 +2082,7 @@ class TestAddAndDeleteModelLifecycle:
         mock_prisma = MagicMock()
         mock_prisma.db = MagicMock()
         mock_prisma.db.litellm_proxymodeltable = AsyncMock()
+        mock_prisma.db.query_raw = AsyncMock(return_value=[])
         mock_prisma.db.litellm_proxymodeltable.create = AsyncMock(return_value=db_row)
         mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(
             return_value=db_row
@@ -2191,6 +2195,7 @@ class TestDeleteTeamBYOKModelGhost:
         mock_prisma = MagicMock()
         mock_prisma.db = MagicMock()
         mock_prisma.db.litellm_proxymodeltable = AsyncMock()
+        mock_prisma.db.query_raw = AsyncMock(return_value=[])
         mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(
             return_value=db_row
         )
@@ -2273,6 +2278,7 @@ class TestDeleteTeamBYOKModelGhost:
         mock_prisma = MagicMock()
         mock_prisma.db = MagicMock()
         mock_prisma.db.litellm_proxymodeltable = AsyncMock()
+        mock_prisma.db.query_raw = AsyncMock(return_value=[])
         mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(
             return_value=db_row
         )
@@ -2349,6 +2355,7 @@ class TestDeleteTeamBYOKModelGhost:
         mock_prisma = MagicMock()
         mock_prisma.db = MagicMock()
         mock_prisma.db.litellm_proxymodeltable = AsyncMock()
+        mock_prisma.db.query_raw = AsyncMock(return_value=[])
         mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(
             return_value=deleted_row
         )
@@ -2434,6 +2441,7 @@ class TestDeleteTeamBYOKModelGhost:
         mock_prisma = MagicMock()
         mock_prisma.db = MagicMock()
         mock_prisma.db.litellm_proxymodeltable = AsyncMock()
+        mock_prisma.db.query_raw = AsyncMock(return_value=[])
         mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(
             return_value=db_row
         )
@@ -2515,6 +2523,7 @@ class TestDeleteTeamBYOKModelGhost:
         mock_prisma = MagicMock()
         mock_prisma.db = MagicMock()
         mock_prisma.db.litellm_proxymodeltable = AsyncMock()
+        mock_prisma.db.query_raw = AsyncMock(return_value=[])
         mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(
             return_value=db_row
         )
@@ -2584,6 +2593,7 @@ class TestDeleteModelTeamAuth:
         mock_prisma = MagicMock()
         mock_prisma.db = MagicMock()
         mock_prisma.db.litellm_proxymodeltable = AsyncMock()
+        mock_prisma.db.query_raw = AsyncMock(return_value=[])
         mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(
             return_value=db_row
         )
@@ -2702,6 +2712,7 @@ class TestDeleteModelTeamAuth:
         mock_prisma = MagicMock()
         mock_prisma.db = MagicMock()
         mock_prisma.db.litellm_proxymodeltable = AsyncMock()
+        mock_prisma.db.query_raw = AsyncMock(return_value=[])
         mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(
             return_value=db_row
         )
@@ -3844,6 +3855,7 @@ class TestDeleteEvictionsHoldTheReconcileLock:
 
         prisma = MagicMock()
         prisma.db.litellm_proxymodeltable = table
+        prisma.db.query_raw = AsyncMock(return_value=[])
 
         router = MagicMock()
         router.delete_deployment = MagicMock(return_value=True)
@@ -4654,3 +4666,179 @@ class TestBlockModelResponseSerialization:
         assert body["model_id"] == "m-block-1"
         assert body["blocked"] is blocked
         assert body["litellm_params"] == {"model": "openai/gpt-4o-mini", "api_key": "encrypted-value"}
+
+
+class TestAccessGroupModelSync:
+    """A rename or delete of a deployment must land in every unified access group that names it."""
+
+    _PS = "litellm.proxy.proxy_server"
+    _MOD = "litellm.proxy.management_endpoints.model_management_endpoints"
+    _INVALIDATE = "litellm.proxy.management_helpers.access_group_model_sync.invalidate_access_group_caches"
+
+    @staticmethod
+    def _admin():
+        return UserAPIKeyAuth(user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN, api_key="sk-admin")
+
+    @staticmethod
+    def _prisma_with_row(model_id: str, model_name: str, deployment_count: int):
+        row = LiteLLM_ProxyModelTable(
+            model_id=model_id,
+            model_name=model_name,
+            litellm_params={"model": "openai/gpt-5.6"},
+            model_info={"id": model_id},
+            created_by="admin",
+            updated_by="admin",
+        )
+
+        async def query_raw(sql, *params):
+            if sql.startswith("SELECT COUNT(*)"):
+                return [{"deployment_count": deployment_count}]
+            return [{"access_group_id": "ag-1"}]
+
+        mock_prisma = MagicMock()
+        mock_prisma.db = MagicMock()
+        mock_prisma.db.query_raw = AsyncMock(side_effect=query_raw)
+        mock_prisma.db.litellm_proxymodeltable = AsyncMock()
+        mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(return_value=row)
+        mock_prisma.db.litellm_proxymodeltable.update = AsyncMock(return_value=row)
+        mock_prisma.db.litellm_proxymodeltable.delete = AsyncMock(return_value=row)
+        return mock_prisma
+
+    @staticmethod
+    def _access_group_updates(mock_prisma):
+        return [
+            call
+            for call in mock_prisma.db.query_raw.await_args_list
+            if call.args[0].startswith('UPDATE "LiteLLM_AccessGroupTable"')
+        ]
+
+    @contextlib.contextmanager
+    def _endpoint_env(self, mock_prisma, router):
+        with contextlib.ExitStack() as stack:
+            for target in (
+                patch(f"{self._PS}.prisma_client", mock_prisma),
+                patch(f"{self._PS}.llm_router", router),
+                patch(f"{self._PS}.store_model_in_db", True),
+                patch(f"{self._PS}.premium_user", True),
+                patch(f"{self._PS}.proxy_logging_obj", MagicMock()),
+                patch(f"{self._PS}.user_api_key_cache", MagicMock()),
+                patch(f"{self._MOD}.ModelManagementAuthChecks.can_user_make_model_call", new=AsyncMock(return_value=None)),
+                patch(
+                    f"{self._MOD}.clear_cache",
+                    new=AsyncMock(return_value=ReconcileOutcome(still_desired=None, live_after=None)),
+                ),
+                patch(f"{self._MOD}.encrypt_value_helper", side_effect=lambda value, **kwargs: value),
+            ):
+                stack.enter_context(target)
+            yield stack.enter_context(patch(self._INVALIDATE, new=AsyncMock()))
+
+    @pytest.mark.asyncio
+    async def test_patch_model_rename_rewrites_the_groups_that_named_the_model(self):
+        from litellm.proxy.management_endpoints.model_management_endpoints import patch_model
+
+        mock_prisma = self._prisma_with_row("m-rename", "gpt-5.6", deployment_count=0)
+        router = MagicMock()
+        router.get_model_ids.return_value = ["m-rename"]
+
+        with self._endpoint_env(mock_prisma, router) as invalidate:
+            await patch_model(
+                model_id="m-rename",
+                patch_data=updateDeployment(model_name="gpt-5.6-eu"),
+                user_api_key_dict=self._admin(),
+            )
+
+        written = mock_prisma.db.litellm_proxymodeltable.update.await_args.kwargs["data"]
+        assert written["model_name"] == "gpt-5.6-eu"
+        (update_call,) = self._access_group_updates(mock_prisma)
+        assert "array_replace" in update_call.args[0]
+        assert update_call.args[1:] == ("gpt-5.6", "gpt-5.6-eu")
+        invalidate.assert_awaited_once_with(("ag-1",))
+
+    @pytest.mark.asyncio
+    async def test_patch_model_rename_appends_when_a_sibling_deployment_keeps_the_old_name(self):
+        from litellm.proxy.management_endpoints.model_management_endpoints import patch_model
+
+        mock_prisma = self._prisma_with_row("m-rename", "gpt-5.6", deployment_count=1)
+        router = MagicMock()
+        router.get_model_ids.return_value = ["m-rename"]
+
+        with self._endpoint_env(mock_prisma, router):
+            await patch_model(
+                model_id="m-rename",
+                patch_data=updateDeployment(model_name="gpt-5.6-eu"),
+                user_api_key_dict=self._admin(),
+            )
+
+        (update_call,) = self._access_group_updates(mock_prisma)
+        assert "array_append" in update_call.args[0]
+        assert update_call.args[1:] == ("gpt-5.6", "gpt-5.6-eu")
+
+    @pytest.mark.asyncio
+    async def test_patch_model_without_a_rename_leaves_access_groups_alone(self):
+        from litellm.proxy.management_endpoints.model_management_endpoints import patch_model
+
+        mock_prisma = self._prisma_with_row("m-same", "gpt-5.6", deployment_count=0)
+        router = MagicMock()
+        router.get_model_ids.return_value = ["m-same"]
+
+        with self._endpoint_env(mock_prisma, router) as invalidate:
+            await patch_model(model_id="m-same", patch_data=updateDeployment(blocked=True), user_api_key_dict=self._admin())
+
+        mock_prisma.db.query_raw.assert_not_awaited()
+        invalidate.assert_not_awaited()
+
+    @pytest.mark.asyncio
+    async def test_delete_model_drops_the_name_from_groups_when_nothing_backs_it(self):
+        from litellm.proxy.management_endpoints.model_management_endpoints import ModelInfoDelete, delete_model
+
+        mock_prisma = self._prisma_with_row("m-doomed", "gpt-5.6", deployment_count=0)
+        router = MagicMock()
+        router.get_model_ids.return_value = []
+
+        with self._endpoint_env(mock_prisma, router) as invalidate:
+            await delete_model(model_info=ModelInfoDelete(id="m-doomed"), user_api_key_dict=self._admin())
+
+        (update_call,) = self._access_group_updates(mock_prisma)
+        assert "array_remove" in update_call.args[0]
+        assert update_call.args[1:] == ("gpt-5.6",)
+        invalidate.assert_awaited_once_with(("ag-1",))
+
+    @pytest.mark.asyncio
+    async def test_delete_model_keeps_the_name_while_a_sibling_deployment_backs_it(self):
+        from litellm.proxy.management_endpoints.model_management_endpoints import ModelInfoDelete, delete_model
+
+        mock_prisma = self._prisma_with_row("m-doomed", "gpt-5.6", deployment_count=1)
+        router = MagicMock()
+        router.get_model_ids.return_value = []
+
+        with self._endpoint_env(mock_prisma, router) as invalidate:
+            await delete_model(model_info=ModelInfoDelete(id="m-doomed"), user_api_key_dict=self._admin())
+
+        assert self._access_group_updates(mock_prisma) == []
+        invalidate.assert_not_awaited()
+
+    @pytest.mark.asyncio
+    async def test_update_model_persists_a_new_model_name_and_rewrites_the_groups(self):
+        from litellm.proxy.management_endpoints.model_management_endpoints import update_model
+        from litellm.types.router import ModelInfo, updateLiteLLMParams
+
+        mock_prisma = self._prisma_with_row("m-terraform", "gpt-5.6", deployment_count=0)
+        router = MagicMock()
+        router.get_model_ids.return_value = ["m-terraform"]
+
+        with self._endpoint_env(mock_prisma, router) as invalidate:
+            await update_model(
+                model_params=updateDeployment(
+                    model_name="gpt-5.6-eu",
+                    litellm_params=updateLiteLLMParams(model="openai/gpt-5.6"),
+                    model_info=ModelInfo(id="m-terraform"),
+                ),
+                user_api_key_dict=self._admin(),
+            )
+
+        written = mock_prisma.db.litellm_proxymodeltable.update.await_args.kwargs["data"]
+        assert written["model_name"] == "gpt-5.6-eu"
+        (update_call,) = self._access_group_updates(mock_prisma)
+        assert "array_replace" in update_call.args[0]
+        assert update_call.args[1:] == ("gpt-5.6", "gpt-5.6-eu")
+        invalidate.assert_awaited_once_with(("ag-1",))
diff --git a/tests/test_litellm/proxy/management_helpers/test_access_group_model_sync.py b/tests/test_litellm/proxy/management_helpers/test_access_group_model_sync.py
new file mode 100644
index 00000000000..65ef2d55cb8
--- /dev/null
+++ b/tests/test_litellm/proxy/management_helpers/test_access_group_model_sync.py
@@ -0,0 +1,170 @@
+from types import SimpleNamespace
+from unittest.mock import AsyncMock, MagicMock, patch
+
+import pytest
+
+from litellm.proxy.db.prisma_client import PrismaWrapper
+from litellm.proxy.db.routing_prisma_wrapper import RoutingPrismaWrapper
+from litellm.proxy.management_helpers.access_group_model_sync import (
+    sync_access_groups_for_deleted_model,
+    sync_access_groups_for_renamed_model,
+)
+
+_INVALIDATE = "litellm.proxy.management_helpers.access_group_model_sync.invalidate_access_group_caches"
+
+
+def _routed_prisma_client(deployment_count: int):
+    async def query_raw(sql, *params):
+        if sql.startswith("SELECT COUNT(*)"):
+            return [{"deployment_count": deployment_count}]
+        return [{"access_group_id": "ag-1"}, {"access_group_id": "ag-2"}]
+
+    writer_inner = MagicMock(name="writer_prisma")
+    reader_inner = MagicMock(name="reader_prisma")
+    writer_inner.query_raw = AsyncMock(side_effect=query_raw)
+    reader_inner.query_raw = AsyncMock(side_effect=query_raw)
+    writer = PrismaWrapper(original_prisma=writer_inner, iam_token_db_auth=False)
+    reader = PrismaWrapper(original_prisma=reader_inner, iam_token_db_auth=False)
+    routing = RoutingPrismaWrapper(writer=writer, reader=reader)
+    return SimpleNamespace(db=routing), writer_inner, reader_inner
+
+
+def _access_group_updates(writer_inner):
+    return [
+        call
+        for call in writer_inner.query_raw.await_args_list
+        if call.args[0].startswith('UPDATE "LiteLLM_AccessGroupTable"')
+    ]
+
+
+@pytest.mark.asyncio
+async def test_rename_replaces_the_old_name_when_no_other_deployment_carries_it():
+    prisma_client, writer_inner, reader_inner = _routed_prisma_client(deployment_count=0)
+
+    with patch(_INVALIDATE, new=AsyncMock()) as invalidate:
+        await sync_access_groups_for_renamed_model(
+            prisma_client, model_id="m-1", old_name="gpt-5.6", new_name="gpt-5.6-eu", llm_router=None
+        )
+
+    (update_call,) = _access_group_updates(writer_inner)
+    assert "array_replace" in update_call.args[0]
+    assert update_call.args[1:] == ("gpt-5.6", "gpt-5.6-eu")
+    invalidate.assert_awaited_once_with(("ag-1", "ag-2"))
+    reader_inner.query_raw.assert_not_awaited()
+
+
+@pytest.mark.asyncio
+async def test_rename_appends_the_new_name_when_a_sibling_row_keeps_the_old_one():
+    prisma_client, writer_inner, _ = _routed_prisma_client(deployment_count=1)
+
+    with patch(_INVALIDATE, new=AsyncMock()) as invalidate:
+        await sync_access_groups_for_renamed_model(
+            prisma_client, model_id="m-1", old_name="gpt-5.6", new_name="gpt-5.6-eu", llm_router=None
+        )
+
+    (update_call,) = _access_group_updates(writer_inner)
+    assert "array_append" in update_call.args[0]
+    assert "array_replace" not in update_call.args[0]
+    assert update_call.args[1:] == ("gpt-5.6", "gpt-5.6-eu")
+    invalidate.assert_awaited_once_with(("ag-1", "ag-2"))
+
+
+def _router_serving(db_model_by_deployment_id: dict[str, bool]):
+    llm_router = MagicMock()
+    llm_router.get_model_ids.return_value = list(db_model_by_deployment_id)
+    llm_router.get_deployment.side_effect = lambda model_id: SimpleNamespace(
+        model_info=SimpleNamespace(db_model=db_model_by_deployment_id[model_id])
+    )
+    return llm_router
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "db_model_by_deployment_id, expected_write",
+    [
+        ({"m-1": True}, "array_replace"),
+        ({"m-1": True, "m-from-config": False}, "array_append"),
+        ({"m-1": True, "m-db-sibling-this-worker-has-not-refreshed": True}, "array_replace"),
+    ],
+)
+async def test_rename_counts_only_config_deployments_with_another_id_as_backing_the_old_name(
+    db_model_by_deployment_id, expected_write
+):
+    prisma_client, writer_inner, _ = _routed_prisma_client(deployment_count=0)
+    llm_router = _router_serving(db_model_by_deployment_id)
+
+    with patch(_INVALIDATE, new=AsyncMock()):
+        await sync_access_groups_for_renamed_model(
+            prisma_client, model_id="m-1", old_name="gpt-5.6", new_name="gpt-5.6-eu", llm_router=llm_router
+        )
+
+    llm_router.get_model_ids.assert_called_once_with(model_name="gpt-5.6")
+    (update_call,) = _access_group_updates(writer_inner)
+    assert expected_write in update_call.args[0]
+
+
+@pytest.mark.asyncio
+async def test_delete_ignores_a_db_sibling_this_worker_has_not_refreshed_yet():
+    prisma_client, writer_inner, _ = _routed_prisma_client(deployment_count=0)
+    llm_router = _router_serving({"m-1": True, "m-renamed-elsewhere": True})
+
+    with patch(_INVALIDATE, new=AsyncMock()) as invalidate:
+        await sync_access_groups_for_deleted_model(
+            prisma_client, model_id="m-1", model_name="gpt-5.6", llm_router=llm_router
+        )
+
+    (update_call,) = _access_group_updates(writer_inner)
+    assert "array_remove" in update_call.args[0]
+    invalidate.assert_awaited_once_with(("ag-1", "ag-2"))
+
+
+@pytest.mark.asyncio
+async def test_delete_keeps_the_name_while_a_config_deployment_still_serves_it():
+    prisma_client, writer_inner, _ = _routed_prisma_client(deployment_count=0)
+    llm_router = _router_serving({"m-1": True, "m-from-config": False})
+
+    with patch(_INVALIDATE, new=AsyncMock()) as invalidate:
+        await sync_access_groups_for_deleted_model(
+            prisma_client, model_id="m-1", model_name="gpt-5.6", llm_router=llm_router
+        )
+
+    assert _access_group_updates(writer_inner) == []
+    invalidate.assert_not_awaited()
+
+
+@pytest.mark.asyncio
+async def test_rename_to_the_same_name_writes_nothing():
+    prisma_client, writer_inner, _ = _routed_prisma_client(deployment_count=0)
+
+    with patch(_INVALIDATE, new=AsyncMock()) as invalidate:
+        await sync_access_groups_for_renamed_model(
+            prisma_client, model_id="m-1", old_name="gpt-5.6", new_name="gpt-5.6", llm_router=None
+        )
+
+    assert _access_group_updates(writer_inner) == []
+    invalidate.assert_not_awaited()
+
+
+@pytest.mark.asyncio
+async def test_delete_removes_the_name_when_no_row_backs_it_any_more():
+    prisma_client, writer_inner, reader_inner = _routed_prisma_client(deployment_count=0)
+
+    with patch(_INVALIDATE, new=AsyncMock()) as invalidate:
+        await sync_access_groups_for_deleted_model(prisma_client, model_id="m-1", model_name="gpt-5.6", llm_router=None)
+
+    (update_call,) = _access_group_updates(writer_inner)
+    assert "array_remove" in update_call.args[0]
+    assert update_call.args[1:] == ("gpt-5.6",)
+    invalidate.assert_awaited_once_with(("ag-1", "ag-2"))
+    reader_inner.query_raw.assert_not_awaited()
+
+
+@pytest.mark.asyncio
+async def test_delete_keeps_the_name_while_a_sibling_row_still_backs_it():
+    prisma_client, writer_inner, _ = _routed_prisma_client(deployment_count=2)
+
+    with patch(_INVALIDATE, new=AsyncMock()) as invalidate:
+        await sync_access_groups_for_deleted_model(prisma_client, model_id="m-1", model_name="gpt-5.6", llm_router=None)
+
+    assert _access_group_updates(writer_inner) == []
+    invalidate.assert_not_awaited()
diff --git a/tests/test_litellm/proxy/spend_tracking/test_spend_management_endpoints.py b/tests/test_litellm/proxy/spend_tracking/test_spend_management_endpoints.py
index 30b086bab61..c8b35e8a841 100644
--- a/tests/test_litellm/proxy/spend_tracking/test_spend_management_endpoints.py
+++ b/tests/test_litellm/proxy/spend_tracking/test_spend_management_endpoints.py
@@ -3971,6 +3971,7 @@ async def test_build_ui_spend_logs_response_dict_rows_session_counts():
                 "mcp_tool_call_spend": 10.0,
                 "session_llm_count": 1,
                 "session_agent_count": 0,
+                "session_models": ["claude-haiku-4-5", "gpt-5.4-nano"],
             }
         ]
     )
@@ -3997,6 +3998,7 @@ async def test_build_ui_spend_logs_response_dict_rows_session_counts():
     assert rows[1]["mcp_tool_call_spend"] == 10.0
     assert rows[0]["session_llm_count"] == 1
     assert rows[0]["session_agent_count"] == 0
+    assert rows[0]["session_models"] == ["claude-haiku-4-5", "gpt-5.4-nano"]
 
     # Every row in the session carries the full session spend, not just its own
     assert rows[0]["session_total_spend"] == 15.0
@@ -4004,11 +4006,60 @@ async def test_build_ui_spend_logs_response_dict_rows_session_counts():
 
     # Row without a session_id defaults to 1
     assert rows[2]["session_total_count"] == 1
+    assert "session_models" not in rows[2]
 
     # The count is folded into the single aggregate query; no separate group_by call.
     mock_prisma.db.litellm_spendlogs.group_by.assert_not_called()
 
 
+@pytest.mark.asyncio
+async def test_build_ui_spend_logs_response_caps_session_models():
+    """The per-session model list is bounded server-side and flags when it was cut."""
+    from litellm.proxy.spend_tracking.spend_management_endpoints import (
+        _SESSION_MODELS_LIMIT,
+        _build_ui_spend_logs_response,
+    )
+
+    session_id = "sess-many-models"
+    api_key = "hashed-key-xyz"
+    over_limit_models = [f"model-{i:02d}" for i in range(_SESSION_MODELS_LIMIT + 1)]
+
+    mock_prisma = MagicMock()
+    mock_prisma.db.query_raw = AsyncMock(
+        return_value=[
+            {
+                "session_id": session_id,
+                "api_key": api_key,
+                "session_total_count": len(over_limit_models),
+                "session_total_spend": 1.0,
+                "mcp_tool_call_count": 0,
+                "mcp_tool_call_spend": 0.0,
+                "session_llm_count": len(over_limit_models),
+                "session_agent_count": 0,
+                "session_models": over_limit_models,
+            }
+        ]
+    )
+
+    result = await _build_ui_spend_logs_response(
+        prisma_client=mock_prisma,
+        data=[{"request_id": "req-1", "session_id": session_id, "call_type": "completion", "api_key": api_key}],
+        total_records=1,
+        page=1,
+        page_size=50,
+        total_pages=1,
+        enrich_session_counts=True,
+    )
+
+    row = result["data"][0]
+    assert row["session_models"] == over_limit_models[:_SESSION_MODELS_LIMIT]
+    assert row["session_models_truncated"] is True
+
+    sql, *params = mock_prisma.db.query_raw.await_args.args
+    assert "LIMIT $4" in sql
+    assert params[3] == _SESSION_MODELS_LIMIT + 1
+
+
 @pytest.mark.asyncio
 async def test_build_ui_spend_logs_response_key_split_session_gets_per_key_aggregates():
     """
diff --git a/type-discipline-budget.json b/type-discipline-budget.json
index d5bf3883be4..cbcb5dca443 100644
--- a/type-discipline-budget.json
+++ b/type-discipline-budget.json
@@ -1,6 +1,6 @@
 {
   "LIT001": {
-    "limit": 22330
+    "limit": 22328
   },
   "LIT002": {
     "limit": 26763
diff --git a/ui/litellm-dashboard/src/components/organisms/create_key_button.integration.test.tsx b/ui/litellm-dashboard/src/components/organisms/create_key_button.integration.test.tsx
index 8630be8548f..045dcfa3ceb 100644
--- a/ui/litellm-dashboard/src/components/organisms/create_key_button.integration.test.tsx
+++ b/ui/litellm-dashboard/src/components/organisms/create_key_button.integration.test.tsx
@@ -750,6 +750,19 @@ describe("CreateKey", () => {
 
       expect((await createdPayload()).organization_id).toBe("org-1");
     });
+
+    it("drops organization_id when the chosen organization is cleared again", async () => {
+      state.organizations = [{ organization_id: "org-1", organization_alias: "Engineering" }];
+      await openModal();
+      await nameTheKey();
+
+      await userEvent.click(await screen.findByLabelText("Organization"));
+      await userEvent.click(await screen.findByRole("option", { name: /Engineering/ }));
+      await userEvent.click(await screen.findByRole("button", { name: "Clear" }));
+      await submit();
+
+      expect((await createdPayload()).organization_id).toBeUndefined();
+    });
   });
 
   describe("policy and prompt fields", () => {
diff --git a/ui/litellm-dashboard/src/components/organisms/create_key_button.tsx b/ui/litellm-dashboard/src/components/organisms/create_key_button.tsx
index d38a8995c1b..5749541dcea 100644
--- a/ui/litellm-dashboard/src/components/organisms/create_key_button.tsx
+++ b/ui/litellm-dashboard/src/components/organisms/create_key_button.tsx
@@ -588,7 +588,7 @@ const CreateKey: React.FC<CreateKeyProps> = ({ team, teams, data, addKey, autoOp
   };
 
   const changeOrganization = (write: FieldWrite) => (orgId: string) => {
-    write(orgId);
+    write(orgId || undefined);
     setSelectedOrganizationId(orgId || null);
     // Clear team and project when org changes
     setSelectedCreateKeyTeam(null);
diff --git a/ui/litellm-dashboard/src/components/templates/key_edit_view.test.tsx b/ui/litellm-dashboard/src/components/templates/key_edit_view.test.tsx
index 97b09e00808..10b1983b54b 100644
--- a/ui/litellm-dashboard/src/components/templates/key_edit_view.test.tsx
+++ b/ui/litellm-dashboard/src/components/templates/key_edit_view.test.tsx
@@ -1457,6 +1457,32 @@ describe("KeyEditView", () => {
         expect(screen.getByLabelText("Organization")).toHaveValue("Engineering");
       });
     });
+
+    it("submits organization_id as null after the organization is cleared", async () => {
+      const onSubmit = vi.fn().mockResolvedValue(undefined);
+      renderWithProviders(
+        <KeyEditView
+          keyData={{ ...MOCK_KEY_DATA, organization_id: "org-1" }}
+          onCancel={() => {}}
+          onSubmit={onSubmit}
+          accessToken=""
+          userID=""
+          userRole="Admin"
+          premiumUser={false}
+        />,
+      );
+
+      await waitFor(() => {
+        expect(screen.getByLabelText("Organization")).toHaveValue("Engineering");
+      });
+      await userEvent.click(screen.getByRole("button", { name: "Clear" }));
+      await userEvent.click(screen.getByRole("button", { name: /save changes/i }));
+
+      await waitFor(() => {
+        expect(onSubmit).toHaveBeenCalledWith(expect.objectContaining({ organization_id: null }));
+      });
+      expect(JSON.parse(JSON.stringify(onSubmit.mock.calls[0][0]))).toHaveProperty("organization_id", null);
+    });
   });
 
   describe("models dropdown team gating", () => {
diff --git a/ui/litellm-dashboard/src/components/templates/key_edit_view.tsx b/ui/litellm-dashboard/src/components/templates/key_edit_view.tsx
index df1af2ca8e9..3e772fd0e9b 100644
--- a/ui/litellm-dashboard/src/components/templates/key_edit_view.tsx
+++ b/ui/litellm-dashboard/src/components/templates/key_edit_view.tsx
@@ -303,8 +303,8 @@ export function KeyEditView({
     }
   };
 
-  const handleOrganizationChange = (setField: (value: string | undefined) => void, orgId: string | undefined) => {
-    setField(orgId);
+  const handleOrganizationChange = (setField: (value: string | null) => void, orgId: string | undefined) => {
+    setField(orgId || null);
     setSelectedOrganizationId(orgId || null);
     form.setValue("team_id", undefined);
   };
diff --git a/ui/litellm-dashboard/src/components/view_logs/RequestLogsTableColumns.test.tsx b/ui/litellm-dashboard/src/components/view_logs/RequestLogsTableColumns.test.tsx
index ce59c62f1c4..e3bacc0908a 100644
--- a/ui/litellm-dashboard/src/components/view_logs/RequestLogsTableColumns.test.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/RequestLogsTableColumns.test.tsx
@@ -75,6 +75,68 @@ describe("Cost column", () => {
   });
 });
 
+describe("Type column", () => {
+  it("shows the conversation badge and composition even when an MCP call represents the conversation", async () => {
+    const user = userEvent.setup();
+    const mcpRepresentative = {
+      request_id: "req-mcp-rep",
+      call_type: "call_mcp_tool",
+      session_id: "sess-edge",
+      session_total_count: 3,
+      session_llm_count: 2,
+      mcp_tool_call_count: 1,
+      session_agent_count: 0,
+    };
+    renderRows([logEntry(mcpRepresentative)]);
+
+    expect(screen.queryByText("MCP")).not.toBeInTheDocument();
+    await user.hover(screen.getByText("3"));
+    expect(await screen.findByText("2 LLM • 1 MCP")).toBeInTheDocument();
+  });
+
+  it("keeps the plain MCP badge for a single MCP call", () => {
+    renderRows([logEntry({ request_id: "req-mcp-solo", call_type: "call_mcp_tool", session_total_count: 1 })]);
+
+    expect(screen.getByText("MCP")).toBeInTheDocument();
+  });
+});
+
+describe("Model column", () => {
+  it("lists every model used across a conversation, not only the representative call's model", () => {
+    const conversationCall: Partial<LogEntry> = {
+      request_id: "req-session",
+      model: "gpt-5.6",
+      session_id: "sess-1",
+      session_total_count: 3,
+      session_models: ["claude-sonnet-5", "gpt-5.6"],
+    };
+    renderRows([logEntry(conversationCall)]);
+
+    expect(screen.getByText("claude-sonnet-5, gpt-5.6")).toBeInTheDocument();
+    expect(screen.queryByText("gpt-5.6")).not.toBeInTheDocument();
+  });
+
+  it("marks a conversation whose model list was capped by the server", () => {
+    const cappedCall = {
+      request_id: "req-capped",
+      model: "gpt-5.6",
+      session_id: "sess-2",
+      session_total_count: 30,
+      session_models: ["claude-sonnet-5", "gpt-5.6"],
+      session_models_truncated: true,
+    };
+    renderRows([logEntry(cappedCall)]);
+
+    expect(screen.getByText("claude-sonnet-5, gpt-5.6, ...")).toBeInTheDocument();
+  });
+
+  it("keeps a single call's own model", () => {
+    renderRows([logEntry({ request_id: "req-single", model: "gpt-5.6" })]);
+
+    expect(screen.getByText("gpt-5.6")).toBeInTheDocument();
+  });
+});
+
 describe("row action cells", () => {
   it("reports the key hash through the injected dependency rather than a row field", async () => {
     const user = userEvent.setup();
diff --git a/ui/litellm-dashboard/src/components/view_logs/RequestLogsTableColumns.tsx b/ui/litellm-dashboard/src/components/view_logs/RequestLogsTableColumns.tsx
index b9058d02a6b..8db0b106851 100644
--- a/ui/litellm-dashboard/src/components/view_logs/RequestLogsTableColumns.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/RequestLogsTableColumns.tsx
@@ -63,9 +63,11 @@ export const getRequestLogsTableColumns = ({
       const sessionAgentCount = log.session_agent_count ?? (isAgent ? sessionCount : 0);
       const sessionMcpCount = log.mcp_tool_call_count ?? (isMcp ? sessionCount : 0);
 
-      if (isMcp) return <McpBadge />;
-      if (isAgent && sessionCount <= 1) return <AgentBadge />;
-      if (sessionCount <= 1) return <LlmBadge />;
+      if (sessionCount <= 1) {
+        if (isMcp) return <McpBadge />;
+        if (isAgent) return <AgentBadge />;
+        return <LlmBadge />;
+      }
 
       const sessionTypeBadge = (
         <span className="inline-flex items-center gap-1 px-2 py-0.5 bg-info/10 text-info border border-info/20 rounded-full text-[11px] font-medium whitespace-nowrap">
@@ -224,10 +226,13 @@ export const getRequestLogsTableColumns = ({
     cell: ({ row }) => {
       const log = row.original;
       const provider = log.custom_llm_provider;
-      const modelName = log.model ?? "";
+      const sessionModels = log.session_models ?? [];
+      const modelNames = sessionModels.length > 0 ? sessionModels : [log.model ?? ""];
+      const modelLabel = log.session_models_truncated ? `${modelNames.join(", ")}, ...` : modelNames.join(", ");
+      const isSingleModel = modelNames.length === 1;
       return (
         <div className="flex items-center space-x-2">
-          {provider && (
+          {provider && isSingleModel && (
             <img
               src={getLogoUrl(log, provider)}
               alt=""
@@ -237,7 +242,14 @@ export const getRequestLogsTableColumns = ({
               }}
             />
           )}
-          <CellTooltip content={modelName} trigger={<span className="max-w-[15ch] truncate block">{modelName}</span>} />
+          <CellTooltip
+            content={modelLabel}
+            trigger={
+              <span className={isSingleModel ? "max-w-[15ch] truncate block" : "min-w-0 truncate block"}>
+                {modelLabel}
+              </span>
+            }
+          />
         </div>
       );
     },
diff --git a/ui/litellm-dashboard/src/components/view_logs/columns.tsx b/ui/litellm-dashboard/src/components/view_logs/columns.tsx
index 2f3a3681352..21e09faf454 100644
--- a/ui/litellm-dashboard/src/components/view_logs/columns.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/columns.tsx
@@ -47,4 +47,6 @@ export type LogEntry = {
   mcp_tool_call_spend?: number;
   session_llm_count?: number;
   session_agent_count?: number;
+  session_models?: string[];
+  session_models_truncated?: boolean;
 };

From 4990f06accc847a886e2dfc2236a89abd8bd3acc Mon Sep 17 00:00:00 2001
From: moe-berri <moe@berri.ai>
Date: Thu, 3 Sep 2026 08:59:04 -0700
Subject: [PATCH 6/9] feat(auto-router): support classifier reasoning effort
 (#39372)

* feat(auto-router): support classifier reasoning effort

* fix(auto-router): harden classifier reasoning effort

* fix(ui): satisfy classifier config lint limits

* refactor(auto-router): simplify classifier effort support

* fix(auto-router): clear frontend-lint and type-discipline gates, trim LOC

---------

Co-authored-by: Tin Chi Lo <tin@berri.ai>
---
 litellm/router.py                             | 119 ++++++++++++++--
 .../complexity_router/README.md               |   7 +-
 .../complexity_router/complexity_router.py    |  14 +-
 .../complexity_router/config.py               |   8 ++
 .../router_strategy/test_complexity_router.py |  51 ++++++-
 tests/test_litellm/test_router.py             | 130 +++++++++++++++++-
 .../add_model/ClassificationMethodConfig.tsx  |  35 ++++-
 .../ClassifierReasoningEffortSelect.tsx       |  86 ++++++++++++
 .../add_model/ComplexityRouterConfig.test.tsx | 112 ++++++++++++++-
 .../add_model/ComplexityRouterConfig.tsx      |  17 +--
 .../add_model/HeuristicScoringConfig.test.tsx |   6 +-
 .../add_model/add_auto_router_tab.tsx         |  35 +++--
 .../auto_router_connection_test.test.tsx      |   8 +-
 .../add_model/auto_router_connection_test.tsx |  10 +-
 .../build_auto_router_test_targets.test.ts    |  28 ++++
 .../build_auto_router_test_targets.ts         |  17 ++-
 .../build_complexity_router_config.test.ts    |  51 ++++++-
 .../build_complexity_router_config.ts         |  33 ++++-
 .../add_model/complexity_router_tiers.ts      |  18 +++
 ...d_updated_complexity_router_config.test.ts |   6 +-
 .../edit_auto_router_modal.tsx                |   7 +
 .../llm_calls/fetch_models.test.tsx           |  18 +++
 .../src/components/llm_calls/fetch_models.tsx |   6 +-
 .../src/components/networking.test.ts         |   9 ++
 .../src/components/networking.tsx             |   6 +-
 ui/litellm-dashboard/src/lib/http/schema.d.ts |   5 +
 26 files changed, 774 insertions(+), 68 deletions(-)
 create mode 100644 ui/litellm-dashboard/src/components/add_model/ClassifierReasoningEffortSelect.tsx

diff --git a/litellm/router.py b/litellm/router.py
index 303b22c9484..2b8b342d253 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -50,6 +50,7 @@ from litellm.constants import (
     DEFAULT_HEALTH_CHECK_INTERVAL,
     DEFAULT_HEALTH_CHECK_STALENESS_MULTIPLIER,
     DEFAULT_MAX_LRU_CACHE_SIZE,
+    INTERNAL_CALL_ORIGIN_METADATA_KEY,
     RUNTIME_UPDATABLE_ROUTER_SETTINGS,
     SESSION_DEPLOYMENT_AFFINITY_TTL_METADATA_KEY,
 )
@@ -231,6 +232,7 @@ from litellm.types.router import (
 )
 from litellm.types.services import ServiceTypes
 from litellm.types.utils import (
+    AUTOROUTER_CLASSIFIER_CALL_ORIGIN,
     PROMPT_QUOTING_ROUTING_DECISION_FIELDS,
     CustomPricingLiteLLMParams,
     GenericBudgetConfigType,
@@ -2168,6 +2170,76 @@ class Router:
             verbose_router_logger.debug("Error occurred while printing deployment - %s", e)
             raise e
 
+    @staticmethod
+    def _deployment_params_with_request_reasoning_override(
+        deployment_params: Mapping[str, object], request_kwargs: Mapping[str, object]
+    ) -> dict[str, object]:  # mutable-ok: litellm's request pipeline consumes a mutable kwargs mapping
+        """Return deployment params whose equivalent effort controls cannot outrank a request override.
+
+        Providers expose the same setting through several native carriers. A request-level
+        ``reasoning_effort`` is the portable override, so a deployment's ``thinking`` or nested
+        ``*.effort`` must not remain beside it and either win or trigger a conflicting-params 400.
+        Every changed mapping is copied so the Router's shared deployment config stays immutable.
+        """
+        sanitized: Final = dict(deployment_params)  # mutable-ok: request-local copy protects shared Router state
+        if request_kwargs.get("reasoning_effort") is None:
+            return sanitized
+
+        sanitized.pop("thinking", None)
+        Router._pop_effort_from_nested_carrier(sanitized, "output_config")
+        Router._pop_effort_from_nested_carrier(sanitized, "reasoning")
+
+        extra_body: Final = sanitized.get("extra_body")
+        if isinstance(extra_body, Mapping):
+            sanitized_extra_body: Final = dict(extra_body)  # mutable-ok: request-local nested copy
+            sanitized_extra_body.pop("reasoning_effort", None)
+            sanitized_extra_body.pop("thinking", None)
+            Router._pop_effort_from_nested_carrier(sanitized_extra_body, "output_config")
+            Router._pop_effort_from_nested_carrier(sanitized_extra_body, "reasoning")
+            if sanitized_extra_body:
+                sanitized["extra_body"] = sanitized_extra_body
+            else:
+                sanitized.pop("extra_body", None)
+        return sanitized
+
+    @staticmethod
+    def _is_classifier_internal_call(kwargs: Mapping[str, object]) -> bool:
+        metadata: Final = kwargs.get("metadata")
+        litellm_metadata: Final = kwargs.get("litellm_metadata")
+        return any(
+            isinstance(candidate, Mapping)
+            and candidate.get(INTERNAL_CALL_ORIGIN_METADATA_KEY) == AUTOROUTER_CLASSIFIER_CALL_ORIGIN
+            for candidate in (metadata, litellm_metadata)
+        )
+
+    def _drop_unsupported_classifier_reasoning_effort(
+        self,
+        deployment: DeploymentTypedDict,
+        model: str,
+        kwargs: dict[str, object],  # mutable-ok: fallback must update the active request and its log body together
+    ) -> None:
+        """Let a classifier fallback without reasoning support remain a usable fallback.
+
+        The dashboard only offers explicitly advertised levels, but an existing config can outlive
+        a model change and fallbacks can target a different group. Unknown capability fails open;
+        only a provider that explicitly rejects the parameter has it removed.
+        """
+        if kwargs.get("reasoning_effort") is None or not self._is_classifier_internal_call(kwargs):
+            return
+        if self._deployment_accepts_param(deployment, model, "reasoning_effort"):
+            return
+        verbose_router_logger.warning(
+            "litellm.router.py: dropping classifier reasoning_effort for model=%s because the selected deployment does not support it",
+            model,
+        )
+        kwargs.pop("reasoning_effort", None)
+        proxy_server_request: Final = kwargs.get("proxy_server_request")
+        if not isinstance(proxy_server_request, dict):
+            return
+        body: Final = proxy_server_request.get("body")
+        if isinstance(body, dict):
+            body.pop("reasoning_effort", None)
+
     ### COMPLETION, EMBEDDING, IMG GENERATION FUNCTIONS
 
     def completion(self, model: str, messages: list[dict[str, str]], **kwargs) -> ModelResponse | CustomStreamWrapper:
@@ -2203,9 +2275,16 @@ class Router:
                 specific_deployment=kwargs.pop("specific_deployment", None),
                 request_kwargs=kwargs,
             )
+            self._drop_unsupported_classifier_reasoning_effort(
+                deployment=cast(DeploymentTypedDict, deployment),  # cast-ok: selection returns a router deployment
+                model=model,
+                kwargs=kwargs,
+            )
             # Check for silent model experiment
             # Make a local copy of litellm_params to avoid mutating the Router's state
-            litellm_params: Final = deployment["litellm_params"].copy()
+            litellm_params: Final = self._deployment_params_with_request_reasoning_override(
+                deployment["litellm_params"], kwargs
+            )
             silent_model: Final = litellm_params.pop("silent_model", None)
 
             if silent_model is not None:
@@ -3216,6 +3295,11 @@ class Router:
                 specific_deployment=kwargs.pop("specific_deployment", None),
                 request_kwargs=kwargs,
             )
+            self._drop_unsupported_classifier_reasoning_effort(
+                deployment=cast(DeploymentTypedDict, deployment),  # cast-ok: selection returns a router deployment
+                model=model,
+                kwargs=kwargs,
+            )
 
             _timeout_debug_deployment_dict = deployment
             end_time: Final = time.time()
@@ -3237,7 +3321,9 @@ class Router:
 
             # Check for silent model experiment
             # Make a local copy of litellm_params to avoid mutating the Router's state
-            litellm_params: Final = deployment["litellm_params"].copy()
+            litellm_params: Final = self._deployment_params_with_request_reasoning_override(
+                deployment["litellm_params"], kwargs
+            )
             silent_model: Final = litellm_params.pop("silent_model", None)
 
             if silent_model is not None:
@@ -10255,6 +10341,8 @@ class Router:
         total_itpm: int | None = None
         total_otpm: int | None = None
         configurable_clientside_auth_params: CONFIGURABLE_CLIENTSIDE_AUTH_PARAMS = None
+        reasoning_efforts_initialized = False
+        reasoning_efforts_unknown = False
         model_list: Final = self.get_model_list(model_name=model_group)
         if model_list is None:
             return None
@@ -10441,10 +10529,23 @@ class Router:
                 if model_info.get("rpm", None) is not None and _deployment_rpm is None:
                     _deployment_rpm = model_info.get("rpm")
 
-            model_group_info.supported_reasoning_efforts = intersect_supported_reasoning_efforts(
-                model_group_info.supported_reasoning_efforts,
-                resolve_supported_reasoning_efforts(model_info, deployment_is_mapped=deployment_is_mapped),
+            deployment_reasoning_efforts = (
+                resolve_supported_reasoning_efforts(  # rebind-ok: recalculated per deployment
+                    model_info, deployment_is_mapped=deployment_is_mapped
+                )
             )
+            if deployment_reasoning_efforts is None:
+                reasoning_efforts_unknown = True
+                model_group_info.supported_reasoning_efforts = None
+            elif not reasoning_efforts_initialized:
+                reasoning_efforts_initialized = True
+                if not reasoning_efforts_unknown:
+                    model_group_info.supported_reasoning_efforts = deployment_reasoning_efforts
+            elif not reasoning_efforts_unknown:
+                model_group_info.supported_reasoning_efforts = intersect_supported_reasoning_efforts(
+                    model_group_info.supported_reasoning_efforts,
+                    deployment_reasoning_efforts,
+                )
 
             if _deployment_tpm is not None:
                 if total_tpm is None:
@@ -12308,10 +12409,12 @@ class Router:
     @staticmethod
     def _pop_effort_from_nested_carrier(request_kwargs: dict[str, object], carrier: str) -> None:
         nested: Final = request_kwargs.get(carrier)
-        if not isinstance(nested, dict):
+        if not isinstance(nested, Mapping):
             return
-        nested.pop("effort", None)
-        if not nested:
+        sanitized: Final = {key: value for key, value in nested.items() if key != "effort"}
+        if sanitized:
+            request_kwargs[carrier] = sanitized  # rebind-ok: copy-on-write, so a shared nested carrier is never edited
+        else:
             request_kwargs.pop(carrier, None)
 
     @staticmethod
diff --git a/litellm/router_strategy/complexity_router/README.md b/litellm/router_strategy/complexity_router/README.md
index ee51add1ca1..e3da70f50fe 100644
--- a/litellm/router_strategy/complexity_router/README.md
+++ b/litellm/router_strategy/complexity_router/README.md
@@ -255,7 +255,8 @@ model_list:
         classifier_type: heuristic_first
         heuristic_first_max_tier: SIMPLE
         classifier_llm_config:
-          model: gpt-4o-mini
+          model: gpt-5-mini
+          reasoning_effort: low
         tiers:
           SIMPLE: gpt-4o-mini
           MEDIUM: gpt-4o
@@ -263,6 +264,10 @@ model_list:
           REASONING: o1-preview
 ```
 
+`classifier_llm_config.reasoning_effort` applies only to the internal classifier call. Omit it to
+keep the classifier deployment or provider default, or set a supported value such as `none` or
+`low` to override that call.
+
 A request short-circuits, meaning it routes on the scorer's own tier with no classifier call, when
 two things hold: the scorer landed at or below `heuristic_first_max_tier`, and it produced at least
 one signal. Everything else goes to the classifier, which then decides as it normally would.
diff --git a/litellm/router_strategy/complexity_router/complexity_router.py b/litellm/router_strategy/complexity_router/complexity_router.py
index a00ae6bee80..17e3d1256d0 100644
--- a/litellm/router_strategy/complexity_router/complexity_router.py
+++ b/litellm/router_strategy/complexity_router/complexity_router.py
@@ -28,6 +28,7 @@ from pydantic import BaseModel, create_model
 from litellm._logging import verbose_router_logger
 from litellm.constants import (
     EMPTY_MAPPING,
+    INTERNAL_CALL_ORIGIN_METADATA_KEY,
     RETURN_RAW_MODEL_NAME_METADATA_KEY,
     SESSION_ID_GENERATED_METADATA_KEY,
 )
@@ -42,6 +43,7 @@ from litellm.router_strategy.complexity_router.tier_predictor import (
     TierSuccessPredictor,
     resolve_tier_artifact,
 )
+from litellm.types.llms.openai import AllMessageValues
 from litellm.types.utils import (
     AUTOROUTER_CLASSIFIER_CALL_ORIGIN,
     ModelResponse,
@@ -1668,20 +1670,27 @@ class ComplexityRouter(CustomLogger):
         )
 
         request_metadata = (request_kwargs or {}).get("litellm_metadata") or (request_kwargs or {}).get("metadata")
-        metadata: Final = forwarded_internal_call_metadata(request_metadata, AUTOROUTER_CLASSIFIER_CALL_ORIGIN)
+        metadata: Final = {  # mutable-ok: SDK metadata kwarg is enriched by the request pipeline
+            **forwarded_internal_call_metadata(request_metadata, AUTOROUTER_CLASSIFIER_CALL_ORIGIN),
+            INTERNAL_CALL_ORIGIN_METADATA_KEY: AUTOROUTER_CLASSIFIER_CALL_ORIGIN,
+        }
         turn_off_message_logging: Final = _effective_turn_off_message_logging(request_kwargs)
 
-        messages_for_call: Final = [
+        messages_for_call: Final[list[AllMessageValues]] = [  # mutable-ok: SDK request payload list is built once
             {"role": "system", "content": classifier_system_prompt},
             {"role": "user", "content": user_payload},
         ]
         response_format: Final = classifier_response_format
+        classifier_call_params: Mapping[str, str] = EMPTY_MAPPING
+        if llm_config.reasoning_effort is not None:
+            classifier_call_params = MappingProxyType({"reasoning_effort": llm_config.reasoning_effort})
 
         proxy_server_request: Final = {
             "body": {
                 "model": llm_config.model,
                 "messages": messages_for_call,
                 "response_format": response_format,
+                **classifier_call_params,
             }
         }
 
@@ -1693,6 +1702,7 @@ class ComplexityRouter(CustomLogger):
             metadata=metadata,
             proxy_server_request=proxy_server_request,
             turn_off_message_logging=turn_off_message_logging,
+            **classifier_call_params,
             **_parent_session_kwargs(request_kwargs),
         )
         content: Final = response.choices[0].message.content
diff --git a/litellm/router_strategy/complexity_router/config.py b/litellm/router_strategy/complexity_router/config.py
index 9f2054dda01..70c1b281e31 100644
--- a/litellm/router_strategy/complexity_router/config.py
+++ b/litellm/router_strategy/complexity_router/config.py
@@ -12,6 +12,7 @@ from typing import Annotated, Final, Literal
 
 from pydantic import BaseModel, ConfigDict, Field, SkipValidation, field_serializer, field_validator, model_validator
 
+from litellm.types.llms.openai import REASONING_EFFORT
 from litellm.types.router import AdaptiveRouterWeights, ClassifierPlugin, RoutingPlugin
 
 from .tier_predictor import TrainedTierArtifact
@@ -432,6 +433,13 @@ class ClassifierLLMConfig(BaseModel):
     model: str = Field(
         description="Model name (from the router's model_list) to call for classification",
     )
+    reasoning_effort: REASONING_EFFORT | None = Field(
+        default=None,
+        description=(
+            "Reasoning effort override for classifier calls. Leave unset to use "
+            "the classifier deployment or provider default."
+        ),
+    )
     timeout_ms: int = Field(
         default=3000,
         description="Timeout budget for the classification call, in milliseconds",
diff --git a/tests/test_litellm/router_strategy/test_complexity_router.py b/tests/test_litellm/router_strategy/test_complexity_router.py
index 3ecccb673f3..aa1b51afe10 100644
--- a/tests/test_litellm/router_strategy/test_complexity_router.py
+++ b/tests/test_litellm/router_strategy/test_complexity_router.py
@@ -1558,6 +1558,14 @@ class TestLLMClassifierConfig:
         assert config.classifier_type == "heuristic"
         assert config.classifier_llm_config is None
 
+    @pytest.mark.parametrize("reasoning_effort", ["", "ultra"])
+    def test_classifier_reasoning_effort_rejects_unsupported_values(self, reasoning_effort):
+        with pytest.raises(ValidationError):
+            ComplexityRouterConfig(
+                classifier_type="llm",
+                classifier_llm_config={"model": "haiku-classifier", "reasoning_effort": reasoning_effort},
+            )
+
 
 CUSTOM_TIER_LABELS: Dict[str, str] = {
     "SIMPLE": "Cheap",
@@ -1871,6 +1879,19 @@ class TestLLMClassifier:
         call_kwargs = mock_router_instance.acompletion.call_args.kwargs
         assert call_kwargs["metadata"] == {**request_metadata, "internal_call_origin": "autorouter_classifier"}
 
+    @pytest.mark.asyncio
+    async def test_aclassify_stamps_internal_origin_without_caller_metadata(
+        self, llm_complexity_router, mock_router_instance
+    ):
+        """Fallback handling must still recognize the classifier when an SDK caller supplied no metadata."""
+        mock_router_instance.acompletion = AsyncMock(return_value=_llm_response('{"tier": "SIMPLE"}'))
+
+        await llm_complexity_router.aclassify("hi")
+
+        assert mock_router_instance.acompletion.call_args.kwargs["metadata"] == {
+            "internal_call_origin": "autorouter_classifier"
+        }
+
     @pytest.mark.asyncio
     @pytest.mark.parametrize(
         "request_kwargs",
@@ -1948,6 +1969,33 @@ class TestLLMClassifier:
             "REASONING",
         ]
 
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize("reasoning_effort", [None, "none", "low"], ids=["omitted", "none", "low"])
+    async def test_classifier_reasoning_effort_reaches_only_classifier_call(
+        self, mock_router_instance, llm_classifier_config, reasoning_effort
+    ):
+        classifier_llm_config = {
+            **llm_classifier_config["classifier_llm_config"],
+            **({"reasoning_effort": reasoning_effort} if reasoning_effort is not None else {}),
+        }
+        router = ComplexityRouter(
+            model_name="test-complexity-router",
+            litellm_router_instance=mock_router_instance,
+            complexity_router_config={**llm_classifier_config, "classifier_llm_config": classifier_llm_config},
+        )
+        mock_router_instance.acompletion = AsyncMock(return_value=_llm_response('{"tier": "COMPLEX"}'))
+
+        await router.aclassify("explain quantum tunneling in depth")
+
+        call_kwargs = mock_router_instance.acompletion.call_args.kwargs
+        body = call_kwargs["proxy_server_request"]["body"]
+        if reasoning_effort is None:
+            assert "reasoning_effort" not in call_kwargs
+            assert "reasoning_effort" not in body
+        else:
+            assert call_kwargs["reasoning_effort"] == reasoning_effort
+            assert body["reasoning_effort"] == reasoning_effort
+
     @pytest.mark.asyncio
     async def test_aclassify_propagates_top_level_turn_off_message_logging(
         self, llm_complexity_router, mock_router_instance
@@ -8735,9 +8783,10 @@ class TestClassificationRubrics:
         [
             {"model": "haiku-classifier", "system_prompt": "Grade the data sensitivity of the request."},
             {"model": "haiku-classifier", "classification_rubric": "chat"},
+            {"model": "haiku-classifier", "reasoning_effort": "low"},
             {"model": "haiku-classifier"},
         ],
-        ids=["custom-prompt", "chat-preset", "neither"],
+        ids=["custom-prompt", "chat-preset", "reasoning-effort", "neither"],
     )
     def test_config_survives_a_dump_and_rebuild(self, classifier_llm_config):
         """/auto_router/test_routing dumps this config and hands the dict straight back to
diff --git a/tests/test_litellm/test_router.py b/tests/test_litellm/test_router.py
index c843a66a1c1..3b4c80b6b4f 100644
--- a/tests/test_litellm/test_router.py
+++ b/tests/test_litellm/test_router.py
@@ -35,6 +35,7 @@ from litellm.router import (
     _anthropic_stream_should_drop_pre_content_ping,
     _is_retriable_anthropic_status,
 )
+from litellm.types.router import DeploymentTypedDict
 
 
 def test_update_kwargs_does_not_mutate_defaults_and_merges_metadata():
@@ -9783,11 +9784,12 @@ def test_model_group_info_intersects_supported_reasoning_efforts():
     assert result.supported_reasoning_efforts == ("minimal", "low", "medium", "high")
 
 
-def test_model_group_info_reasoning_efforts_ignore_a_deployment_off_the_map():
+def test_model_group_info_reasoning_efforts_are_unknown_when_any_deployment_is_off_the_map():
     """The router fills every ModelInfo key, so a deployment absent from the model map arrives with
     supports_reasoning None rather than with the key missing. Its synthesized entry carries no mode,
     which is what separates it from a mapped non-reasoning model, and nothing being known about it is
-    no reason to drop the levels the rest of the group agrees on."""
+    no evidence that the unknown deployment accepts levels its mapped sibling supports. The group
+    therefore reports unknown instead of advertising a value routing might send to either one."""
     router = litellm.Router(
         model_list=[
             {
@@ -9821,7 +9823,7 @@ def test_model_group_info_reasoning_efforts_ignore_a_deployment_off_the_map():
         )
 
     assert result is not None
-    assert result.supported_reasoning_efforts == ("none", "minimal", "low", "medium", "high", "max")
+    assert result.supported_reasoning_efforts is None
 
 
 
@@ -9958,11 +9960,11 @@ def test_model_group_info_survives_a_junk_typed_operator_effort_value():
     assert result.supported_reasoning_efforts == ("none", "minimal", "low", "medium", "high")
 
 
-def test_model_group_info_reasoning_efforts_ignore_a_mode_the_operator_declared():
+def test_model_group_info_reasoning_efforts_are_unknown_for_an_operator_declared_mode():
     """A deployment is registered in the cost map under its own id with whatever model_info the
     operator wrote, so a mode they set themselves reads back exactly like one the map supplied. Only
-    a mode the map supplied marks the deployment as known, or an off-map deployment carrying any
-    mode empties the group it sits in."""
+    a mode the map supplied marks the deployment as known. An off-map deployment carrying an
+    operator mode remains unknown and must keep the whole group's level support unknown."""
     from litellm.router_utils.reasoning_effort_capability import resolve_supported_reasoning_efforts
 
     mapped_model = "openai/gpt-5.6-sol"
@@ -9993,7 +9995,7 @@ def test_model_group_info_reasoning_efforts_ignore_a_mode_the_operator_declared(
     )
 
     assert result is not None
-    assert result.supported_reasoning_efforts == expected
+    assert result.supported_reasoning_efforts is None
 
 
 class TestAddDeploymentApiBaseProviderResolution:
@@ -12252,6 +12254,120 @@ class TestTierParamsTheTargetAccepts:
         assert accepted == {"reasoning_effort": "max"}
 
 
+class TestRequestReasoningEffortOverride:
+    def test_drop_effort_from_nested_carrier_preserves_other_nested_values(self):
+        params: dict[str, object] = {"output_config": {"effort": "high", "format": "json"}}
+
+        litellm.Router._pop_effort_from_nested_carrier(params, "output_config")
+
+        assert params == {"output_config": {"format": "json"}}
+
+    @pytest.mark.parametrize("metadata_key", ["metadata", "litellm_metadata"])
+    def test_is_classifier_internal_call_recognizes_both_metadata_carriers(self, metadata_key):
+        kwargs = {metadata_key: {"internal_call_origin": "autorouter_classifier"}}
+
+        assert litellm.Router._is_classifier_internal_call(kwargs) is True
+        assert litellm.Router._is_classifier_internal_call({metadata_key: {}}) is False
+
+    def test_removes_every_deployment_native_effort_carrier_without_mutating_shared_config(self):
+        extra_body: dict[str, object] = {
+            "reasoning_effort": "high",
+            "thinking": {"type": "enabled"},
+            "output_config": {"effort": "high", "format": "json"},
+            "reasoning": {"effort": "high", "summary": "detailed"},
+            "provider_option": True,
+        }
+        deployment_params: dict[str, object] = {
+            "model": "bedrock/converse/anthropic.claude-3-7-sonnet",
+            "thinking": {"type": "enabled", "budget_tokens": 2048},
+            "output_config": {"effort": "high", "format": {"type": "json_schema"}},
+            "reasoning": {"effort": "high", "summary": "auto"},
+            "extra_body": extra_body,
+        }
+
+        sanitized = litellm.Router._deployment_params_with_request_reasoning_override(
+            deployment_params, {"reasoning_effort": "low"}
+        )
+
+        assert sanitized == {
+            "model": "bedrock/converse/anthropic.claude-3-7-sonnet",
+            "output_config": {"format": {"type": "json_schema"}},
+            "reasoning": {"summary": "auto"},
+            "extra_body": {
+                "output_config": {"format": "json"},
+                "reasoning": {"summary": "detailed"},
+                "provider_option": True,
+            },
+        }
+        assert deployment_params["thinking"] == {"type": "enabled", "budget_tokens": 2048}
+        assert deployment_params["output_config"] == {"effort": "high", "format": {"type": "json_schema"}}
+        assert extra_body["reasoning_effort"] == "high"
+
+    @pytest.mark.parametrize("request_kwargs", [{}, {"reasoning_effort": None}])
+    def test_omitted_override_preserves_deployment_defaults(self, request_kwargs):
+        deployment_params = {
+            "model": "deepseek/deepseek-reasoner",
+            "thinking": {"type": "enabled"},
+            "output_config": {"effort": "high"},
+        }
+
+        assert (
+            litellm.Router._deployment_params_with_request_reasoning_override(deployment_params, request_kwargs)
+            == deployment_params
+        )
+
+    @pytest.mark.asyncio
+    async def test_280_concurrent_overrides_never_mutate_or_leak_through_shared_deployment_params(self):
+        deployment_params = {
+            "model": "fireworks_ai/accounts/fireworks/models/kimi-k2-thinking",
+            "thinking": {"type": "enabled"},
+            "output_config": {"effort": "high", "format": "json"},
+            "extra_body": {"reasoning_effort": "high", "tenant": "shared"},
+        }
+        efforts = ("none", "minimal", "low", "medium", "high", "xhigh", "max")
+
+        results = await asyncio.gather(
+            *(
+                asyncio.to_thread(
+                    litellm.Router._deployment_params_with_request_reasoning_override,
+                    deployment_params,
+                    {"reasoning_effort": efforts[index % len(efforts)]},
+                )
+                for index in range(280)
+            )
+        )
+
+        assert all("thinking" not in result for result in results)
+        assert all(result["output_config"] == {"format": "json"} for result in results)
+        assert all(result["extra_body"] == {"tenant": "shared"} for result in results)
+        assert deployment_params["thinking"] == {"type": "enabled"}
+        assert deployment_params["output_config"] == {"effort": "high", "format": "json"}
+        assert deployment_params["extra_body"] == {"reasoning_effort": "high", "tenant": "shared"}
+
+    @pytest.mark.parametrize(
+        ("metadata", "should_drop"),
+        [({"internal_call_origin": "autorouter_classifier"}, True), ({}, False)],
+        ids=["classifier", "ordinary-request"],
+    )
+    def test_only_classifier_calls_drop_effort_for_an_unsupported_fallback(self, metadata, should_drop):
+        router = litellm.Router(model_list=[])
+        body: dict[str, object] = {"model": "classifier", "reasoning_effort": "low"}
+        kwargs: dict[str, object] = {
+            "reasoning_effort": "low",
+            "metadata": metadata,
+            "proxy_server_request": {"body": body},
+        }
+        deployment: DeploymentTypedDict = {
+            "model_name": "fallback",
+            "litellm_params": {"model": "openai/gpt-4o-mini"},
+        }
+
+        router._drop_unsupported_classifier_reasoning_effort(deployment, "fallback", kwargs)
+
+        assert ("reasoning_effort" not in kwargs) is should_drop
+        assert ("reasoning_effort" not in body) is should_drop
+
+
 class TestPreRoutingTierDrivesFallbacks:
     """#38832: a complexity/auto router picks a tier behind the router name, but fallback
     lookup stayed on the router name, so the tier's configured chain never ran and a
diff --git a/ui/litellm-dashboard/src/components/add_model/ClassificationMethodConfig.tsx b/ui/litellm-dashboard/src/components/add_model/ClassificationMethodConfig.tsx
index a29527a20fa..00ee7bd7d6e 100644
--- a/ui/litellm-dashboard/src/components/add_model/ClassificationMethodConfig.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/ClassificationMethodConfig.tsx
@@ -13,6 +13,8 @@ import ClassifierPromptEditor from "./ClassifierPromptEditor";
 import CustomTierPromptEditor from "./CustomTierPromptEditor";
 import { RestrictedSection, restrictedBy } from "./TierRestrictions";
 import HeuristicScoringConfig from "./HeuristicScoringConfig";
+import ClassifierReasoningEffortSelect from "./ClassifierReasoningEffortSelect";
+import type { ReasoningEffort } from "./complexity_router_tiers";
 import { useComplexityScorerDefaults } from "@/app/(dashboard)/hooks/autoRouter/useComplexityScorerDefaults";
 import {
   ClassificationFrequency,
@@ -154,6 +156,7 @@ interface ClassificationMethodConfigProps {
   value: ComplexityRouterConfigValue;
   onChange: (value: ComplexityRouterConfigValue) => void;
   modelOptions: { value: string; label: string }[];
+  effortOptionsByModel: Record<string, string[] | null | undefined>;
   customTechnicalKeywords?: string[];
   onCustomTechnicalKeywordsChange?: (keywords: string[]) => void;
   showValidationErrors?: boolean;
@@ -236,6 +239,7 @@ const ClassificationMethodConfig: React.FC<ClassificationMethodConfigProps> = ({
   value,
   onChange,
   modelOptions,
+  effortOptionsByModel,
   customTechnicalKeywords,
   onCustomTechnicalKeywordsChange,
   showValidationErrors = false,
@@ -251,6 +255,9 @@ const ClassificationMethodConfig: React.FC<ClassificationMethodConfigProps> = ({
   const contextBudget = value.classifier_context_budget_chars ?? DEFAULT_CLASSIFIER_CONTEXT_BUDGET_CHARS;
   const contextBudgetQuotesNothing = contextBudget > 0 && contextBudget < MIN_QUOTED_CONTEXT_TURN_CHARS;
   const classificationRubric = value.classifier_llm_config?.classification_rubric ?? DEFAULT_CLASSIFICATION_RUBRIC;
+  const classifierModel = value.classifier_llm_config?.model ?? "";
+  const classifierReasoningEffort = value.classifier_llm_config?.reasoning_effort;
+  const explicitlySupportedClassifierEfforts = effortOptionsByModel[classifierModel];
 
   const handleClassifierTypeChange = (classifierType: ClassifierType) => {
     const nextValue: ComplexityRouterConfigValue = {
@@ -299,16 +306,33 @@ const ClassificationMethodConfig: React.FC<ClassificationMethodConfigProps> = ({
   };
 
   const handleClassifierModelChange = (model: string) => {
+    if (model === value.classifier_llm_config?.model) return;
+    const { reasoning_effort: _reasoningEffort, ...classifierLlmConfig } = value.classifier_llm_config ?? {
+      model: "",
+      timeout_ms: DEFAULT_CLASSIFIER_TIMEOUT_MS,
+    };
     onChange({
       ...value,
       classifier_llm_config: {
-        ...value.classifier_llm_config,
+        ...classifierLlmConfig,
         model,
-        timeout_ms: value.classifier_llm_config?.timeout_ms ?? DEFAULT_CLASSIFIER_TIMEOUT_MS,
+        timeout_ms: classifierLlmConfig.timeout_ms,
       },
     });
   };
 
+  const handleClassifierReasoningEffortChange = (reasoningEffort: ReasoningEffort | undefined) => {
+    if (!value.classifier_llm_config) return;
+    const { reasoning_effort: _reasoningEffort, ...classifierLlmConfig } = value.classifier_llm_config;
+    onChange({
+      ...value,
+      classifier_llm_config:
+        reasoningEffort === undefined
+          ? classifierLlmConfig
+          : { ...classifierLlmConfig, reasoning_effort: reasoningEffort },
+    });
+  };
+
   const handleClassifierTimeoutChange = (timeoutMs: number) => {
     onChange({
       ...value,
@@ -493,9 +517,16 @@ const ClassificationMethodConfig: React.FC<ClassificationMethodConfigProps> = ({
               emptyText="No models found"
               allowClear={false}
               className={classifierModelMissing ? "border-destructive" : undefined}
+              aria-label="Classifier Model"
             />
             {classifierModelMissing && <span className="text-xs text-destructive">A classifier model is required</span>}
           </div>
+          <ClassifierReasoningEffortSelect
+            model={classifierModel}
+            value={classifierReasoningEffort}
+            explicitlySupported={explicitlySupportedClassifierEfforts}
+            onChange={handleClassifierReasoningEffortChange}
+          />
           <div>
             <Label htmlFor={CLASSIFIER_TIMEOUT_ID} className="block mb-1 font-semibold">
               Timeout (ms)
diff --git a/ui/litellm-dashboard/src/components/add_model/ClassifierReasoningEffortSelect.tsx b/ui/litellm-dashboard/src/components/add_model/ClassifierReasoningEffortSelect.tsx
new file mode 100644
index 00000000000..6d288443a1a
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/add_model/ClassifierReasoningEffortSelect.tsx
@@ -0,0 +1,86 @@
+import { Info } from "lucide-react";
+import { SimpleTooltip } from "@/components/ui/tooltip";
+import { Select, SelectContent, SelectItem, SelectTrigger, SelectValue } from "@/components/ui/select";
+import type { ReasoningEffort } from "./complexity_router_tiers";
+
+const PROVIDER_DEFAULT = "__classifier_provider_default__";
+
+type EffortStatus = "supported" | "unsupported" | "unverified" | undefined;
+
+const effortStatusFor = (
+  effort: string | undefined,
+  explicitlySupported: string[] | null | undefined,
+): EffortStatus => {
+  if (effort === undefined) return undefined;
+  if (!Array.isArray(explicitlySupported)) return "unverified";
+  return explicitlySupported.includes(effort) ? "supported" : "unsupported";
+};
+
+interface ClassifierReasoningEffortSelectProps {
+  model: string;
+  value: ReasoningEffort | undefined;
+  explicitlySupported: string[] | null | undefined;
+  onChange: (value: ReasoningEffort | undefined) => void;
+}
+
+const ClassifierReasoningEffortSelect = ({
+  model,
+  value,
+  explicitlySupported,
+  onChange,
+}: ClassifierReasoningEffortSelectProps) => {
+  const status = effortStatusFor(value, explicitlySupported);
+  const options = Array.from(new Set([...(explicitlySupported ?? []), ...(value ? [value] : [])]));
+
+  if (!model || options.length === 0) return null;
+
+  const optionLabel = (effort: string): string =>
+    effort === value && status !== "supported" ? `${effort} (${status})` : effort;
+
+  return (
+    <div>
+      <div className="flex items-center gap-2 mb-1">
+        <strong className="font-semibold">Reasoning Effort</strong>
+        <SimpleTooltip content="Sent only to the classifier call. Default leaves the classifier deployment or provider setting unchanged.">
+          <Info className="size-4 text-muted-foreground" />
+        </SimpleTooltip>
+      </div>
+      <Select
+        items={[
+          { value: PROVIDER_DEFAULT, label: "Default" },
+          ...options.map((effort) => ({ value: effort, label: optionLabel(effort) })),
+        ]}
+        value={value ?? PROVIDER_DEFAULT}
+        onValueChange={(effort: string | null) =>
+          effort && onChange(effort === PROVIDER_DEFAULT ? undefined : (effort as ReasoningEffort))
+        }
+      >
+        <SelectTrigger aria-label={`Reasoning effort for classifier model ${model}`} className="w-full">
+          <SelectValue />
+        </SelectTrigger>
+        <SelectContent>
+          <SelectItem value={PROVIDER_DEFAULT}>Default</SelectItem>
+          {options.map((effort) => (
+            <SelectItem key={effort} value={effort}>
+              {optionLabel(effort)}
+            </SelectItem>
+          ))}
+        </SelectContent>
+      </Select>
+      {status === "unverified" && (
+        <p className="mt-1 text-xs text-amber-700 dark:text-amber-400">
+          This saved effort cannot be verified for the selected model. Choose Default unless you have confirmed provider
+          support.
+        </p>
+      )}
+      {status === "unsupported" && (
+        <p className="mt-1 text-xs text-destructive">
+          This saved effort is not supported by every deployment in the selected model group. Choose Default or a
+          supported value before saving.
+        </p>
+      )}
+    </div>
+  );
+};
+
+export default ClassifierReasoningEffortSelect;
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 9b647badf69..02cb0543e17 100644
--- a/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.test.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.test.tsx
@@ -1124,6 +1124,109 @@ describe("ComplexityRouterConfig per-model reasoning effort", () => {
   });
 });
 
+describe("ComplexityRouterConfig classifier reasoning effort", () => {
+  const llmValue: ComplexityRouterConfigValue = {
+    ...defaultValue,
+    classifier_type: "llm",
+    classifier_llm_config: { model: "gpt-4", timeout_ms: 3000 },
+  };
+
+  const renderClassifier = (value: ComplexityRouterConfigValue = llmValue, onChange = vi.fn()) => {
+    renderWithProviders(<ComplexityRouterConfig {...baseProps} value={value} onChange={onChange} />);
+    fireEvent.click(screen.getByText("Advanced: Classification Method"));
+    return onChange;
+  };
+
+  it("defaults to the classifier provider setting and offers only supported efforts", async () => {
+    renderClassifier();
+    const user = userEvent.setup();
+    const select = screen.getByRole("combobox", { name: "Reasoning effort for classifier model gpt-4" });
+    expect(select).toHaveTextContent("Default");
+    await user.click(select);
+    expect((await screen.findAllByRole("option")).map((option) => option.textContent)).toEqual([
+      "Default",
+      "medium",
+      "high",
+      "xhigh",
+    ]);
+  });
+
+  it("stores an explicit effort on the classifier config", async () => {
+    const onChange = renderClassifier();
+    const user = userEvent.setup();
+    await user.click(screen.getByRole("combobox", { name: "Reasoning effort for classifier model gpt-4" }));
+    await user.click(await screen.findByRole("option", { name: "high" }));
+    expect(onChange).toHaveBeenCalledWith({
+      ...llmValue,
+      classifier_llm_config: { model: "gpt-4", timeout_ms: 3000, reasoning_effort: "high" },
+    });
+  });
+
+  it("removes the effort override when Default is selected", async () => {
+    const onChange = renderClassifier({
+      ...llmValue,
+      classifier_llm_config: { model: "gpt-4", timeout_ms: 3000, reasoning_effort: "high" },
+    });
+    const user = userEvent.setup();
+    await user.click(screen.getByRole("combobox", { name: "Reasoning effort for classifier model gpt-4" }));
+    await user.click(await screen.findByRole("option", { name: "Default" }));
+    expect(onChange).toHaveBeenCalledWith(llmValue);
+  });
+
+  it("clears the old effort when the classifier model changes", async () => {
+    const onChange = renderClassifier({
+      ...llmValue,
+      classifier_llm_config: { model: "gpt-4", timeout_ms: 3000, reasoning_effort: "high" },
+    });
+    const user = userEvent.setup();
+    await user.click(screen.getByRole("combobox", { name: "Classifier Model" }));
+    await user.click(await screen.findByRole("option", { name: "gpt-3.5-turbo" }));
+    expect(onChange).toHaveBeenCalledWith({
+      ...llmValue,
+      classifier_llm_config: { model: "gpt-3.5-turbo", timeout_ms: 3000 },
+    });
+  });
+
+  it.each(["click", "enter"] as const)(
+    "keeps the effort when the selected model is confirmed by %s",
+    async (action) => {
+      const onChange = renderClassifier({
+        ...llmValue,
+        classifier_llm_config: { model: "gpt-4", timeout_ms: 3000, reasoning_effort: "high" },
+      });
+      const user = userEvent.setup();
+      await user.click(screen.getByRole("combobox", { name: "Classifier Model" }));
+      if (action === "click") await user.click(await screen.findByRole("option", { name: "gpt-4" }));
+      else await user.keyboard("{Enter}");
+      expect(onChange).not.toHaveBeenCalled();
+    },
+  );
+
+  it.each([
+    ["gpt-4", "max", "max (unsupported)", /not supported by every deployment/],
+    ["claude-3-opus", "low", "low (unverified)", /cannot be verified/],
+  ])("keeps a saved exceptional value visible for %s", (model, effort, label, warning) => {
+    renderClassifier({
+      ...llmValue,
+      classifier_llm_config: { model, timeout_ms: 3000, reasoning_effort: effort },
+    });
+    expect(screen.getByRole("combobox", { name: `Reasoning effort for classifier model ${model}` })).toHaveTextContent(
+      label,
+    );
+    expect(screen.getByText(warning)).toBeInTheDocument();
+  });
+
+  it.each(["claude-3-opus", "gpt-3.5-turbo"])("hides the effort control when %s has no advertised options", (model) => {
+    renderClassifier({
+      ...llmValue,
+      classifier_llm_config: { model, timeout_ms: 3000 },
+    });
+    expect(
+      screen.queryByRole("combobox", { name: `Reasoning effort for classifier model ${model}` }),
+    ).not.toBeInTheDocument();
+  });
+});
+
 describe("ComplexityRouterConfig reasoning effort gating", () => {
   it("offers no effort select for a model group without reasoning support", () => {
     renderWithProviders(<ComplexityRouterConfig {...baseProps} />);
@@ -1232,12 +1335,13 @@ describe("ComplexityRouterConfig custom technical keywords", () => {
   });
 
   it("hides the keywords when the scorer never runs, so they cannot imply an effect they have none", () => {
-    openClassificationPanel({
+    const llmWithDefaultFallback = {
       ...defaultValue,
-      classifier_type: "llm",
+      classifier_type: "llm" as const,
       classifier_llm_config: llmConfig,
-      classifier_fallback: "default_model",
-    });
+      classifier_fallback: "default_model" as const,
+    };
+    openClassificationPanel(llmWithDefaultFallback);
     expect(screen.queryByText("Custom Technical Keywords")).not.toBeInTheDocument();
   });
 });
diff --git a/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx b/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx
index 29dd3d9ea83..791fd1fcfbb 100644
--- a/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx
@@ -36,10 +36,11 @@ import ContextWindowEscalationConfig from "./ContextWindowEscalationConfig";
 import { Restricted, restrictedBy } from "./TierRestrictions";
 import { type TierSetAction, applyTierSetAction, setFallbackTier } from "./tier_set_actions";
 import {
-  REASONING_EFFORT_OPTIONS,
   ReasoningEffort,
   TierModelParamsByTier,
+  classifierEffortOptionsForModels,
   setTierModelReasoningEffort,
+  tierEffortOptionsForModels,
   tierRowLabel,
 } from "./complexity_router_tiers";
 import TierModelEffortRows from "./TierModelEffortRows";
@@ -124,6 +125,7 @@ export const CLASSIFICATION_RUBRIC_KEYS = Object.keys(CLASSIFICATION_RUBRIC_DESC
 export interface ClassifierLLMConfig {
   model: string;
   timeout_ms: number;
+  reasoning_effort?: ReasoningEffort;
   classification_rubric?: ClassificationRubric;
   system_prompt?: string;
 }
@@ -632,14 +634,8 @@ const ComplexityRouterConfig: React.FC<ComplexityRouterConfigProps> = ({
   const removeTierRow = (id: string) => dispatch({ kind: "remove", id });
   const exitToBuiltInTiers = () => dispatch({ kind: "restore" });
 
-  // An absent list means the proxy does not send the field yet, so every level is offered as before.
-  // An empty list is the group's own answer that its deployments share no level, and is left empty.
-  const effortOptionsByModel: Record<string, string[]> = Object.fromEntries(
-    modelInfo.map((model) => [
-      model.model_group,
-      model.supported_reasoning_efforts ?? (model.supports_reasoning ? [...REASONING_EFFORT_OPTIONS] : []),
-    ]),
-  );
+  const tierEffortOptionsByModel = tierEffortOptionsForModels(modelInfo);
+  const classifierEffortOptionsByModel = classifierEffortOptionsForModels(modelInfo);
 
   // Embedding models can't serve a chat-completion role, so they're excluded here.
   const modelOptions = modelInfo
@@ -746,7 +742,7 @@ const ComplexityRouterConfig: React.FC<ComplexityRouterConfigProps> = ({
                   <TierModelEffortRows
                     tierLabel={label}
                     models={row.models}
-                    effortOptionsByModel={effortOptionsByModel}
+                    effortOptionsByModel={tierEffortOptionsByModel}
                     paramsByModel={row.params}
                     onEffortChange={(model, effort) => handleTierModelEffortChange(row.id, model, effort)}
                   />
@@ -818,6 +814,7 @@ const ComplexityRouterConfig: React.FC<ComplexityRouterConfigProps> = ({
                 value={value}
                 onChange={onChange}
                 modelOptions={modelOptions}
+                effortOptionsByModel={classifierEffortOptionsByModel}
                 customTechnicalKeywords={customTechnicalKeywords}
                 onCustomTechnicalKeywordsChange={onCustomTechnicalKeywordsChange}
                 showValidationErrors={showValidationErrors}
diff --git a/ui/litellm-dashboard/src/components/add_model/HeuristicScoringConfig.test.tsx b/ui/litellm-dashboard/src/components/add_model/HeuristicScoringConfig.test.tsx
index 329aef3f9d4..f5fb32bb654 100644
--- a/ui/litellm-dashboard/src/components/add_model/HeuristicScoringConfig.test.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/HeuristicScoringConfig.test.tsx
@@ -155,7 +155,11 @@ describe("HeuristicScoringConfig", () => {
 });
 
 describe("ClassificationMethodConfig scorer gating", () => {
-  const props = { onChange: vi.fn(), modelOptions: [{ value: "gpt-4o-mini", label: "gpt-4o-mini" }] };
+  const props = {
+    onChange: vi.fn(),
+    modelOptions: [{ value: "gpt-4o-mini", label: "gpt-4o-mini" }],
+    effortOptionsByModel: {},
+  };
   const withClassifier = (type: ClassifierType, fallback?: ClassifierFallback): ComplexityRouterConfigValue => ({
     ...BASE,
     classifier_type: type,
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 fc3fdaf39cd..c335beade91 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
@@ -19,11 +19,12 @@ import { all_admin_roles } from "@/utils/roles";
 import { type ModelWriteScope } from "@/utils/modelPermissions";
 import TeamDropdown from "../common_components/team_dropdown";
 import { type AddAutoRouterValues, handleAddAutoRouterSubmit } from "./handle_add_auto_router_submit";
-import { fetchAvailableModels } from "@/components/llm_calls/fetch_models";
+import { fetchAvailableModels, type ModelGroup } from "@/components/llm_calls/fetch_models";
 import { autoRouterListKey, fetchAllModelDeployments } from "@/app/(dashboard)/hooks/models/useModels";
 import ComplexityRouterConfig, {
   ComplexityRouterConfigValue,
   effectiveClassifierType,
+  usesLlmClassifier,
   DEFAULT_ADAPTIVE_WEIGHTS,
   DEFAULT_SESSION_AFFINITY,
   DEFAULT_DEPLOYMENT_AFFINITY,
@@ -37,6 +38,7 @@ import {
   buildComplexityRouterConfig,
   getKeywordTierRulesError,
   getClassifierModelError,
+  getClassifierReasoningEffortError,
   getMissingTiersError,
   getPlanModeTierError,
   getSemanticConfigError,
@@ -120,14 +122,21 @@ export const getSubmitBlockedReason = (
   config: ComplexityRouterConfigValue,
   keywordTierRules: KeywordTierRule[],
   referencedModelsParams: Parameters<typeof getReferencedModelsError>[0],
-  availability: ModelAvailability,
-): string | null =>
-  (config.custom_tier_set ? getCustomTierRowsError(config.custom_tier_set) : getTierLabelsError(config.tier_labels)) ??
-  getMissingTiersError(activeTierRows(config)) ??
-  getPlanModeTierError(config.plan_mode_min_tier, activeTierRows(config)) ??
-  getKeywordTierRulesError(keywordTierRules, activeTierRows(config)) ??
-  getClassifierModelError(config) ??
-  getReferencedModelsError(referencedModelsParams, availability);
+  ...capabilities: [availability: ModelAvailability, modelInfo?: readonly ModelGroup[]]
+): string | null => {
+  const [availability, modelInfo = []] = capabilities;
+  return (
+    (config.custom_tier_set
+      ? getCustomTierRowsError(config.custom_tier_set)
+      : getTierLabelsError(config.tier_labels)) ??
+    getMissingTiersError(activeTierRows(config)) ??
+    getPlanModeTierError(config.plan_mode_min_tier, activeTierRows(config)) ??
+    getKeywordTierRulesError(keywordTierRules, activeTierRows(config)) ??
+    getClassifierModelError(config) ??
+    getClassifierReasoningEffortError(config, modelInfo) ??
+    getReferencedModelsError(referencedModelsParams, availability)
+  );
+};
 
 const autoRouterSchema = (requiresTeamScope: boolean) =>
   z.object({
@@ -338,6 +347,7 @@ const AddAutoRouterTab: React.FC<AddAutoRouterTabProps> = ({
     keywordTierRules,
     referencedModelsParams,
     groupsOnlyAvailability,
+    modelInfo,
   );
 
   const complexityRouterConfigParams: BuildComplexityRouterConfigParams = {
@@ -390,6 +400,7 @@ const AddAutoRouterTab: React.FC<AddAutoRouterTabProps> = ({
         keywordTierRules,
         referencedModelsParams,
         groupsOnlyAvailability,
+        modelInfo,
       ) ?? getSemanticConfigError({ semanticMatchingEnabled, embeddingModel, keywordTierRules });
     if (blockedReason) {
       setShowValidationErrors(true);
@@ -462,6 +473,12 @@ const AddAutoRouterTab: React.FC<AddAutoRouterTabProps> = ({
       semanticMatchingEnabled,
       embeddingModel,
       defaultModel: resolveComplexityDefaultModel(complexityRouterConfig, complexityRouterConfig.default_model),
+      classifier: usesLlmClassifier(effectiveClassifierType(complexityRouterConfig))
+        ? {
+            model: complexityRouterConfig.classifier_llm_config?.model ?? "",
+            reasoningEffort: complexityRouterConfig.classifier_llm_config?.reasoning_effort,
+          }
+        : undefined,
     };
     const targets = buildAutoRouterTestTargets(testTargetParams);
 
diff --git a/ui/litellm-dashboard/src/components/add_model/auto_router_connection_test.test.tsx b/ui/litellm-dashboard/src/components/add_model/auto_router_connection_test.test.tsx
index 41fb773dc96..53eb0ae42f4 100644
--- a/ui/litellm-dashboard/src/components/add_model/auto_router_connection_test.test.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/auto_router_connection_test.test.tsx
@@ -17,6 +17,7 @@ const targets: AutoRouterTestTarget[] = [
   { labels: ["SIMPLE"], modelGroup: "gpt-4o-mini", mode: "chat" },
   { labels: ["MEDIUM", "COMPLEX"], modelGroup: "claude-sonnet-4", mode: "chat" },
   { labels: ["Embedding"], modelGroup: "voyage-3-5", mode: "embedding" },
+  { labels: ["Classifier"], modelGroup: "gpt-5-mini", mode: "chat", requestParams: { reasoning_effort: "low" } },
 ];
 
 describe("AutoRouterConnectionTest", () => {
@@ -30,11 +31,12 @@ describe("AutoRouterConnectionTest", () => {
 
     renderWithProviders(<AutoRouterConnectionTest accessToken="sk-test" targets={targets} />);
 
-    await waitFor(() => expect(mock).toHaveBeenCalledTimes(3));
+    await waitFor(() => expect(mock).toHaveBeenCalledTimes(4));
 
     expect(mock).toHaveBeenCalledWith("sk-test", "gpt-4o-mini", "chat");
     expect(mock).toHaveBeenCalledWith("sk-test", "claude-sonnet-4", "chat");
     expect(mock).toHaveBeenCalledWith("sk-test", "voyage-3-5", "embedding");
+    expect(mock).toHaveBeenCalledWith("sk-test", "gpt-5-mini", "chat", { reasoning_effort: "low" });
   });
 
   it("shows a success indicator per target when the routing probe passes", async () => {
@@ -43,7 +45,7 @@ describe("AutoRouterConnectionTest", () => {
 
     renderWithProviders(<AutoRouterConnectionTest accessToken="sk-test" targets={targets} />);
 
-    await waitFor(() => expect(screen.getAllByTestId("test-status-success")).toHaveLength(3));
+    await waitFor(() => expect(screen.getAllByTestId("test-status-success")).toHaveLength(4));
     expect(screen.queryByTestId("test-status-error")).not.toBeInTheDocument();
     expect(screen.getByText("MEDIUM, COMPLEX")).toBeInTheDocument();
   });
@@ -63,7 +65,7 @@ describe("AutoRouterConnectionTest", () => {
     expect(await screen.findByTestId("test-error-message")).toBeInTheDocument();
     expect(screen.getByTestId("test-error-message")).toHaveTextContent("invalid api key");
     expect(screen.getByTestId("test-error-message")).not.toHaveTextContent("litellm.AuthenticationError");
-    expect(screen.getAllByTestId("test-status-success")).toHaveLength(2);
+    expect(screen.getAllByTestId("test-status-success")).toHaveLength(3);
   });
 
   it("renders a non-litellm error string verbatim", async () => {
diff --git a/ui/litellm-dashboard/src/components/add_model/auto_router_connection_test.tsx b/ui/litellm-dashboard/src/components/add_model/auto_router_connection_test.tsx
index 874f83b370f..6ff9b8c8f83 100644
--- a/ui/litellm-dashboard/src/components/add_model/auto_router_connection_test.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/auto_router_connection_test.tsx
@@ -29,7 +29,9 @@ const AutoRouterConnectionTest: React.FC<AutoRouterConnectionTestProps> = ({
     const run = async () => {
       await Promise.all(
         targets.map(async (target, index) => {
-          const result = await testModelGroupConnection(accessToken, target.modelGroup, target.mode);
+          const result = target.requestParams
+            ? await testModelGroupConnection(accessToken, target.modelGroup, target.mode, target.requestParams)
+            : await testModelGroupConnection(accessToken, target.modelGroup, target.mode);
           if (cancelled) return;
           const cleaned: TargetResult =
             result.status === "error" ? { status: "error", error: cleanErrorMessage(result.error) } : result;
@@ -56,14 +58,14 @@ const AutoRouterConnectionTest: React.FC<AutoRouterConnectionTestProps> = ({
   return (
     <div className="space-y-3">
       <p className="mb-2 text-sm text-muted-foreground">
-        Each configured tier routes to a saved model group. Test Connection sends a minimal request through the proxy to
-        each one, exactly as the auto router would.
+        Test Connection sends a minimal request to every configured tier, classifier, default, and embedding model. The
+        classifier probe includes its reasoning effort override.
       </p>
       {targets.map((target, index) => {
         const result = results[index] ?? { status: "pending" };
         return (
           <div
-            key={`${target.modelGroup}-${target.mode}`}
+            key={`${target.labels.join("-")}-${target.modelGroup}-${target.mode}`}
             data-testid="auto-router-test-row"
             className="flex items-start gap-3 rounded-lg border p-3"
           >
diff --git a/ui/litellm-dashboard/src/components/add_model/build_auto_router_test_targets.test.ts b/ui/litellm-dashboard/src/components/add_model/build_auto_router_test_targets.test.ts
index 7c29ea53060..6eb1825710d 100644
--- a/ui/litellm-dashboard/src/components/add_model/build_auto_router_test_targets.test.ts
+++ b/ui/litellm-dashboard/src/components/add_model/build_auto_router_test_targets.test.ts
@@ -126,4 +126,32 @@ describe("buildAutoRouterTestTargets", () => {
     });
     expect(targets).toEqual([{ labels: ["SIMPLE"], modelGroup: "gpt-4o-mini", mode: "chat" }]);
   });
+
+  it("adds a distinct classifier probe with its reasoning effort", () => {
+    const targets = buildAutoRouterTestTargets({
+      tiers: tierEntries(["gpt-5-mini"]),
+      semanticMatchingEnabled: false,
+      embeddingModel: undefined,
+      classifier: { model: "gpt-5-mini", reasoningEffort: "low" },
+    });
+    expect(targets).toEqual([
+      { labels: ["SIMPLE"], modelGroup: "gpt-5-mini", mode: "chat" },
+      {
+        labels: ["Classifier"],
+        modelGroup: "gpt-5-mini",
+        mode: "chat",
+        requestParams: { reasoning_effort: "low" },
+      },
+    ]);
+  });
+
+  it("omits an empty classifier and omits params when the classifier uses provider defaults", () => {
+    const base = { tiers: tierEntries([]), semanticMatchingEnabled: false, embeddingModel: undefined };
+    const emptyClassifier = { ...base, classifier: { model: "   " } };
+    const providerDefaultClassifier = { ...base, classifier: { model: "gpt-5-mini" } };
+    expect(buildAutoRouterTestTargets(emptyClassifier)).toEqual([]);
+    expect(buildAutoRouterTestTargets(providerDefaultClassifier)).toEqual([
+      { labels: ["Classifier"], modelGroup: "gpt-5-mini", mode: "chat" },
+    ]);
+  });
 });
diff --git a/ui/litellm-dashboard/src/components/add_model/build_auto_router_test_targets.ts b/ui/litellm-dashboard/src/components/add_model/build_auto_router_test_targets.ts
index 70b92dbf8cc..295a3b7f400 100644
--- a/ui/litellm-dashboard/src/components/add_model/build_auto_router_test_targets.ts
+++ b/ui/litellm-dashboard/src/components/add_model/build_auto_router_test_targets.ts
@@ -4,6 +4,7 @@ export interface AutoRouterTestTarget {
   labels: string[];
   modelGroup: string;
   mode: AutoRouterTestMode;
+  requestParams?: Record<string, unknown>;
 }
 
 export interface BuildAutoRouterTestTargetsParams {
@@ -14,6 +15,7 @@ export interface BuildAutoRouterTestTargetsParams {
   /** The resolved default model - see resolveComplexityDefaultModel. A live fallback destination,
    * so it is probed even when no tier lists it. */
   defaultModel?: string;
+  classifier?: { model: string; reasoningEffort?: string };
 }
 
 export const buildAutoRouterTestTargets = ({
@@ -21,6 +23,7 @@ export const buildAutoRouterTestTargets = ({
   semanticMatchingEnabled,
   embeddingModel,
   defaultModel,
+  classifier,
 }: BuildAutoRouterTestTargetsParams): AutoRouterTestTarget[] => {
   const tieredByModel = tiers.reduce<Record<string, string[]>>((acc, [tier, models]) => {
     return models.reduce((tierAcc, rawModel) => {
@@ -50,5 +53,17 @@ export const buildAutoRouterTestTargets = ({
       ? [{ labels: ["Embedding"], modelGroup: embeddingModel.trim(), mode: "embedding" as const }]
       : [];
 
-  return [...tierTargets, ...embeddingTarget];
+  const classifierModel = classifier?.model.trim();
+  const classifierTarget: AutoRouterTestTarget[] = classifierModel
+    ? [
+        {
+          labels: ["Classifier"],
+          modelGroup: classifierModel,
+          mode: "chat",
+          ...(classifier?.reasoningEffort && { requestParams: { reasoning_effort: classifier.reasoningEffort } }),
+        },
+      ]
+    : [];
+
+  return [...tierTargets, ...embeddingTarget, ...classifierTarget];
 };
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 3ef55b9295d..53ab859baa0 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,
+  getClassifierReasoningEffortError,
   getMissingTiersError,
   hydrateCustomTierSet,
   getSemanticConfigError,
@@ -506,6 +507,19 @@ describe("classifier prompt and fallback", () => {
     expect(buildComplexityRouterConfig(llmParams)).not.toHaveProperty("classifier_fallback");
   });
 
+  it("keeps an explicit classifier reasoning effort", () => {
+    const config = buildComplexityRouterConfig({
+      ...llmParams,
+      classifierLlmConfig: { model: "haiku-classifier", timeout_ms: 400, reasoning_effort: "low" },
+    });
+    expect(config.classifier_llm_config?.reasoning_effort).toBe("low");
+  });
+
+  it("omits classifier reasoning effort when the provider default is selected", () => {
+    const config = buildComplexityRouterConfig(llmParams);
+    expect(config.classifier_llm_config).not.toHaveProperty("reasoning_effort");
+  });
+
   it("sends the chat preset the operator picked", () => {
     const config = buildComplexityRouterConfig({
       ...llmParams,
@@ -540,12 +554,16 @@ describe("classifier prompt and fallback", () => {
   });
 
   it("normalizeClassifierLlmConfig leaves a real prompt untouched and strips an empty one", () => {
-    expect(normalizeClassifierLlmConfig({ model: "m", timeout_ms: 1, system_prompt: "x" })).toEqual({
+    const customPromptConfig = { model: "m", timeout_ms: 1, reasoning_effort: "none" as const, system_prompt: "x" };
+    const emptyPromptConfig = { model: "m", timeout_ms: 1, system_prompt: "" };
+    const expectedCustomPromptConfig = {
       model: "m",
       timeout_ms: 1,
+      reasoning_effort: "none",
       system_prompt: "x",
-    });
-    expect(normalizeClassifierLlmConfig({ model: "m", timeout_ms: 1, system_prompt: "" })).toEqual({
+    };
+    expect(normalizeClassifierLlmConfig(customPromptConfig)).toEqual(expectedCustomPromptConfig);
+    expect(normalizeClassifierLlmConfig(emptyPromptConfig)).toEqual({
       model: "m",
       timeout_ms: 1,
     });
@@ -767,6 +785,26 @@ describe("getClassifierModelError", () => {
   });
 });
 
+describe("getClassifierReasoningEffortError", () => {
+  const classifier = {
+    classifier_type: "llm" as const,
+    classifier_llm_config: { model: "classifier", timeout_ms: 3000, reasoning_effort: "low" },
+  };
+
+  it.each([
+    [["low", "medium"], null],
+    [["medium", "high"], "low reasoning effort is not supported"],
+    [null, null],
+    [undefined, null],
+  ])("validates capability levels %o", (supportedReasoningEfforts, expectedError) => {
+    const error = getClassifierReasoningEffortError(classifier, [
+      { model_group: "classifier", supported_reasoning_efforts: supportedReasoningEfforts },
+    ]);
+    if (expectedError) expect(error).toContain(expectedError);
+    else expect(error).toBeNull();
+  });
+});
+
 describe("getKeywordTierRulesError orphaned tiers", () => {
   const rows = activeTierRows({ tiers });
 
@@ -944,11 +982,16 @@ describe("buildComplexityRouterConfig with an edited tier set", () => {
       classifierLlmConfig: {
         model: "gpt-4o-mini",
         timeout_ms: 3000,
+        reasoning_effort: "low",
         system_prompt: "replace the whole rubric",
         classification_rubric: "agentic",
       },
     });
-    expect(payload.classifier_llm_config).toEqual({ model: "gpt-4o-mini", timeout_ms: 3000 });
+    expect(payload.classifier_llm_config).toEqual({
+      model: "gpt-4o-mini",
+      timeout_ms: 3000,
+      reasoning_effort: "low",
+    });
   });
 
   it.each(
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 91e4fdb23b5..b8af55e8c8a 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
@@ -1,4 +1,5 @@
 import { KeywordTierRule } from "./KeywordTierRules";
+import type { ModelGroup } from "../llm_calls/fetch_models";
 import {
   type CustomTierSet,
   type TierRow,
@@ -55,12 +56,18 @@ import {
 export const normalizeClassifierLlmConfig = ({
   model,
   timeout_ms,
+  reasoning_effort,
   classification_rubric,
   system_prompt,
 }: ClassifierLLMConfig): ClassifierLLMConfig =>
   system_prompt?.trim()
-    ? { model, timeout_ms, system_prompt }
-    : { model, timeout_ms, ...(classification_rubric && { classification_rubric }) };
+    ? { model, timeout_ms, ...(reasoning_effort && { reasoning_effort }), system_prompt }
+    : {
+        model,
+        timeout_ms,
+        ...(reasoning_effort && { reasoning_effort }),
+        ...(classification_rubric && { classification_rubric }),
+      };
 
 interface ScorerKnobInputs {
   classifierType: ClassifierType;
@@ -268,6 +275,20 @@ export const getClassifierModelError = (
     : "Please select a classifier model, or switch back to Heuristic";
 };
 
+export const getClassifierReasoningEffortError = (
+  config: Pick<ComplexityRouterConfigValue, "custom_tier_set" | "classifier_type" | "classifier_llm_config">,
+  modelInfo: readonly ModelGroup[],
+): string | null => {
+  if (!usesLlmClassifier(effectiveClassifierType(config))) return null;
+  const classifierConfig = config.classifier_llm_config;
+  if (!classifierConfig?.model || !classifierConfig.reasoning_effort) return null;
+  const supported = modelInfo.find(
+    (model) => model.model_group === classifierConfig.model,
+  )?.supported_reasoning_efforts;
+  if (!Array.isArray(supported) || supported.includes(classifierConfig.reasoning_effort)) return null;
+  return `${classifierConfig.reasoning_effort} reasoning effort is not supported by every deployment in ${classifierConfig.model}. Choose Default or a supported value.`;
+};
+
 export const getSemanticConfigError = ({
   semanticMatchingEnabled,
   embeddingModel,
@@ -295,11 +316,15 @@ export const customTierWireFields = (
     tier_definitions: tierDefinitionsFromRows(rows),
     ...(fallback && { fallback_tier: activeTierName(fallback) }),
     classifier_type: "llm",
-    // Rebuilt from the two fields an edited tier set allows. The backend rejects system_prompt and
+    // Rebuilt from the fields an edited tier set allows. The backend rejects system_prompt and
     // classification_rubric beside tier_definitions, and both live inside this object rather than at
     // the top level the omit list covers. The opening instructions ride classification_prompt below.
     ...(classifierLlmConfig && {
-      classifier_llm_config: { model: classifierLlmConfig.model, timeout_ms: classifierLlmConfig.timeout_ms },
+      classifier_llm_config: {
+        model: classifierLlmConfig.model,
+        timeout_ms: classifierLlmConfig.timeout_ms,
+        ...(classifierLlmConfig.reasoning_effort && { reasoning_effort: classifierLlmConfig.reasoning_effort }),
+      },
     }),
     session_affinity: false,
     ...(classificationPrompt?.trim() && { classification_prompt: classificationPrompt.trim() }),
diff --git a/ui/litellm-dashboard/src/components/add_model/complexity_router_tiers.ts b/ui/litellm-dashboard/src/components/add_model/complexity_router_tiers.ts
index 8cdb730cfa6..eb58c94b789 100644
--- a/ui/litellm-dashboard/src/components/add_model/complexity_router_tiers.ts
+++ b/ui/litellm-dashboard/src/components/add_model/complexity_router_tiers.ts
@@ -1,4 +1,5 @@
 import type { ComplexityTier } from "./KeywordTierRules";
+import type { ModelGroup } from "@/components/llm_calls/fetch_models";
 import { TIER_ORDER } from "./tier_rows";
 
 export type TierModelParams = Record<string, unknown>;
@@ -18,6 +19,23 @@ export const REASONING_EFFORT_OPTIONS = ["none", "minimal", "low", "medium", "hi
  */
 export type ReasoningEffort = (typeof REASONING_EFFORT_OPTIONS)[number] | (string & {});
 
+export const tierEffortOptionsForModels = (modelInfo: ModelGroup[]): Record<string, string[]> =>
+  Object.fromEntries(
+    modelInfo.map((model) => [
+      model.model_group,
+      model.supported_reasoning_efforts ?? (model.supports_reasoning ? [...REASONING_EFFORT_OPTIONS] : []),
+    ]),
+  );
+
+/**
+ * Stricter than the tier variant on purpose: classifier overrides are new in this release, so an
+ * unknown capability list stays unknown instead of inventing provider levels.
+ */
+export const classifierEffortOptionsForModels = (
+  modelInfo: ModelGroup[],
+): Record<string, string[] | null | undefined> =>
+  Object.fromEntries(modelInfo.map((model) => [model.model_group, model.supported_reasoning_efforts]));
+
 const asRecord = (raw: unknown): Record<string, unknown> | undefined =>
   typeof raw === "object" && raw !== null && !Array.isArray(raw) ? (raw as Record<string, unknown>) : undefined;
 
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 01198bcc118..f24f3033901 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
@@ -16,7 +16,7 @@ const storedCustomConfig = (overrides: Record<string, unknown> = {}) => ({
   ],
   fallback_tier: "CASUAL",
   classifier_type: "llm",
-  classifier_llm_config: { model: "gpt-4o-mini", timeout_ms: 3000 },
+  classifier_llm_config: { model: "gpt-4o-mini", timeout_ms: 3000, reasoning_effort: "low" },
   ...overrides,
 });
 
@@ -111,7 +111,7 @@ describe("buildUpdatedComplexityRouterConfig keyword matching", () => {
 const STORED_LLM = {
   tiers: { SIMPLE: ["gpt-4o-mini"], MEDIUM: [], COMPLEX: [], REASONING: [] },
   classifier_type: "llm",
-  classifier_llm_config: { model: "gpt-4o-mini", timeout_ms: 3000 },
+  classifier_llm_config: { model: "gpt-4o-mini", timeout_ms: 3000, reasoning_effort: "low" },
   classifier_context_window_size: 5,
   classifier_context_per_turn_chars: 300,
 };
@@ -522,7 +522,7 @@ describe("managed keys survive an untouched open-and-save", () => {
     tier_labels: { SIMPLE: "Cheap" },
     classifier_type: "heuristic_first",
     heuristic_first_max_tier: "SIMPLE",
-    classifier_llm_config: { model: "gpt-4o-mini", timeout_ms: 3000 },
+    classifier_llm_config: { model: "gpt-4o-mini", timeout_ms: 3000, reasoning_effort: "low" },
     classifier_context_window_size: 5,
     classifier_context_budget_chars: 4000,
     classifier_context_include_assistant_turns: true,
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 442e1ec6039..54766df93ec 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
@@ -28,6 +28,7 @@ import {
   type BuildComplexityRouterConfigParams,
   buildComplexityRouterConfig,
   getClassifierModelError,
+  getClassifierReasoningEffortError,
   getKeywordTierRulesError,
   getMissingTiersError,
   getSemanticConfigError,
@@ -560,6 +561,12 @@ const EditAutoRouterModal: React.FC<EditAutoRouterModalProps> = ({
         toast.fromError(classifierError);
         return;
       }
+      const classifierEffortError = getClassifierReasoningEffortError(complexityRouterConfig, modelInfo);
+      if (classifierEffortError) {
+        setShowValidationErrors(true);
+        toast.fromError(classifierEffortError);
+        return;
+      }
       // Same guards the create form applies (add_auto_router_tab.tsx). The backend rejects a
       // keyword rule with no keyword, and semantic_keyword_matching without an embedding model
       // or keyword rules (complexity_router/config.py), so without these a save fails as a raw
diff --git a/ui/litellm-dashboard/src/components/llm_calls/fetch_models.test.tsx b/ui/litellm-dashboard/src/components/llm_calls/fetch_models.test.tsx
index 998924ce36d..3cb15dc3144 100644
--- a/ui/litellm-dashboard/src/components/llm_calls/fetch_models.test.tsx
+++ b/ui/litellm-dashboard/src/components/llm_calls/fetch_models.test.tsx
@@ -52,6 +52,24 @@ describe("fetchAvailableModels", () => {
     ]);
   });
 
+  it("preserves absent, unknown, empty, and explicit effort capability states", async () => {
+    modelHubCallMock.mockResolvedValue({
+      data: [
+        { model_group: "absent", supports_reasoning: true },
+        { model_group: "unknown", supports_reasoning: true, supported_reasoning_efforts: null },
+        { model_group: "empty", supports_reasoning: true, supported_reasoning_efforts: [] },
+        { model_group: "known", supports_reasoning: true, supported_reasoning_efforts: ["low"] },
+      ],
+    });
+
+    expect(await fetchAvailableModels("token")).toEqual([
+      { model_group: "absent", supports_reasoning: true },
+      { model_group: "empty", supports_reasoning: true, supported_reasoning_efforts: [] },
+      { model_group: "known", supports_reasoning: true, supported_reasoning_efforts: ["low"] },
+      { model_group: "unknown", supports_reasoning: true, supported_reasoning_efforts: null },
+    ]);
+  });
+
   it.each([
     ["an error payload in place of the list", { data: { error: "no access" } }],
     ["a missing data key", {}],
diff --git a/ui/litellm-dashboard/src/components/llm_calls/fetch_models.tsx b/ui/litellm-dashboard/src/components/llm_calls/fetch_models.tsx
index 1f812cf0377..a25055703bf 100644
--- a/ui/litellm-dashboard/src/components/llm_calls/fetch_models.tsx
+++ b/ui/litellm-dashboard/src/components/llm_calls/fetch_models.tsx
@@ -7,7 +7,7 @@ export interface ModelGroup {
   model_group: string;
   mode?: string;
   supports_reasoning?: boolean;
-  supported_reasoning_efforts?: string[];
+  supported_reasoning_efforts?: string[] | null;
 }
 
 interface AvailableModel {
@@ -25,7 +25,9 @@ const toModelGroup = (item: AvailableModel): ModelGroup => {
     model_group: groupName,
     ...(item.mode && { mode: item.mode }),
     ...(item.supports_reasoning === true && { supports_reasoning: true }),
-    ...(item.supported_reasoning_efforts && { supported_reasoning_efforts: item.supported_reasoning_efforts }),
+    ...(item.supported_reasoning_efforts !== undefined && {
+      supported_reasoning_efforts: item.supported_reasoning_efforts,
+    }),
   };
 };
 
diff --git a/ui/litellm-dashboard/src/components/networking.test.ts b/ui/litellm-dashboard/src/components/networking.test.ts
index 71296bc1dfd..335a5f8b816 100644
--- a/ui/litellm-dashboard/src/components/networking.test.ts
+++ b/ui/litellm-dashboard/src/components/networking.test.ts
@@ -617,6 +617,15 @@ describe("buildModelGroupTestRequest", () => {
     expect(path).toBe("/v1/embeddings");
     expect(body).toEqual({ model: "text-embedding-3-small", input: "test from litellm" });
   });
+
+  it("adds classifier request parameters to a chat probe", () => {
+    const { body } = Networking.buildModelGroupTestRequest("gpt-5-mini", "chat", { reasoning_effort: "low" });
+    expect(body).toEqual({
+      model: "gpt-5-mini",
+      messages: [{ role: "user", content: "test from litellm" }],
+      reasoning_effort: "low",
+    });
+  });
 });
 
 describe("testMCPToolsListRequest auth headers", () => {
diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx
index eaffa2b4802..a01d52fc865 100644
--- a/ui/litellm-dashboard/src/components/networking.tsx
+++ b/ui/litellm-dashboard/src/components/networking.tsx
@@ -2381,20 +2381,22 @@ export type ModelGroupConnectionResult = { status: "success" } | { status: "erro
 export const buildModelGroupTestRequest = (
   modelGroup: string,
   mode: "chat" | "embedding",
+  requestParams: Record<string, unknown> = {},
 ): { path: string; body: Record<string, unknown> } =>
   mode === "embedding"
     ? { path: "/v1/embeddings", body: { model: modelGroup, input: "test from litellm" } }
     : {
         path: "/v1/chat/completions",
-        body: { model: modelGroup, messages: [{ role: "user", content: "test from litellm" }] },
+        body: { ...requestParams, model: modelGroup, messages: [{ role: "user", content: "test from litellm" }] },
       };
 
 export const testModelGroupConnection = async (
   accessToken: string,
   modelGroup: string,
   mode: "chat" | "embedding",
+  requestParams?: Record<string, unknown>,
 ): Promise<ModelGroupConnectionResult> => {
-  const { path, body } = buildModelGroupTestRequest(modelGroup, mode);
+  const { path, body } = buildModelGroupTestRequest(modelGroup, mode, requestParams);
   try {
     await apiClient.post(path, { accessToken, body });
     return { status: "success" };
diff --git a/ui/litellm-dashboard/src/lib/http/schema.d.ts b/ui/litellm-dashboard/src/lib/http/schema.d.ts
index b0f8e618645..3a4e013b684 100644
--- a/ui/litellm-dashboard/src/lib/http/schema.d.ts
+++ b/ui/litellm-dashboard/src/lib/http/schema.d.ts
@@ -25211,6 +25211,11 @@ export interface components {
              * @description Model name (from the router's model_list) to call for classification
              */
             model: string;
+            /**
+             * Reasoning Effort
+             * @description Reasoning effort override for classifier calls. Leave unset to use the classifier deployment or provider default.
+             */
+            reasoning_effort?: ("none" | "minimal" | "low" | "medium" | "high" | "xhigh" | "max") | null;
             /**
              * System Prompt
              * @description Replaces the built-in complexity rubric as the classifier's entire system role. When set, neither the default rubric nor the context-window closing line is appended, so the prompt owns the whole taxonomy and the tier names SIMPLE/MEDIUM/COMPLEX/REASONING become whatever buckets it defines: a prompt that classifies data sensitivity routes on that instead of on difficulty. Two consequences of full replacement. The default rubric's closing paragraph is the classifier's prompt-injection defense, telling it that the caller's quoted system prompt and prior turns are material to judge and never instructions; a replacement that omits it lets a caller ask for a tier and get it. And the heuristic fallback still scores complexity, so a router on some other taxonomy wants classifier_fallback='default_model'. Leave unset for the built-in rubric. Only applies when classifier_type is 'llm'.

From 342e4470c48ffa81cf3227d3e3095d6dda8b56ed Mon Sep 17 00:00:00 2001
From: yuneng-jiang <yuneng@berri.ai>
Date: Thu, 3 Sep 2026 09:47:45 -0700
Subject: [PATCH 7/9] fix(ui): replace the key detail URL entry when a virtual
 key is rotated (#39471)

Regenerating a key repointed ?key= at the rotated hash with a pushed history
entry, so pressing the browser Back button landed on the hash that had just
been revoked. /key/info answers 404 for it and the page shows "Key not found
in database".

The rotated hash now replaces the current entry instead of pushing a new one,
so Back from a just-regenerated key returns to the key list. Opening a key
from the table still pushes, so Back from a normally opened key is unchanged.
---
 .../src/components/VirtualKeysPage/VirtualKeysTable.test.tsx  | 4 ++++
 .../src/components/VirtualKeysPage/VirtualKeysTable.tsx       | 2 +-
 2 files changed, 5 insertions(+), 1 deletion(-)

diff --git a/ui/litellm-dashboard/src/components/VirtualKeysPage/VirtualKeysTable.test.tsx b/ui/litellm-dashboard/src/components/VirtualKeysPage/VirtualKeysTable.test.tsx
index 93f860333d8..c69662b69dc 100644
--- a/ui/litellm-dashboard/src/components/VirtualKeysPage/VirtualKeysTable.test.tsx
+++ b/ui/litellm-dashboard/src/components/VirtualKeysPage/VirtualKeysTable.test.tsx
@@ -182,6 +182,8 @@ const lastSearchParam = (onUrlUpdate: Mock<OnUrlUpdateFunction>, name: string) =
 
 const lastKeyParam = (onUrlUpdate: Mock<OnUrlUpdateFunction>) => lastSearchParam(onUrlUpdate, "key");
 
+const lastHistoryMode = (onUrlUpdate: Mock<OnUrlUpdateFunction>) => onUrlUpdate.mock.calls.at(-1)?.[0].options.history;
+
 beforeEach(() => {
   vi.clearAllMocks();
 
@@ -377,6 +379,7 @@ it("clicking the key cell deep-links via ?key=", async () => {
   await waitFor(() => {
     expect(lastKeyParam(onUrlUpdate)).toBe(mockKey.token);
   });
+  expect(lastHistoryMode(onUrlUpdate)).toBe("push");
 });
 
 it("renders KeyInfoView when the URL has ?key= for a key on the current page, without refetching it", async () => {
@@ -417,6 +420,7 @@ it("repoints ?key= to the rotated hash once the regenerate dialog is dismissed",
   await waitFor(() => {
     expect(lastKeyParam(onUrlUpdate)).toBe("rotated-hash-456");
   });
+  expect(lastHistoryMode(onUrlUpdate)).toBe("replace");
 });
 
 it("fetches the key by id when the URL has ?key= for a key not in the loaded page", async () => {
diff --git a/ui/litellm-dashboard/src/components/VirtualKeysPage/VirtualKeysTable.tsx b/ui/litellm-dashboard/src/components/VirtualKeysPage/VirtualKeysTable.tsx
index 8ec8b6d0c3f..c424966a0a3 100644
--- a/ui/litellm-dashboard/src/components/VirtualKeysPage/VirtualKeysTable.tsx
+++ b/ui/litellm-dashboard/src/components/VirtualKeysPage/VirtualKeysTable.tsx
@@ -217,7 +217,7 @@ export function VirtualKeysTable({ headerActions }: VirtualKeysTableProps) {
     (updated: Partial<KeyResponse>) => {
       const rotatedToken = updated.token ?? updated.token_id;
       if (!rotatedToken || rotatedToken === selectedKeyId) return;
-      void setSelectedKeyId(rotatedToken);
+      void setSelectedKeyId(rotatedToken, { history: "replace" });
       void refetch();
     },
     [refetch, selectedKeyId, setSelectedKeyId],

From c70e4857fae0a9e9b0deb2aeeaf534e1136cef3a Mon Sep 17 00:00:00 2001
From: Yuneng Jiang <yuneng@berri.ai>
Date: Thu, 3 Sep 2026 09:53:30 -0700
Subject: [PATCH 8/9] test(timeout): time out against the local fake endpoint
 instead of api.openai.com

test_router_timeout, test_timeout_streaming and test_openai_embedding_timeouts
asked api.openai.com for a response in 10 to 100 microseconds and asserted the
resulting exception was a timeout. No connect can finish in that window, so
socket.create_connection always walked the whole address list, and because it
re-raises only the LAST address's error, the assertion was decided by the order
getaddrinfo happened to return.

api.openai.com is dual-stack and the CI container has no usable IPv6, so a
trailing AAAA record made the last attempt fail with an OSError. httpcore maps
socket.timeout to ConnectTimeout but OSError to ConnectError, so the expected
APITimeoutError arrived as APIConnectionError and the job went red. The three
tests were really measuring DNS ordering, not litellm.

Point them at the fake OpenAI endpoint the suite already runs, ask for the
slow-endpoint model it already delays on, and give them a timeout comfortably
under that delay. The embeddings route did not honour slow-endpoint yet, so it
now delays the same way chat and text completions already do.

Each test also gained a failure on the success path. Without it a request that
returned instead of timing out fell out of the try block and the test passed on
a result it was written to reject.
---
 tests/_fake_openai_endpoint_server.py | 5 ++++-
 tests/local_testing/test_embedding.py | 8 ++++++--
 tests/local_testing/test_router.py    | 7 ++++---
 tests/local_testing/test_timeout.py   | 8 ++++++--
 4 files changed, 20 insertions(+), 8 deletions(-)

diff --git a/tests/_fake_openai_endpoint_server.py b/tests/_fake_openai_endpoint_server.py
index ac83e74b66a..d3af31aeef5 100644
--- a/tests/_fake_openai_endpoint_server.py
+++ b/tests/_fake_openai_endpoint_server.py
@@ -207,13 +207,16 @@ async def completions(request: Request) -> Response:
 
 async def embeddings(request: Request) -> Response:
     body = await _parse_body(request)
+    model = _requested_model(body)
+    if model == _SLOW_MODEL:
+        await asyncio.sleep(_SLOW_RESPONSE_SECONDS)
     raw_input = body.get("input", "")
     count = len(raw_input) if isinstance(raw_input, list) else 1
     return JSONResponse(
         {
             "object": "list",
             "data": [{"object": "embedding", "index": i, "embedding": [0.0] * 1536} for i in range(max(count, 1))],
-            "model": _requested_model(body),
+            "model": model,
             "usage": {"prompt_tokens": 5, "total_tokens": 5},
         }
     )
diff --git a/tests/local_testing/test_embedding.py b/tests/local_testing/test_embedding.py
index ee2ac14f498..c119334da6f 100644
--- a/tests/local_testing/test_embedding.py
+++ b/tests/local_testing/test_embedding.py
@@ -15,6 +15,7 @@ from unittest.mock import AsyncMock, MagicMock, patch
 
 import litellm
 from litellm import completion, completion_cost, embedding
+from tests.fake_openai_endpoint import FAKE_OPENAI_API_BASE
 
 litellm.set_verbose = False
 
@@ -269,11 +270,14 @@ def test_openai_azure_embedding_timeouts():
 def test_openai_embedding_timeouts():
     try:
         response = embedding(
-            model="text-embedding-ada-002",
+            model="openai/slow-endpoint",
             input=["good morning from litellm"],
-            timeout=0.00001,
+            api_base=FAKE_OPENAI_API_BASE,
+            api_key="fake-key",
+            timeout=0.5,
         )
         print(response)
+        pytest.fail("Expected timeout error, the request returned instead")
     except openai.APITimeoutError:
         print("Good job got OpenAI timeout error!")
         pass
diff --git a/tests/local_testing/test_router.py b/tests/local_testing/test_router.py
index c714bb4f9a7..bd0a9bf8df4 100644
--- a/tests/local_testing/test_router.py
+++ b/tests/local_testing/test_router.py
@@ -1552,8 +1552,9 @@ def test_router_timeout():
         {
             "model_name": "gpt-3.5-turbo",
             "litellm_params": {
-                "model": "gpt-3.5-turbo",
-                "api_key": "os.environ/OPENAI_API_KEY",
+                "model": "openai/slow-endpoint",
+                "api_base": FAKE_OPENAI_API_BASE,
+                "api_key": "fake-key",
             },
         }
     ]
@@ -1562,7 +1563,7 @@ def test_router_timeout():
     start_time = time.time()
     try:
         res = router.completion(
-            model="gpt-3.5-turbo", messages=messages, timeout=0.0001
+            model="gpt-3.5-turbo", messages=messages, timeout=0.5
         )
         print(res)
         pytest.fail("this should have timed out")
diff --git a/tests/local_testing/test_timeout.py b/tests/local_testing/test_timeout.py
index 66054a0930a..784e2c73cd7 100644
--- a/tests/local_testing/test_timeout.py
+++ b/tests/local_testing/test_timeout.py
@@ -12,6 +12,7 @@ import openai
 import pytest
 
 import litellm
+from tests.fake_openai_endpoint import FAKE_OPENAI_API_BASE
 
 
 @pytest.mark.parametrize(
@@ -216,13 +217,16 @@ def test_timeout_streaming():
     litellm.set_verbose = False
     try:
         response = litellm.completion(
-            model="gpt-3.5-turbo",
+            model="openai/slow-endpoint",
             messages=[{"role": "user", "content": "hello, write a 20 pg essay"}],
-            timeout=0.0001,
+            api_base=FAKE_OPENAI_API_BASE,
+            api_key="fake-key",
+            timeout=0.5,
             stream=True,
         )
         for chunk in response:
             print(chunk)
+        pytest.fail("Did not raise error `openai.APITimeoutError`. The stream completed instead")
     except openai.APITimeoutError as e:
         print(
             "Passed: Raised correct exception. Got openai.APITimeoutError\nGood Job", e

From 2c30fe16b0c192fabde99c49bd6d779b46f8d1b1 Mon Sep 17 00:00:00 2001
From: yujonglee <yujong@berri.ai>
Date: Thu, 3 Sep 2026 10:16:35 -0700
Subject: [PATCH 9/9] Merge pull request #38765 from
 BerriAI/litellm_ocr_sdk_parity_tests

test(harness): add OCR parity with migration strategy runners
---
 .github/ci-coverage-allowlist.yml             |    5 +
 litellm-rust/Cargo.toml                       |    2 +-
 .../providers/azure_ai/ocr/transformation.rs  |  146 +-
 .../crates/python-bridge/src/errors.rs        |   38 +
 .../crates/python-bridge/src/routes/ocr.rs    |    4 +-
 pyproject.toml                                |    2 +
 tests/code_coverage_tests/liccheck.ini        |    1 +
 tests/rust-python-harness/README.md           |  197 +--
 tests/rust-python-harness/catalog.py          |  128 +-
 tests/rust-python-harness/cli.py              |   40 +-
 .../e2e_fuzz_tests/README.md                  |    3 -
 .../e2e_fuzz_tests/strategy.json              |   14 -
 .../shared/parity/README.md                   |   91 ++
 .../shared/parity/__init__.py                 |    3 +
 .../shared/parity/compare.py                  |   80 +
 .../shared/parity/fixture_models.py           |   64 +
 .../shared/parity/fixtures/__init__.py        |    1 +
 .../shared/parity/fixtures/cassette.py        |  147 ++
 .../shared/parity/fixtures/cli.py             |   34 +
 .../shared/parity/fixtures/inputs.py          |   22 +
 .../shared/parity/fixtures/media.py           |  225 +++
 .../shared/parity/fixtures/pipeline.py        |  198 +++
 .../shared/parity/fixtures/pytest_support.py  |   66 +
 .../shared/parity/fixtures/recording.py       |  267 ++++
 .../shared/parity/fixtures/store.py           |  126 ++
 .../shared/parity/fixtures/test_cassette.py   |   95 ++
 .../shared/parity/fixtures/test_inputs.py     |   20 +
 .../shared/parity/fixtures/test_media.py      |   27 +
 .../shared/parity/fixtures/test_pipeline.py   |  191 +++
 .../shared/parity/fixtures/test_recording.py  |  574 +++++++
 .../rust-python-harness/shared/parity/http.py |   54 +
 .../shared/parity/inprocess.py                |   47 +
 .../shared/parity/models.py                   |  145 ++
 .../shared/parity/recorded_http.py            |   63 +
 .../shared/parity/replay.py                   |  147 ++
 .../shared/parity/runner.py                   |  198 +++
 .../shared/parity/stream.py                   |  177 +++
 .../shared/parity/test_parity.py              |  190 +++
 .../shared/parity/test_stream.py              |  344 ++++
 .../shared/reporting/__init__.py              |    0
 .../{ => shared/reporting}/models.py          |   13 +-
 .../shared/reporting/orchestration.py         |   65 +
 .../reporting/pytest_runner.py}               |   14 +-
 .../shared/reporting/test_orchestration.py    |   47 +
 .../{ => shared/reporting}/ui.py              |   34 +-
 .../shared/tracing/__init__.py                |    0
 .../shared/tracing/compare.py                 |   57 +
 .../shared/tracing/test_compare.py            |   33 +
 .../strategies/e2e_parity/README.md           |    5 +
 .../strategies/e2e_parity/__init__.py         |    0
 .../strategies/e2e_parity/gateway/__init__.py |    0
 .../strategies/e2e_parity/runner.py           |   26 +
 .../strategies/e2e_parity/sdk/__init__.py     |    0
 .../sdk/chat_completions/__init__.py          |    0
 .../e2e_parity/sdk/messages/__init__.py       |    0
 .../strategies/e2e_parity/sdk/ocr/__init__.py |    0
 .../strategies/e2e_parity/sdk/ocr/conftest.py |   43 +
 .../e2e_parity/sdk/ocr/fixtures/README.md     |   49 +
 .../e2e_parity/sdk/ocr/fixtures/__init__.py   |    1 +
 .../e2e_parity/sdk/ocr/fixtures/azure.py      |  207 +++
 .../e2e_parity/sdk/ocr/fixtures/base.py       |   48 +
 .../e2e_parity/sdk/ocr/fixtures/common.py     |  101 ++
 .../e2e_parity/sdk/ocr/fixtures/config.py     |   13 +
 ...2f2996578fff02d93ec3011031ce2b4c511fc.yaml |   68 +
 ...c7ded7fea981215a478a12d8636eff8eb1157.yaml |   60 +
 ...b119bced6537f45cf08b27cbec08bb8f45951.yaml |   69 +
 ...f46da887570de720a142e9df297bdd280608d.yaml |   85 +
 ...625aa688e6cbd69e01f94d1f3205ef41ab830.yaml |   68 +
 ...01606b7039583f55a0f85bfe38c7c15712adf.yaml |   67 +
 ...da532390140ade4e10b5bb07570ca7b372499.yaml |   82 +
 ...598ef9e6df1813bee21137e88bcc14ce7a473.yaml |   92 ++
 ...358dc7c9b0eafc64e7e2516d46e290fc93092.yaml |   83 +
 ...57cd562048fc6a993cba093fe86a8937d104b.yaml |   68 +
 ...e88e27651580bac1e145ad352728b1a0acd31.yaml |   68 +
 ...8047b28006b5cbd4486d54c6fe89070e7a671.yaml |   68 +
 ...d77447359bba8c29d6b31e650255298271d47.yaml |   67 +
 ...3bba41a29b707d0cfafd74986e6ad8c2ed900.yaml |   68 +
 ...b3b7dc37c5bf5dfd47e873c4cc695d6d7461f.yaml |   68 +
 ...689c3583b09694a7ac086e4707be49b35eb06.yaml |   83 +
 ...ae74dd363ddda0d6677155afbd145d0dc3c36.yaml |   68 +
 ...6ab165f1866eb074a8c079273eef5df512985.yaml |  105 ++
 ...030105ad107ae3400532b20ad70ebbd021954.yaml |   70 +
 ...7e201dfb9ac31de66094734ef38c288293625.yaml |   39 +
 ...37e51b7e915b96a85e4ce8dfc41ba5f7f11df.yaml |   70 +
 ...7e3b8fdbfe1fb5a9818a2fe47f02c2aad0fac.yaml |   69 +
 ...7398c1c26cf1fb8f134b1326e79bd3d487c41.yaml |   72 +
 ...0c95f731a0913d223fbe1780bbaaef1ecd835.yaml |   83 +
 ...e4239015b9b44376ce49c921f8fc057fb9c6a.yaml |   70 +
 ...653fe30bde512da747d2fd8e78759ccdc9b90.yaml |   70 +
 ...b98a3a0d251a27c3bb80178580a711c111e94.yaml |  100 ++
 ...3999653d141626ca1eadfdb47fc20d645b9d5.yaml |   72 +
 ...84da6aa7892f8cdd4f22158ba4c700dbe8a81.yaml |   39 +
 ...e92b04e51b1ea8b74eaa4a4382a01154b5f5a.yaml |   71 +
 ...97f703d67d234593ac188f948142190fdf06d.yaml |   69 +
 .../e2e_parity/sdk/ocr/fixtures/migrate.py    |   63 +
 .../e2e_parity/sdk/ocr/fixtures/mistral.py    |  259 +++
 .../e2e_parity/sdk/ocr/fixtures/models.py     |   71 +
 .../e2e_parity/sdk/ocr/fixtures/record.py     |   75 +
 .../e2e_parity/sdk/ocr/fixtures/reducto.py    |  440 ++++++
 .../e2e_parity/sdk/ocr/fixtures/vertex.py     |  148 ++
 .../e2e_parity/sdk/ocr/test_fixture_models.py | 1388 +++++++++++++++++
 .../e2e_parity/sdk/ocr/test_fixture_store.py  |   85 +
 .../sdk/ocr/test_record_fixtures.py           |  366 +++++
 .../e2e_parity/sdk/ocr/test_sdk_parity.py     |  456 ++++++
 .../e2e_parity/sdk/responses/__init__.py      |    0
 .../strategies/e2e_parity/strategy.json       |   50 +
 .../existing_e2e_test_sdk/README.md           |    0
 .../existing_e2e_test_sdk/__init__.py         |    0
 .../existing_e2e_test_sdk/runner.py           |   26 +
 .../existing_e2e_test_sdk/strategy.json       |    0
 .../strategies/trace_parity/README.md         |    5 +
 .../strategies/trace_parity/__init__.py       |    0
 .../trace_parity/gateway/__init__.py          |    0
 .../strategies/trace_parity/runner.py         |   26 +
 .../strategies/trace_parity/sdk/__init__.py   |    0
 .../strategies/trace_parity/strategy.json     |   33 +
 .../strategies/unit_tests/README.md           |    7 +
 .../ledgers/ocr/ocr_test_ledger.json          | 1243 +++------------
 .../unit_tests/mapping_validator.py           |   72 +
 .../strategies/unit_tests/python_runner.py    |  186 +++
 .../strategies/unit_tests/runner.py           |   91 ++
 .../strategies/unit_tests/rust_runner.py      |   40 +
 .../strategies/unit_tests/strategy.json       |   32 +
 .../unit_tests/test_mapping_validator.py      |   38 +
 .../unit_tests/test_python_runner.py          |   53 +
 .../strategies/unit_tests/test_runner.py      |   59 +
 .../strategies/unit_tests/test_rust_runner.py |   27 +
 .../unit_tests_rust/README.md                 |    3 -
 .../unit_tests_rust/strategy.json             |   14 -
 .../validate_sub_methods/README.md            |    3 -
 .../validate_sub_methods/strategy.json        |   14 -
 .../rust_bridge/native_route_wheel_test.py    |    2 +-
 tests/test_rust_python_harness.py             |   81 +-
 uv.lock                                       |  117 +-
 134 files changed, 11383 insertions(+), 1353 deletions(-)
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 create mode 100644 tests/rust-python-harness/shared/parity/compare.py
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 create mode 100644 tests/rust-python-harness/shared/parity/fixtures/media.py
 create mode 100644 tests/rust-python-harness/shared/parity/fixtures/pipeline.py
 create mode 100644 tests/rust-python-harness/shared/parity/fixtures/pytest_support.py
 create mode 100644 tests/rust-python-harness/shared/parity/fixtures/recording.py
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 create mode 100644 tests/rust-python-harness/shared/parity/fixtures/test_cassette.py
 create mode 100644 tests/rust-python-harness/shared/parity/fixtures/test_inputs.py
 create mode 100644 tests/rust-python-harness/shared/parity/fixtures/test_media.py
 create mode 100644 tests/rust-python-harness/shared/parity/fixtures/test_pipeline.py
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 create mode 100644 tests/rust-python-harness/shared/parity/http.py
 create mode 100644 tests/rust-python-harness/shared/parity/inprocess.py
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 create mode 100644 tests/rust-python-harness/shared/reporting/orchestration.py
 rename tests/rust-python-harness/{runner.py => shared/reporting/pytest_runner.py} (89%)
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 rename tests/rust-python-harness/{ => shared/reporting}/ui.py (89%)
 create mode 100644 tests/rust-python-harness/shared/tracing/__init__.py
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 create mode 100644 tests/rust-python-harness/strategies/e2e_parity/README.md
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 create mode 100644 tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/__init__.py
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 create mode 100644 tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/997cd381eb3019b71086e4fdab1b98a3a0d251a27c3bb80178580a711c111e94.yaml
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 create mode 100644 tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/f847dae1a1f6c3777ce3b65421a97f703d67d234593ac188f948142190fdf06d.yaml
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 create mode 100644 tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/record.py
 create mode 100644 tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/reducto.py
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 create mode 100644 tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/test_record_fixtures.py
 create mode 100644 tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/test_sdk_parity.py
 create mode 100644 tests/rust-python-harness/strategies/e2e_parity/sdk/responses/__init__.py
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 delete mode 100644 tests/rust-python-harness/unit_tests_rust/README.md
 delete mode 100644 tests/rust-python-harness/unit_tests_rust/strategy.json
 delete mode 100644 tests/rust-python-harness/validate_sub_methods/README.md
 delete mode 100644 tests/rust-python-harness/validate_sub_methods/strategy.json

diff --git a/.github/ci-coverage-allowlist.yml b/.github/ci-coverage-allowlist.yml
index f7a785b3b80..32232de381c 100644
--- a/.github/ci-coverage-allowlist.yml
+++ b/.github/ci-coverage-allowlist.yml
@@ -4,6 +4,11 @@ description: >-
   by a job nor listed here, so every entry below is a decision on the record.
 
 test_paths:
+  - reason: >-
+      The Rust/Python parity harness is run manually through its local CLI. Recorded replay,
+      fixture generation, and harness checks are intentionally outside pull request CI
+    paths:
+      - tests/rust-python-harness
   - reason: >-
       What is left of the caching suite in tests/local_testing that runs nowhere. Every job that
       globs that directory either deselects it (local_testing_part1 and part2 carry `-k "... and
diff --git a/litellm-rust/Cargo.toml b/litellm-rust/Cargo.toml
index a13dd4c04b0..643ad985251 100644
--- a/litellm-rust/Cargo.toml
+++ b/litellm-rust/Cargo.toml
@@ -27,7 +27,7 @@ rand = "0.8"
 reqwest = { version = "0.12", default-features = false, features = ["blocking", "json", "rustls-tls", "http2", "stream"] }
 rstest = "0.26.1"
 serde = { version = "1.0", features = ["derive"] }
-serde_json = "1.0"
+serde_json = { version = "1.0", features = ["float_roundtrip"] }
 sha2 = "0.10"
 subtle = "2"
 thiserror = "2.0"
diff --git a/litellm-rust/crates/core/src/providers/azure_ai/ocr/transformation.rs b/litellm-rust/crates/core/src/providers/azure_ai/ocr/transformation.rs
index b26a7925e8a..641a019476e 100644
--- a/litellm-rust/crates/core/src/providers/azure_ai/ocr/transformation.rs
+++ b/litellm-rust/crates/core/src/providers/azure_ai/ocr/transformation.rs
@@ -14,7 +14,7 @@ const AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT_ENV: &str = "AZURE_DOCUMENT_INTELLIGE
 const AZURE_DOCUMENT_INTELLIGENCE_API_VERSION: &str = "2024-11-30";
 const AZURE_DOCUMENT_INTELLIGENCE_DEFAULT_DPI: i64 = 96;
 
-const AZURE_DOCUMENT_INTELLIGENCE_SUPPORTED_OCR_PARAMS: &[&str] = &["pages"];
+const AZURE_DOCUMENT_INTELLIGENCE_SUPPORTED_OCR_PARAMS: &[&str] = &["pages", "features"];
 
 pub struct AzureAiOcrConfig;
 pub struct AzureDocumentIntelligenceOcrConfig;
@@ -192,6 +192,46 @@ fn normalize_pages_param(pages: &Value) -> Result<Option<String>, Error> {
     }
 }
 
+fn feature_token_is_valid(token: &str) -> bool {
+    let Some((first, rest)) = token.as_bytes().split_first() else {
+        return false;
+    };
+    first.is_ascii_alphabetic() && rest.iter().all(u8::is_ascii_alphanumeric)
+}
+
+fn invalid_features_error(features: &Value) -> Error {
+    Error::InvalidRequest(format!(
+        "Invalid `features` for Azure Document Intelligence: {features:?}. Expected a list of feature names or a comma-separated string like 'keyValuePairs' or 'keyValuePairs,languages'."
+    ))
+}
+
+fn normalize_features_param(features: &Value) -> Result<Option<String>, Error> {
+    let normalized = match features {
+        Value::String(value) => value
+            .split(',')
+            .map(str::trim)
+            .collect::<Vec<_>>()
+            .join(","),
+        Value::Array(values) if values.is_empty() => return Ok(None),
+        Value::Array(values) => values
+            .iter()
+            .map(Value::as_str)
+            .collect::<Option<Vec<_>>>()
+            .ok_or_else(|| invalid_features_error(features))?
+            .into_iter()
+            .map(str::trim)
+            .collect::<Vec<_>>()
+            .join(","),
+        _ => return Err(invalid_features_error(features)),
+    };
+
+    if normalized.split(',').all(feature_token_is_valid) {
+        Ok(Some(normalized))
+    } else {
+        Err(invalid_features_error(features))
+    }
+}
+
 pub fn complete_document_intelligence_url(
     api_base: Option<&str>,
     model: &str,
@@ -213,6 +253,13 @@ pub fn complete_document_intelligence_url(
         url.push_str(&normalized);
     }
 
+    if let Some(features) = optional_params.get("features")
+        && let Some(normalized) = normalize_features_param(features)?
+    {
+        url.push_str("&features=");
+        url.push_str(&normalized);
+    }
+
     Ok(url)
 }
 
@@ -475,6 +522,103 @@ mod tests {
         );
     }
 
+    #[test]
+    fn document_intelligence_url_normalizes_features() {
+        let params = serde_json::Map::from_iter([(
+            "features".to_string(),
+            json!("keyValuePairs, languages"),
+        )]);
+        let url = complete_document_intelligence_url(
+            Some("https://example.cognitiveservices.azure.com"),
+            "prebuilt-layout",
+            &params,
+            &|_| None,
+        )
+        .expect("url builds");
+
+        assert_eq!(
+            url,
+            "https://example.cognitiveservices.azure.com/documentintelligence/documentModels/prebuilt-layout:analyze?api-version=2024-11-30&features=keyValuePairs,languages"
+        );
+    }
+
+    #[test]
+    fn document_intelligence_url_combines_pages_and_feature_list() {
+        let params = serde_json::Map::from_iter([
+            ("pages".to_string(), json!([0, 1, 2])),
+            (
+                "features".to_string(),
+                json!([" keyValuePairs ", "languages"]),
+            ),
+        ]);
+        let url = complete_document_intelligence_url(
+            Some("https://example.cognitiveservices.azure.com"),
+            "prebuilt-layout",
+            &params,
+            &|_| None,
+        )
+        .expect("url builds");
+
+        assert_eq!(
+            url,
+            "https://example.cognitiveservices.azure.com/documentintelligence/documentModels/prebuilt-layout:analyze?api-version=2024-11-30&pages=1,2,3&features=keyValuePairs,languages"
+        );
+    }
+
+    #[test]
+    fn document_intelligence_url_omits_empty_feature_list() {
+        let params = serde_json::Map::from_iter([("features".to_string(), json!([]))]);
+        let url = complete_document_intelligence_url(
+            Some("https://example.cognitiveservices.azure.com"),
+            "prebuilt-layout",
+            &params,
+            &|_| None,
+        )
+        .expect("url builds");
+
+        assert_eq!(
+            url,
+            "https://example.cognitiveservices.azure.com/documentintelligence/documentModels/prebuilt-layout:analyze?api-version=2024-11-30"
+        );
+    }
+
+    #[test]
+    fn document_intelligence_url_rejects_invalid_features() {
+        for features in [
+            json!("keyValuePairs&pages=9"),
+            json!(""),
+            json!(["keyValuePairs", 1]),
+            json!({"feature": "keyValuePairs"}),
+        ] {
+            let params = serde_json::Map::from_iter([("features".to_string(), features.clone())]);
+            let error = complete_document_intelligence_url(
+                Some("https://example.cognitiveservices.azure.com"),
+                "prebuilt-layout",
+                &params,
+                &|_| None,
+            )
+            .expect_err("invalid features must fail");
+
+            assert!(
+                matches!(error, Error::InvalidRequest(message) if message.contains("Invalid `features`")),
+                "features={features:?}"
+            );
+        }
+    }
+
+    #[test]
+    fn document_intelligence_maps_features() {
+        let params = Map::from_iter([
+            ("features".to_string(), json!(["keyValuePairs"])),
+            ("unsupported".to_string(), json!(true)),
+        ]);
+
+        assert_eq!(
+            AZURE_DOCUMENT_INTELLIGENCE_OCR_CONFIG.map_ocr_params(&params),
+            Map::from_iter([("features".to_string(), json!(["keyValuePairs"]))])
+        );
+    }
+
     #[test]
     fn document_intelligence_request_uses_base64_source_for_data_uri() {
         let body = AZURE_DOCUMENT_INTELLIGENCE_OCR_CONFIG
diff --git a/litellm-rust/crates/python-bridge/src/errors.rs b/litellm-rust/crates/python-bridge/src/errors.rs
index 914e2e1e033..76c298abf89 100644
--- a/litellm-rust/crates/python-bridge/src/errors.rs
+++ b/litellm-rust/crates/python-bridge/src/errors.rs
@@ -59,3 +59,41 @@ pub(crate) fn register(module: &Bound<'_, PyModule>) -> PyResult<()> {
     module.add("RustBridgeDeclined", py.get_type::<RustBridgeDeclined>())?;
     module.add("RustUpstreamError", py.get_type::<RustUpstreamError>())
 }
+
+pub(crate) fn ocr_error_to_pyerr(err: Error) -> PyErr {
+    match err {
+        Error::MissingField("document_url" | "image_url") => {
+            PyValueError::new_err("Document URL is required")
+        }
+        Error::Http { status, body } => RustUpstreamError::new_err((status, body)),
+        other => core_error_to_pyerr(other),
+    }
+}
+
+#[cfg(test)]
+mod ocr_error_tests {
+    use super::*;
+
+    #[test]
+    fn ocr_errors_preserve_python_validation_and_provider_details() {
+        Python::initialize();
+        Python::attach(|py| {
+            for field in ["document_url", "image_url"] {
+                let mapped = ocr_error_to_pyerr(Error::MissingField(field));
+                assert!(mapped.is_instance_of::<PyValueError>(py));
+                assert_eq!(mapped.value(py).to_string(), "Document URL is required");
+            }
+            let mapped = ocr_error_to_pyerr(Error::Http {
+                status: 429,
+                body: r#"{"message":"rate limited"}"#.to_string(),
+            });
+            assert!(mapped.is_instance_of::<RustUpstreamError>(py));
+            let args: (u16, String) = mapped
+                .value(py)
+                .getattr("args")
+                .and_then(|args| args.extract())
+                .expect("OCR failures retain status and unprefixed provider message");
+            assert_eq!(args, (429, r#"{"message":"rate limited"}"#.to_string()));
+        });
+    }
+}
diff --git a/litellm-rust/crates/python-bridge/src/routes/ocr.rs b/litellm-rust/crates/python-bridge/src/routes/ocr.rs
index 5588c400972..5cc8804238b 100644
--- a/litellm-rust/crates/python-bridge/src/routes/ocr.rs
+++ b/litellm-rust/crates/python-bridge/src/routes/ocr.rs
@@ -5,7 +5,7 @@ use litellm_ai_gateway::io::ocr::{OcrRequest, ocr as run_ocr};
 use pyo3::prelude::*;
 use serde_json::Value;
 
-use crate::errors::core_error_to_pyerr;
+use crate::errors::ocr_error_to_pyerr;
 use crate::marshal::{RouteOptions, RouteOptionsInputs, object_or_empty};
 
 fn prepare_ocr(
@@ -69,5 +69,5 @@ bridge_route! {
         timeout_seconds: Option<f64>,
     },
     prepare = prepare_ocr,
-    errors = core_error_to_pyerr,
+    errors = ocr_error_to_pyerr,
 }
diff --git a/pyproject.toml b/pyproject.toml
index d0e5723d1cb..161994635b8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -174,6 +174,8 @@ litellm-proxy = "litellm.proxy.client.cli:cli"
 [dependency-groups]
 dev = [
     "diff-cover==9.7.2",
+    "hypothesis==6.165.10",
+    "reportlab==5.0.1",
     "basedpyright==1.39.7",
     "keyring==25.7.0",
     "pytest==9.0.3",
diff --git a/tests/code_coverage_tests/liccheck.ini b/tests/code_coverage_tests/liccheck.ini
index f5a2fb4b14c..9103d913c36 100644
--- a/tests/code_coverage_tests/liccheck.ini
+++ b/tests/code_coverage_tests/liccheck.ini
@@ -172,6 +172,7 @@ pylint: >=3.3.9 # GPLv2 license
 langchain-mcp-adapters: >=0.2.1 # MIT License
 langgraph: >=1.0.10 # MIT License
 langgraph-prebuilt: >=1.0.8 # MIT License - https://github.com/langchain-ai/langgraph/blob/main/LICENSE
+hypothesis: >=6.165.10 # MPL 2.0 license
 pytest-rerunfailures: >=15.1 # MPL 2.0 license
 pytest-recording: >=0.13.4 # MIT license
 expression: >=5.6.0 # MIT License - https://github.com/cognitedata/Expression/blob/main/LICENSE
diff --git a/tests/rust-python-harness/README.md b/tests/rust-python-harness/README.md
index a34e1a1ab73..77df4a24dd3 100644
--- a/tests/rust-python-harness/README.md
+++ b/tests/rust-python-harness/README.md
@@ -1,148 +1,105 @@
-# Rust ↔ Python SDK parity harness
+# Rust/Python migration harness
 
-This folder is the operator-facing harness for the Rust migration test plan. It runs pytest normally, listens to test events in-process, and redraws a live matrix grouped by testing strategy and SDK-level function.
+This local harness follows [the agreed structure](AGENTS.md). The root command selects strategies and combines their reports. Each strategy has an independent entry point
 
-The matrix always has these SDK columns:
-
-- `ocr / aocr`
-- `messages / amessages`
-- `responses / aresponses`
-- `count_tokens`
-- `chat_completions / acompletion`
-- `transcription / atranscription`
-
-The harness has four deliberately broad test-strategy folders:
-
-| Strategy | Folder |
-| --- | --- |
-| Public SDK parity over generated and recorded inputs | [`e2e_fuzz_tests/`](e2e_fuzz_tests/) |
-| Focused tests of Rust-owned behavior | [`unit_tests_rust/`](unit_tests_rust/) |
-| Isolated transform and Python-to-Rust helper coverage | [`validate_sub_methods/`](validate_sub_methods/) |
-| Already-existing live-API SDK tests | [`existing_e2e_test_sdk/`](existing_e2e_test_sdk/) |
-
-## Run it
-
-From the repository root:
-
-```bash
-poetry run python -m tests.rust-python-harness
+```text
+strategies/
+  e2e_parity/runner.py
+    sdk/ocr/fixtures/
+    sdk/messages/
+    sdk/chat_completions/
+    sdk/responses/
+    gateway/
+  existing_e2e_test_sdk/runner.py
+  trace_parity/runner.py
+    sdk/
+    gateway/
+  unit_tests/
+    runner.py
+    mapping_validator.py
+    python_runner.py
+    rust_runner.py
+shared/
+  parity/
+  tracing/
+  reporting/
 ```
 
-The default runs every configured test once and updates all matching cells in real time. Narrow a run by strategy, SDK function, or both:
+## Run locally
 
 ```bash
-poetry run python -m tests.rust-python-harness --strategy e2e_fuzz_tests
-poetry run python -m tests.rust-python-harness --function messages
-poetry run python -m tests.rust-python-harness --strategy validate_sub_methods --function ocr
+uv run python -m tests.rust-python-harness --list
+uv run python -m tests.rust-python-harness --function ocr --plain
+uv run python -m tests.rust-python-harness --strategy e2e_parity --surface sdk --function ocr --plain
+uv run python -m tests.rust-python-harness.strategies.e2e_parity.runner --function ocr --plain
+uv run python -m tests.rust-python-harness.strategies.trace_parity.runner --plain
+uv run python -m tests.rust-python-harness.strategies.unit_tests.runner --plain
+uv run python -m tests.rust-python-harness.strategies.existing_e2e_test_sdk.runner --function transcription --plain
 ```
 
-For a guided run, use the interactive picker. It asks which strategy rows and SDK
-function columns to include, then hands the terminal to the live dashboard. It never
-captures keys while tests are running, so Ctrl-C and pytest debugging remain safe.
+Use `--interactive` for strategy and function selection, `--pytest-arg=-x` to stop pytest on its first failure, and `--coverage` to write Python coverage under `target/rust-python-harness/`. The harness enables pytest namespace-package discovery only for its own invocations
 
-```bash
-poetry run python -m tests.rust-python-harness --interactive
-```
+This harness has no CI execution. A configured test that fails or disappears makes the command fail. An unconfigured strategy cell remains planned and contributes no passing evidence. Interruptions and collection errors stop execution; ordinary test failures remain in the combined report while later strategies run
 
-Useful operator options:
+## Strategy responsibilities
 
-```bash
-# Inspect coverage and pytest selectors without running anything.
-poetry run python -m tests.rust-python-harness --list
+E2E parity compares SDK objects, exceptions, callbacks, streams, and provider requests. Gateway tests compare HTTP responses. Both surfaces use the same strategy runner and keep execution details and fixtures in their own folders. OCR has recorded sync/async SDK coverage; the existing Messages and Responses bridge checks remain partial
 
-# Stable line-oriented output for CI logs or redirected output.
-poetry run python -m tests.rust-python-harness --plain
+Trace parity compares operation names through an explicit Python/Rust mapping, call counts, and required completion-before-start ordering with `shared/tracing/compare.py`. Surface tests supply captured operation intervals. No production trace instrumentation or trace case is configured yet
 
-# Measure Python reference lines exercised by this parity run and build an HTML heatmap.
-poetry run python -m tests.rust-python-harness --coverage
+Unit testing combines test mapping validation, separate Python processes with Rust disabled and enabled, backend verification, result comparison, and native Cargo tests. Native tests stay beside their Rust implementation. Existing Python tests stay at their original paths. No complete Python/native unit mapping is configured yet, so these cells remain planned
 
-# Forward pytest options. Use the equals form when the value begins with a dash.
-poetry run python -m tests.rust-python-harness --pytest-arg=-x
-```
+The existing E2E SDK strategy retains the live provider tests configured upstream. It runs OCR, Chat Completions, and Transcription checks from their existing paths and reports them separately from parity tests. These tests require provider credentials
 
-The process returns pytest's exit code. A configured selector that collects no test is also a failure. A planned cell has no selector yet and does not fail the run.
+## Configure cases
 
-The dashboard adapts to narrow terminals, shows elapsed time and unique-test progress,
-and prints the three slowest tests when the run ends. Each failure includes a focused
-`poetry run pytest ... -q` command. Redirected output and CI automatically use the
-line-oriented plain renderer; `--plain` lets you opt into it locally.
-
-The final screen includes a confidence score for every SDK section. It is the direct
-ratio of required strategy rows with passing evidence, such as `1/3 = 33%`; High means
-all required strategies passed, Medium means some passed, and Low means none passed.
-This behavioral score is intentionally shown separately from Python and Rust LOC.
-
-Coverage reports are written outside the three strategy folders at
-`target/rust-python-harness/`. Open `python-html/index.html` to inspect executed and
-missing Python lines; `python.json` and `python.xml` are available for automation.
-Coverage is finalized after pytest exits, because worker processes must flush their
-data first.
-
-## Port coverage and confidence
-
-Treat these as separate signals instead of one ambiguous coverage percentage:
-
-| Signal | Tool | What it proves |
-| --- | --- | --- |
-| Python reference LOC | `coverage.py` / `pytest-cov` via `--coverage` | The mapped Python behavior ran |
-| Rust port LOC | `cargo-llvm-cov` | The mapped Rust implementation ran |
-| Parity contracts | This harness matrix | Python and Rust had the same observable behavior |
-
-`validate_sub_methods/` owns the future source-section inventory that maps a stable
-Python qualified symbol to its Rust symbol. That inventory is the denominator for
-per-function rollups; raw coverage for the entire LiteLLM repository would obscure
-the port's real gaps. `unit_tests_rust/` owns direct `cargo-llvm-cov` runs, while
-`e2e_fuzz_tests/` owns behavioral parity and fuzz-case counts. Keep Python, Rust, and
-parity percentages visible side by side and label section confidence High only when
-the mapped implementation exists, every required strategy passes, and both sides meet
-their LOC thresholds. Generated Rust LCOV/HTML and the combined index also belong in
-`target/rust-python-harness/`, not in a fourth strategy folder.
-
-## Read the matrix
-
-| Mark | Meaning |
-| --- | --- |
-| `✓` | All collected tests passed |
-| `✗` | At least one test failed |
-| `!` | Test setup or teardown failed |
-| `↷` | All collected tests skipped |
-| `?` | A configured selector did not collect a test |
-| `—` | Strategy is planned but has no test yet |
-| `n/a` | Strategy does not apply to this SDK function |
-| `◐` | The configured tests cover only part of the TDD's parity contract |
-
-The initial end-to-end entries deliberately show `◐`: the repository has Rust bridge tests for OCR, Messages, and Responses websocket plumbing, but those are not yet frozen-Python-oracle comparisons. The remaining TDD cells stay visible as planned work instead of disappearing from a green summary.
-
-## Attach parity tests
-
-Each of the four folders contains a concise `README.md` and a `strategy.json`. Add a pytest file or node ID to the appropriate SDK function's `selectors` list:
+Each strategy has a `strategy.json`. Its `functions` object defines SDK cases for OCR, Messages, Responses, Count Tokens, Chat Completions, and Transcription. E2E and trace manifests also accept a `gateway` object keyed by API name. A case has `coverage`, `selectors`, and an optional `note`
 
 ```json
 {
-  "coverage": "complete",
-  "selectors": [
-    "tests/rust-python-harness/validate_sub_methods/test_messages.py"
-  ]
+  "coverage": "partial",
+  "selectors": ["tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/test_sdk_parity.py"]
 }
 ```
 
-Selectors use the same syntax as pytest. A file selector aggregates every test in the file; a node selector can target one test or parametrized family; a selector ending in `/` aggregates every test in that folder, recursively. The runner deduplicates selectors, so one test may intentionally prove more than one cell without executing twice.
+Selectors use pytest file or node syntax. A selector ending in `/` includes tests recursively from that directory
 
-Use these coverage values:
+Use `planned` with no selectors until an executable contract exists, `partial` for incomplete coverage, `complete` for the full contract, and `not_applicable` when a strategy does not apply. The dashboard shows passing evidence separately from coverage completeness and LOC coverage
 
-- `complete`: implements the full strategy contract for that SDK function.
-- `partial`: useful coverage exists, but the TDD contract is not fully proven.
-- `planned`: no runnable parity test exists yet.
-- `not_applicable`: the strategy cannot apply, such as streaming for OCR.
+Unit cases use `unit_suite` instead of `selectors`, pointing to a repository-relative JSON file with this shape:
 
-Keep comparison mechanics in shared harness modules and provider/function facts in the owning strategy folder. A Python/Rust mismatch is a test failure; do not normalize away observable return types, exception classes, private response fields, chunk ordering, or callback payload differences merely to make a cell green.
+```json
+{
+  "python_selectors": ["tests/test_api.py::test_decode"],
+  "cargo_manifest": "litellm-rust/Cargo.toml",
+  "cargo_package": "litellm-core",
+  "cargo_filter": "ocr::",
+  "backend": {
+    "environment_variable": "LITELLM_USE_RUST_OCR",
+    "probe": "tests.rust-python-harness.strategies.unit_tests.python_runner:ocr_backend"
+  },
+  "mappings": [{"python": "tests/test_api.py::test_decode", "rust": "ocr::test_decode"}]
+}
+```
 
-## Architecture
+Names match automatically when the collected Python and Rust test names agree. Explicit `mappings` handle different names, class names, and parametrized cases. Missing or ambiguous counterparts fail validation in either direction. The Cargo filter must select the same behavior as the Python selectors
 
-- `catalog.py` validates and loads every strategy manifest.
-- `models.py` owns typed strategy, case, coverage, and run-state models.
-- `runner.py` maps live pytest events back to one or more matrix cells.
-- `ui.py` renders the interactive Rich dashboard and a dependency-free plain fallback.
-- `cli.py` handles filtering and preserves pytest exit semantics.
+The backend probe returns `python` or `rust` and runs at startup and before every test call, after fixtures have run. The OCR probe verifies the dispatch flag and native extension availability. Surface tests must also assert that calls reach their intended implementation to catch per-call fallback. Python outcomes must agree, and failed runs remain failures even if both backends fail identically
 
-The harness is driven from Python, matching the SDK surface and existing test tooling. Rust remains responsible for the implementation under comparison; the harness does not move provider semantics into the PyO3 bridge.
+## OCR fixtures
+
+Fixtures, provider configuration, input strategies, and recording commands live in [the OCR package](strategies/e2e_parity/sdk/ocr/fixtures/README.md). Record with provider credentials:
+
+```bash
+uv run python -m tests.rust-python-harness.strategies.e2e_parity.sdk.ocr.fixtures.record --examples 1000
+```
+
+`LITELLM_OCR_FIXTURE_DIR` and `--fixture-dir` override the default directory. Shared recording, replay, comparison, streaming, and cassette persistence live in `shared/parity/`
+
+Run the harness's own checks locally:
+
+```bash
+uv run pytest -o consider_namespace_packages=true tests/rust-python-harness/shared tests/rust-python-harness/strategies/unit_tests tests/test_rust_python_harness.py -q
+```
+
+Existing OCR parity gaps remain visible: invalid-model provider errors differ, Reducto lacks a native contract, and the expanded Azure corpus exposes duplicate Content-Type headers. Moving the harness does not change provider responses or weaken assertions
diff --git a/tests/rust-python-harness/catalog.py b/tests/rust-python-harness/catalog.py
index e23b9b125f0..f40fd5fc6b0 100644
--- a/tests/rust-python-harness/catalog.py
+++ b/tests/rust-python-harness/catalog.py
@@ -2,92 +2,74 @@ from __future__ import annotations
 
 import json
 from pathlib import Path
-from typing import Any
+from typing import Final
 
-from .models import Coverage, HarnessCase, SDK_FUNCTIONS, Strategy
+from pydantic import BaseModel, ConfigDict, ValidationError
 
-STRATEGIES_ROOT = Path(__file__).parent
+from .shared.reporting.models import Coverage, HarnessCase, SDK_FUNCTIONS, Strategy
+
+STRATEGIES_ROOT: Final = Path(__file__).parent / "strategies"
 
 
-def _require_string(value: Any, field: str, source: Path) -> str:
-    if not isinstance(value, str) or not value.strip():
-        raise ValueError(f"{source}: {field} must be a non-empty string")
-    return value
+class CaseSpec(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    coverage: Coverage
+    selectors: tuple[str, ...] = ()
+    note: str = ""
+    unit_suite: str | None = None
+
+
+class StrategySpec(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    order: int
+    id: str
+    label: str
+    description: str
+    functions: dict[str, CaseSpec]
+    gateway: dict[str, CaseSpec] = {}
 
 
 def _load_strategy(source: Path) -> Strategy:
-    with source.open(encoding="utf-8") as stream:
-        data = json.load(stream)
-
-    strategy_id = _require_string(data.get("id"), "id", source)
-    label = _require_string(data.get("label"), "label", source)
-    description = _require_string(data.get("description"), "description", source)
-    order = data.get("order")
-    if not isinstance(order, int):
-        raise ValueError(f"{source}: order must be an integer")
-    function_data = data.get("functions")
-    if not isinstance(function_data, dict):
-        raise ValueError(f"{source}: functions must be an object")
-
-    missing = set(SDK_FUNCTIONS) - set(function_data)
-    extra = set(function_data) - set(SDK_FUNCTIONS)
-    if missing or extra:
-        raise ValueError(
-            f"{source}: functions must exactly match {SDK_FUNCTIONS}; missing={missing}, extra={extra}"
+    data: Final = StrategySpec.model_validate_json(source.read_text(encoding="utf-8"))
+    if set(data.functions) != set(SDK_FUNCTIONS):
+        raise ValueError(f"{source}: functions must exactly match {SDK_FUNCTIONS}")
+    cases: Final = tuple(
+        HarnessCase(
+            strategy_id=data.id,
+            strategy_label=data.label,
+            sdk_function=name,
+            coverage=case.coverage,
+            selectors=case.selectors,
+            note=case.note,
+            surface=surface,
+            unit_suite=case.unit_suite,
         )
-
-    cases: list[HarnessCase] = []
-    for sdk_function in SDK_FUNCTIONS:
-        case_data = function_data[sdk_function]
-        if not isinstance(case_data, dict):
-            raise ValueError(f"{source}: functions.{sdk_function} must be an object")
-        try:
-            coverage = Coverage(case_data.get("coverage"))
-        except ValueError as exc:
-            raise ValueError(f"{source}: invalid coverage for {sdk_function}") from exc
-        selectors = case_data.get("selectors", [])
-        if not isinstance(selectors, list) or not all(
-            isinstance(item, str) and item for item in selectors
-        ):
-            raise ValueError(
-                f"{source}: selectors for {sdk_function} must be a list of strings"
-            )
-        if coverage is Coverage.NOT_APPLICABLE and selectors:
-            raise ValueError(
-                f"{source}: not_applicable case {sdk_function} cannot have selectors"
-            )
-        cases.append(
-            HarnessCase(
-                strategy_id=strategy_id,
-                strategy_label=label,
-                sdk_function=sdk_function,
-                coverage=coverage,
-                selectors=tuple(selectors),
-                note=str(case_data.get("note", "")),
-            )
-        )
-
-    return Strategy(
-        order=order,
-        id=strategy_id,
-        label=label,
-        description=description,
-        directory=source.parent,
-        cases=tuple(cases),
+        for surface, functions in (("sdk", data.functions), ("gateway", data.gateway))
+        for name in (SDK_FUNCTIONS if surface == "sdk" else functions)
+        for case in (functions[name],)
     )
+    for case in cases:
+        if case.coverage in {Coverage.PLANNED, Coverage.NOT_APPLICABLE} and (case.selectors or case.unit_suite):
+            raise ValueError(f"{source}: {case.coverage.value} case {case.key} cannot configure tests")
+        if any(not selector.strip() for selector in case.selectors):
+            raise ValueError(f"{source}: empty selector in {case.key}")
+        if data.id == "unit_tests" and case.selectors:
+            raise ValueError(f"{source}: unit_tests must configure unit_suite instead of pytest selectors")
+        if data.id != "unit_tests" and case.unit_suite:
+            raise ValueError(f"{source}: unit_suite is only valid for unit_tests")
+    return Strategy(data.order, data.id, data.label, data.description, source.parent, cases)
 
 
 def load_catalog(root: Path = STRATEGIES_ROOT) -> tuple[Strategy, ...]:
-    sources = sorted(root.glob("*/strategy.json"))
+    sources: Final = tuple(sorted(root.glob("*/strategy.json")))
     if not sources:
         raise ValueError(f"No strategy manifests found below {root}")
-    strategies = tuple(
-        sorted(
-            (_load_strategy(source) for source in sources),
-            key=lambda strategy: strategy.order,
-        )
-    )
-    ids = [strategy.id for strategy in strategies]
-    if len(ids) != len(set(ids)):
+    try:
+        strategies: Final = tuple(sorted((_load_strategy(source) for source in sources), key=lambda item: item.order))
+    except (ValidationError, json.JSONDecodeError) as error:
+        raise ValueError(str(error)) from error
+    if len({strategy.id for strategy in strategies}) != len(strategies):
         raise ValueError(f"Duplicate strategy id in {root}")
     return strategies
diff --git a/tests/rust-python-harness/cli.py b/tests/rust-python-harness/cli.py
index c996b68846c..d266a12ce92 100644
--- a/tests/rust-python-harness/cli.py
+++ b/tests/rust-python-harness/cli.py
@@ -6,10 +6,14 @@ from collections.abc import Sequence
 from pathlib import Path
 
 from .catalog import load_catalog
-from .models import SDK_FUNCTIONS, HarnessCase, Strategy
-from .runner import run_pytest
-from .ui import make_dashboard
+from .shared.reporting.models import SDK_FUNCTIONS, HarnessCase, Strategy
+from .shared.reporting.orchestration import StrategyRunner, run_strategies
+from .shared.reporting.ui import make_dashboard
+from .strategies.e2e_parity.runner import run as run_e2e
+from .strategies.existing_e2e_test_sdk.runner import run as run_existing
+from .strategies.trace_parity.runner import run as run_trace
 from .strategies.unit_tests.mapping_validator import FunctionReport, build_function_report
+from .strategies.unit_tests.runner import run as run_units
 
 REPO_ROOT = Path(__file__).resolve().parents[2]
 COVERAGE_ROOT = REPO_ROOT / "target" / "rust-python-harness"
@@ -44,6 +48,7 @@ def _parser() -> argparse.ArgumentParser:
         choices=SDK_FUNCTIONS,
         help="run only this SDK function",
     )
+    parser.add_argument("--surface", choices=("sdk", "gateway"), help="run only this API surface")
     parser.add_argument(
         "--validate-ledger",
         action="store_true",
@@ -135,9 +140,9 @@ def _print_catalog(strategies: Sequence[Strategy]) -> None:
         print(f"{strategy.id:20} {strategy.label}")
         for case in strategy.cases:
             selectors = (
-                ", ".join(case.selectors) if case.selectors else "no test configured"
+                ", ".join(case.selectors) if case.selectors else case.unit_suite or "no test configured"
             )
-            print(f"  {case.sdk_function:12} {case.coverage.value:14} {selectors}")
+            print(f"  {case.surface}/{case.sdk_function:12} {case.coverage.value:14} {selectors}")
 
 
 def _print_function_report(report: FunctionReport) -> None:
@@ -172,7 +177,21 @@ def _validate_ledger(sdk_functions: set[str]) -> int:
     return 0 if all(report.is_clean for report in reports) else 1
 
 
-def main(argv: Sequence[str] | None = None) -> int:
+def _resolve_runner(strategy_id: str) -> StrategyRunner:
+    match strategy_id:
+        case "e2e_parity":
+            return run_e2e
+        case "trace_parity":
+            return run_trace
+        case "unit_tests":
+            return run_units
+        case "existing_e2e_test_sdk":
+            return run_existing
+        case _:
+            raise ValueError(f"Unknown strategy: {strategy_id}")
+
+
+def main(argv: Sequence[str] | None = None, *, strategy_id: str | None = None) -> int:
     args = _parser().parse_args(argv)
     if args.coverage and importlib.util.find_spec("pytest_cov") is None:
         _parser().error(
@@ -181,7 +200,8 @@ def main(argv: Sequence[str] | None = None) -> int:
         )
     if args.validate_ledger:
         return _validate_ledger(set(args.sdk_functions))
-    strategies = load_catalog()
+    catalog = load_catalog()
+    strategies = tuple(strategy for strategy in catalog if strategy_id is None or strategy.id == strategy_id)
     if args.list:
         _print_catalog(strategies)
         return 0
@@ -194,7 +214,8 @@ def main(argv: Sequence[str] | None = None) -> int:
         sdk_functions = sdk_functions or picked_functions
 
     try:
-        cases = _select(strategies, strategy_ids, sdk_functions)
+        selected = _select(strategies, strategy_ids, sdk_functions)
+        cases = tuple(case for case in selected if args.surface is None or case.surface == args.surface)
     except ValueError as exc:
         _parser().error(str(exc))
     selected_strategy_ids = {case.strategy_id for case in cases}
@@ -210,11 +231,12 @@ def main(argv: Sequence[str] | None = None) -> int:
     if args.coverage:
         pytest_args.extend(_coverage_pytest_args())
     with dashboard:
-        exit_code, run = run_pytest(
+        exit_code, run = run_strategies(
             cases=cases,
             repo_root=REPO_ROOT,
             on_update=dashboard.update,
             pytest_args=pytest_args,
+            resolve_runner=_resolve_runner,
         )
         dashboard.finish(run, exit_code)
     if args.coverage and (COVERAGE_ROOT / "python.json").exists():
diff --git a/tests/rust-python-harness/e2e_fuzz_tests/README.md b/tests/rust-python-harness/e2e_fuzz_tests/README.md
deleted file mode 100644
index 34b12050ff9..00000000000
--- a/tests/rust-python-harness/e2e_fuzz_tests/README.md
+++ /dev/null
@@ -1,3 +0,0 @@
-# End-to-end fuzz tests
-
-Runs the same SDK call through the Python and Rust paths using generated inputs and recorded provider responses. It compares public results, streams, callbacks, and exceptions to catch behavior differences a unit test can miss.
diff --git a/tests/rust-python-harness/e2e_fuzz_tests/strategy.json b/tests/rust-python-harness/e2e_fuzz_tests/strategy.json
deleted file mode 100644
index d838486772d..00000000000
--- a/tests/rust-python-harness/e2e_fuzz_tests/strategy.json
+++ /dev/null
@@ -1,14 +0,0 @@
-{
-  "order": 10,
-  "id": "e2e_fuzz_tests",
-  "label": "End-to-end fuzz tests",
-  "description": "Compare observable Python and Rust SDK behavior over generated and recorded inputs.",
-  "functions": {
-    "ocr": {"coverage": "partial", "selectors": ["tests/test_litellm/ocr/test_rust_bridge.py"], "note": "Bridge coverage exists; frozen-oracle fuzz parity is still being added."},
-    "messages": {"coverage": "partial", "selectors": ["tests/test_litellm/anthropic_interface/test_rust_bridge_messages.py"], "note": "Bridge coverage exists; frozen-oracle fuzz parity is still being added."},
-    "responses": {"coverage": "partial", "selectors": ["tests/test_litellm/responses/test_rust_bridge_websocket.py"], "note": "Covers the websocket bridge; full responses parity is still being added."},
-    "count_tokens": {"coverage": "planned", "selectors": [], "note": "No Rust count_tokens parity test is present yet."},
-    "chat_completions": {"coverage": "partial", "selectors": ["tests/test_litellm/rust_bridge/test_chat_completions.py"], "note": "Bridge coverage exists; frozen-oracle fuzz parity is still being added."},
-    "transcription": {"coverage": "partial", "selectors": ["tests/test_litellm/test_audio_transcription_rust_bridge.py"], "note": "Bridge coverage exists; frozen-oracle fuzz parity is still being added."}
-  }
-}
diff --git a/tests/rust-python-harness/shared/parity/README.md b/tests/rust-python-harness/shared/parity/README.md
new file mode 100644
index 00000000000..468dc531a99
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/README.md
@@ -0,0 +1,91 @@
+# Implementation parity testing through the SDK interface
+
+> Given the same SDK call and identical provider behavior, do two implementations expose the same SDK contract?
+
+## What the harness compares
+
+- A fixture contains a LiteLLM SDK input and a recorded upstream provider response
+- The same LiteLLM input is transformed by isolated baseline and candidate implementations
+- The resulting provider requests must match in method, path, headers, and body, excluding runtime-specific HTTP metadata
+- The recorded provider response is then replayed unchanged to both workers
+- The harness compares the values returned through the Python SDK interface
+- Non-streaming responses are compared directly, including their concrete return type and public model fields
+- Streaming responses are consumed and compared chunk by chunk, including wrapper type, chunk type and order, termination, and public exception behavior
+- Failed SDK calls are compared by exception class, stable message, status, code, model, provider, and parameter fields
+- Traceback paths and line numbers are excluded because they are runtime-specific
+- Route-specific comparators and chunk normalizers handle differences in each public SDK contract
+
+## Process isolation
+
+- SDK object and stream parity runs both implementations sequentially in the same process so tests can retain returned objects
+- Every test saves and restores the original bridge state
+- A small subprocess smoke test verifies environment-based startup configuration and detects fallback to the Python HTTP implementation
+
+## Streaming execution
+
+The invocation callback passed to `run_in_process` must consume the stream before returning its `StreamOutcome`.
+Use `consume_sync_stream` inside that callback, or await `consume_async_stream` inside the callback passed to
+`run_in_process_async`. Provider requests are collected only after the callback completes. Streaming is explicit:
+an iterable return value alone does not select stream consumption
+
+The consumers retain the wrapper type, iteration capabilities, chunk types and order, and any partial output before
+an error. Errors retain their creation or iteration phase and the full public `SDKError` fields, with traceback text
+removed. `capture_sync_stream` and `capture_async_stream` consume through the same helpers and then serialize the
+outcome for subprocess reports. A serialization failure raises as a harness failure rather than becoming an SDK error
+
+Response models and stream chunks share a recursive comparator. It compares concrete model, container, and scalar
+types, public fields and extras, and exact values while ignoring Pydantic private attributes at every nesting level.
+An API may supply an explicit chunk normalizer for its public contract
+
+Shared tests exercise a local SSE provider through recording, VCR cassette storage, replay, and typed event comparison
+in sync and async modes. They cover fragmented events, split UTF-8 characters, CRLF framing, coalesced events, and
+application errors within a normally completed HTTP stream. HTTP byte boundaries and decoded SDK event boundaries
+are checked separately
+
+OCR remains the only integrated LiteLLM route. These tests validate shared streaming machinery, not another route's
+SDK parity. Connection interruption, early cancellation, and lifecycle timeout enforcement remain outside this coverage
+
+## Hypothesis and property-based testing
+
+- Hypothesis is a Python library for property-based testing
+- Example-based tests use inputs selected by the test author
+- Property-based tests define strategies for valid inputs and properties that must hold for every generated example
+- Hypothesis generates combinations from those strategies and normally shrinks a failing example to a smaller reproducible case
+- In this harness, Hypothesis is used only during fixture generation to expand the LiteLLM input corpus
+- Each API owns the strategies that vary its supported inputs
+- Fixture generation is deterministic, and each generated input is recorded with the raw provider response it received
+- The parity tests use committed fixtures and do not call the provider or generate new Hypothesis examples
+- Provider responses are replayed unchanged, so the parity test does not fuzz or validate provider behavior
+- Because Hypothesis does not run the parity assertion directly, parity failures are not automatically shrunk
+
+## API-owned fixtures
+
+The shared package owns recording, replay, persistence, execution, comparison, and route-neutral media constructors.
+Each API package owns its input models, explicit strategies, provider targets, route-specific assets, fixture directory,
+and regeneration command. See the API package documentation for its configured contracts and recording command
+
+## VCR cassettes
+
+Fixtures use VCR's YAML `version: 1` format with ordered request/response `interactions`. VCR handles text and binary
+body serialization. Each cassette also contains `recorded_at`, `ttl_seconds: 0` (committed fixtures never expire), and
+`x-litellm` metadata holding the SDK input and request provenance. Streaming responses carry
+`x-litellm-chunk-lengths` so local replay preserves the original byte boundaries
+
+The recording server captures requests before forwarding their responses. Saved requests use the stable
+`http://parity-provider.invalid` origin and strip authentication headers and credential query parameters. The upstream
+request keeps its credentials. Provider response bytes and non-success statuses are preserved
+
+Standard VCR can load these files and replay their interactions. Parity tests keep using the local HTTP server because
+Rust HTTP calls do not pass through VCR's Python patches. The harness still compares the two implementations' requests
+against each other; the saved request is available for inspection and VCR playback, not a new parity assertion
+
+Refresh parity cassettes through the API's recording command. Generic VCR writers do not preserve the SDK metadata
+
+Legacy JSON fixtures remain readable. Migrated cassettes mark reconstructed requests as `python_replay`; fresh
+recordings use `recorded`. The metadata extensions follow the filesystem cassette layout proposed in
+[PR #39338](https://github.com/BerriAI/litellm/pull/39338), without depending on its unmerged persistence backend
+
+## References
+
+- [Hypothesis documentation](https://hypothesis.readthedocs.io/en/latest/)
+- [Hypothesis documentation source](https://github.com/HypothesisWorks/hypothesis/tree/master/hypothesis/docs)
diff --git a/tests/rust-python-harness/shared/parity/__init__.py b/tests/rust-python-harness/shared/parity/__init__.py
index e69de29bb2d..f18197acd2a 100644
--- a/tests/rust-python-harness/shared/parity/__init__.py
+++ b/tests/rust-python-harness/shared/parity/__init__.py
@@ -0,0 +1,3 @@
+import pytest
+
+pytest.register_assert_rewrite("tests.rust-python-harness.shared.parity.compare")
diff --git a/tests/rust-python-harness/shared/parity/compare.py b/tests/rust-python-harness/shared/parity/compare.py
new file mode 100644
index 00000000000..adf85e5c8d7
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/compare.py
@@ -0,0 +1,80 @@
+from __future__ import annotations
+
+from collections.abc import Mapping, Sequence
+from typing import Final, cast
+
+from pydantic import BaseModel
+
+from .models import CapturedRequest, Execution
+
+
+def validate_harness(baseline: Execution, candidate: Execution, baseline_user_agent: str) -> None:
+    for request in baseline.requests:
+        if request.user_agent != baseline_user_agent:
+            raise AssertionError(
+                f"baseline provider request did not carry sentinel user-agent {baseline_user_agent!r}: "
+                f"{request.user_agent!r}"
+            )
+    for request in candidate.requests:
+        if request.user_agent == baseline_user_agent:
+            raise AssertionError("candidate route fell back to the baseline HTTP implementation")
+
+
+def _request_after_transformation(request: CapturedRequest) -> CapturedRequest:
+    return request.model_copy(update={"user_agent": None})
+
+
+def assert_request_parity(baseline: tuple[CapturedRequest, ...], candidate: tuple[CapturedRequest, ...]) -> None:
+    baseline_requests: Final = tuple(_request_after_transformation(request) for request in baseline)
+    candidate_requests: Final = tuple(_request_after_transformation(request) for request in candidate)
+    assert_value_parity(baseline_requests, candidate_requests)
+
+
+def _public_model_values(model: BaseModel) -> dict[str, object]:
+    fields: Final = (*type(model).model_fields, *type(model).model_computed_fields)
+    extras: Final = cast(Mapping[str, object], model.model_extra or {})
+    return {
+        **{name: cast(object, getattr(model, name)) for name in fields if not name.startswith("_")},
+        **{name: value for name, value in extras.items() if not name.startswith("_")},
+    }
+
+
+def assert_model_parity(baseline: BaseModel, candidate: BaseModel) -> None:
+    assert_value_parity(baseline, candidate)
+
+
+def assert_value_parity(baseline: object, candidate: object, *, path: str = "$") -> None:
+    assert type(baseline) is type(candidate), f"type mismatch at {path}: {type(baseline)} != {type(candidate)}"
+    if isinstance(baseline, BaseModel) and isinstance(candidate, BaseModel):
+        assert_value_parity(_public_model_values(baseline), _public_model_values(candidate), path=path)
+        return
+    if isinstance(baseline, Mapping) and isinstance(candidate, Mapping):
+        baseline_mapping: Final = cast(Mapping[object, object], baseline)
+        candidate_mapping: Final = cast(Mapping[object, object], candidate)
+        assert frozenset((type(key), key) for key in baseline_mapping) == frozenset(
+            (type(key), key) for key in candidate_mapping
+        ), f"mapping keys differ at {path}"
+        for key in baseline_mapping:
+            assert_value_parity(baseline_mapping[key], candidate_mapping[key], path=f"{path}.{key}")
+        return
+    if (
+        isinstance(baseline, Sequence)
+        and not isinstance(baseline, (str, bytes))
+        and isinstance(candidate, Sequence)
+        and not isinstance(candidate, (str, bytes))
+    ):
+        baseline_sequence: Final = cast(Sequence[object], baseline)
+        candidate_sequence: Final = cast(Sequence[object], candidate)
+        assert len(baseline_sequence) == len(candidate_sequence), f"sequence lengths differ at {path}"
+        for index, (baseline_item, candidate_item) in enumerate(
+            zip(baseline_sequence, candidate_sequence, strict=True)
+        ):
+            assert_value_parity(baseline_item, candidate_item, path=f"{path}[{index}]")
+        return
+    assert baseline == candidate, f"value mismatch at {path}: {baseline!r} != {candidate!r}"
+
+
+def assert_parity(baseline: Execution, candidate: Execution, baseline_user_agent: str) -> None:
+    validate_harness(baseline, candidate, baseline_user_agent)
+    assert_request_parity(baseline.requests, candidate.requests)
+    assert_value_parity(baseline.report, candidate.report)
diff --git a/tests/rust-python-harness/shared/parity/fixture_models.py b/tests/rust-python-harness/shared/parity/fixture_models.py
new file mode 100644
index 00000000000..64023061330
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/fixture_models.py
@@ -0,0 +1,64 @@
+from __future__ import annotations
+
+from collections.abc import Mapping
+from typing import ClassVar, Final, Generic, Literal, TypeVar, cast
+
+from pydantic import BaseModel, ConfigDict, Field, JsonValue, model_validator
+
+from .recorded_http import RecordedResponse
+
+JsonObject = dict[str, JsonValue]
+
+
+class FixtureModel(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid", populate_by_name=True, serialize_by_alias=True)
+
+
+class SdkInputBase(FixtureModel):
+    fixture_only_fields: ClassVar[tuple[str, ...]] = ()
+
+    def as_sdk_kwargs(self) -> dict[str, object]:
+        return cast(
+            dict[str, object],
+            self.model_dump(
+                mode="python",
+                exclude_unset=True,
+                exclude=set(self.fixture_only_fields),
+            ),
+        )
+
+    def canonical_input(self) -> dict[str, object]:
+        dumped: Final = cast(dict[str, object], self.model_dump(mode="json", exclude_unset=True))
+        fixture_fields: Final = {field: getattr(self, field) for field in self.fixture_only_fields}
+        return {**fixture_fields, **dumped}
+
+
+class JsonSchemaDefinition(FixtureModel):
+    name: str
+    description: str | None = None
+    schema_definition: JsonObject = Field(alias="schema")
+    strict: bool = False
+
+
+class JsonSchemaResponseFormat(FixtureModel):
+    type: Literal["json_schema"]
+    json_schema: JsonSchemaDefinition
+
+
+InputT = TypeVar("InputT", bound=SdkInputBase)
+
+
+class ParityCase(FixtureModel, Generic[InputT]):
+    litellm_input: InputT
+    provider_responses: tuple[RecordedResponse, ...]
+
+    @model_validator(mode="before")
+    @classmethod
+    def load_legacy_single_response(cls, value: object) -> object:
+        if not isinstance(value, Mapping):
+            return value
+        migrated: Final = dict(cast(Mapping[str, object], value))
+        provider_response: Final = migrated.pop("provider_response", None)
+        if "provider_responses" not in migrated and provider_response is not None:
+            migrated["provider_responses"] = (provider_response,)
+        return migrated
diff --git a/tests/rust-python-harness/shared/parity/fixtures/__init__.py b/tests/rust-python-harness/shared/parity/fixtures/__init__.py
new file mode 100644
index 00000000000..9d48db4f9f8
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/fixtures/__init__.py
@@ -0,0 +1 @@
+from __future__ import annotations
diff --git a/tests/rust-python-harness/shared/parity/fixtures/cassette.py b/tests/rust-python-harness/shared/parity/fixtures/cassette.py
new file mode 100644
index 00000000000..03a5fc9f416
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/fixtures/cassette.py
@@ -0,0 +1,147 @@
+from __future__ import annotations
+
+from collections.abc import Mapping
+from datetime import datetime
+from itertools import accumulate
+from typing import Final, Literal
+
+from pydantic import AwareDatetime, BaseModel, ConfigDict, Field, TypeAdapter
+from vcr.serialize import serialize
+from vcr.serializers import yamlserializer
+
+from .recording import RecordedInteraction
+from ..recorded_http import (
+    HttpHeader,
+    RecordedHttpResponse,
+    RecordedHttpStreamResponse,
+    RecordedResponse,
+    RecordedStreamChunk,
+)
+
+_OBJECT: Final = TypeAdapter(dict[str, object])
+
+
+class _CassetteModel(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid", populate_by_name=True)
+
+
+class _Body(_CassetteModel):
+    string: str | bytes
+
+    def as_bytes(self) -> bytes:
+        return self.string.encode("utf-8") if isinstance(self.string, str) else self.string
+
+
+class _Status(_CassetteModel):
+    code: int
+    message: str
+
+
+class _Request(_CassetteModel):
+    method: str
+    uri: str
+    body: str | bytes | None
+    headers: dict[str, tuple[str, ...]]
+
+
+class _Response(_CassetteModel):
+    status: _Status
+    headers: dict[str, tuple[str, ...]]
+    body: _Body
+    chunk_lengths: tuple[int, ...] | None = Field(default=None, alias="x-litellm-chunk-lengths")
+
+    def recorded_response(self) -> RecordedResponse:
+        headers: Final = tuple(
+            HttpHeader(name=name, value=value) for name, values in self.headers.items() for value in values
+        )
+        body: Final = self.body.as_bytes()
+        if self.chunk_lengths is None:
+            return RecordedHttpResponse.from_bytes(self.status.code, headers, body)
+        if any(length < 0 for length in self.chunk_lengths) or sum(self.chunk_lengths) != len(body):
+            raise ValueError("cassette stream chunk lengths do not match the response body")
+        offsets: Final = tuple(accumulate(self.chunk_lengths, initial=0))
+        return RecordedHttpStreamResponse(
+            kind="http_stream",
+            status_code=self.status.code,
+            headers=headers,
+            chunks=tuple(RecordedStreamChunk.from_bytes(body[start:end]) for start, end in zip(offsets, offsets[1:])),
+        )
+
+
+class _Interaction(_CassetteModel):
+    request: _Request
+    response: _Response
+
+
+class _ParityMetadata(_CassetteModel):
+    schema_version: Literal[1]
+    request_source: Literal["recorded", "python_replay"]
+    case: dict[str, object]
+
+
+class ParityCassette(_CassetteModel):
+    version: Literal[1]
+    recorded_at: AwareDatetime
+    ttl_seconds: Literal[0]
+    interactions: tuple[_Interaction, ...]
+    parity: _ParityMetadata = Field(alias="x-litellm")
+
+    def case_data(self) -> dict[str, object]:
+        return {
+            **self.parity.case,
+            "provider_responses": tuple(item.response.recorded_response() for item in self.interactions),
+        }
+
+
+def _response_dict(response: RecordedResponse) -> dict[str, object]:
+    headers: Final = {
+        name: [header.value for header in response.headers if header.name == name]
+        for name in dict.fromkeys(header.name for header in response.headers)
+    }
+    chunks: Final = (
+        tuple(chunk.data_bytes() for chunk in response.chunks)
+        if isinstance(response, RecordedHttpStreamResponse)
+        else None
+    )
+    body: Final = response.body_bytes() if isinstance(response, RecordedHttpResponse) else b"".join(chunks or ())
+    return {
+        "status": {"code": response.status_code, "message": ""},
+        "headers": headers,
+        "body": {"string": body},
+        **({"x-litellm-chunk-lengths": list(map(len, chunks))} if chunks is not None else {}),
+    }
+
+
+def serialize_cassette(
+    case: Mapping[str, object],
+    interactions: tuple[RecordedInteraction, ...],
+    recorded_at: datetime,
+    request_source: Literal["recorded", "python_replay"],
+) -> str:
+    normalized: Final = _OBJECT.validate_python(
+        yamlserializer.deserialize(
+            serialize(
+                {
+                    "requests": [item.request for item in interactions],
+                    "responses": [_response_dict(item.response) for item in interactions],
+                },
+                yamlserializer,
+            )
+        )
+    )
+    payload: Final = {
+        **normalized,
+        "recorded_at": recorded_at.isoformat(),
+        "ttl_seconds": 0,
+        "x-litellm": {
+            "schema_version": 1,
+            "request_source": request_source,
+            "case": {key: value for key, value in case.items() if key != "provider_responses"},
+        },
+    }
+    ParityCassette.model_validate(payload).case_data()
+    return str(yamlserializer.serialize(payload))
+
+
+def deserialize_cassette(contents: str) -> ParityCassette:
+    return ParityCassette.model_validate(yamlserializer.deserialize(contents))
diff --git a/tests/rust-python-harness/shared/parity/fixtures/cli.py b/tests/rust-python-harness/shared/parity/fixtures/cli.py
new file mode 100644
index 00000000000..b6a2db1c395
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/fixtures/cli.py
@@ -0,0 +1,34 @@
+from __future__ import annotations
+
+import argparse
+from collections.abc import Sequence
+from dataclasses import dataclass
+from pathlib import Path
+from typing import Final, cast
+
+
+@dataclass(frozen=True, slots=True)
+class RecordingArgs:
+    concurrency: int
+    examples: int
+    fixture_dir: Path | None
+
+
+def _positive_int(value: str) -> int:
+    parsed: Final = int(value)
+    if parsed < 1:
+        raise argparse.ArgumentTypeError("must be at least 1")
+    return parsed
+
+
+def parse_recording_args(argv: Sequence[str] | None = None) -> RecordingArgs:
+    parser: Final = argparse.ArgumentParser()
+    parser.add_argument("--concurrency", type=_positive_int, default=4)
+    parser.add_argument("--examples", type=_positive_int, default=4)
+    parser.add_argument("--fixture-dir", type=Path)
+    namespace: Final = parser.parse_args(argv)
+    return RecordingArgs(
+        concurrency=cast(int, namespace.concurrency),
+        examples=cast(int, namespace.examples),
+        fixture_dir=cast(Path | None, namespace.fixture_dir),
+    )
diff --git a/tests/rust-python-harness/shared/parity/fixtures/inputs.py b/tests/rust-python-harness/shared/parity/fixtures/inputs.py
new file mode 100644
index 00000000000..bbca19d0104
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/fixtures/inputs.py
@@ -0,0 +1,22 @@
+from __future__ import annotations
+
+import queue
+from typing import Final, TypeVar
+
+from hypothesis import given, settings
+from hypothesis.strategies import SearchStrategy
+
+InputT = TypeVar("InputT")
+
+
+def generate_case_inputs(strategy: SearchStrategy[InputT], examples: int) -> tuple[InputT, ...]:
+    generated: Final[queue.SimpleQueue[InputT | None]] = queue.SimpleQueue()
+
+    @settings(max_examples=examples, deadline=None, derandomize=True)
+    @given(case_input=strategy)
+    def generate_case(case_input: InputT) -> None:
+        generated.put(case_input)
+
+    generate_case()
+    generated.put(None)
+    return tuple(iter(generated.get, None))
diff --git a/tests/rust-python-harness/shared/parity/fixtures/media.py b/tests/rust-python-harness/shared/parity/fixtures/media.py
new file mode 100644
index 00000000000..d1ea2901f5d
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/fixtures/media.py
@@ -0,0 +1,225 @@
+from __future__ import annotations
+
+import base64
+from functools import cache
+from io import BytesIO
+from typing import Final
+from urllib.parse import quote
+
+from PIL import Image, ImageDraw
+from reportlab.graphics.barcode import code128  # pyright: ignore[reportMissingTypeStubs]  # ReportLab has no stubs
+from reportlab.lib import colors  # pyright: ignore[reportMissingTypeStubs]  # ReportLab has no stubs
+from reportlab.lib.pagesizes import letter  # pyright: ignore[reportMissingTypeStubs]  # ReportLab has no stubs
+from reportlab.lib.utils import ImageReader  # pyright: ignore[reportMissingTypeStubs]  # ReportLab has no stubs
+from reportlab.pdfgen import canvas  # pyright: ignore[reportMissingTypeStubs]  # ReportLab has no stubs
+
+
+def dummy_image_url(text: str, font_size: int, width: int = 800, height: int = 300) -> str:
+    return f"https://dummyjson.com/image/{width}x{height}/ffffff/000000?text={quote(text)}&fontSize={font_size}"
+
+
+_GLYPHS: Final = {
+    "D": ("11110", "10001", "10001", "10001", "10001", "10001", "11110"),
+    "O": ("01110", "10001", "10001", "10001", "10001", "10001", "01110"),
+    "C": ("01111", "10000", "10000", "10000", "10000", "10000", "01111"),
+    "1": ("00100", "01100", "00100", "00100", "00100", "00100", "01110"),
+    "2": ("01110", "10001", "00001", "00010", "00100", "01000", "11111"),
+    "3": ("11110", "00001", "00001", "01110", "00001", "00001", "11110"),
+}
+
+
+@cache
+def structured_image_bytes() -> bytes:
+    image: Final = Image.new("RGB", (320, 80), "white")
+    draw: Final = ImageDraw.Draw(image)
+    scale: Final = 8
+    cursor_x = 24
+    for character in "DOC 123":
+        if character == " ":
+            cursor_x += scale * 3
+            continue
+        for glyph_y, row in enumerate(_GLYPHS[character]):
+            for glyph_x, filled in enumerate(row):
+                if filled == "1":
+                    x = cursor_x + glyph_x * scale
+                    y = 12 + glyph_y * scale
+                    draw.rectangle((x, y, x + scale - 1, y + scale - 1), fill="black")
+        cursor_x += scale * 6
+    output: Final = BytesIO()
+    image.save(output, format="PNG")
+    return output.getvalue()
+
+
+@cache
+def structured_image_data_uri() -> str:
+    encoded: Final = base64.b64encode(structured_image_bytes()).decode("ascii")
+    return f"data:image/png;base64,{encoded}"
+
+
+def _draw_header(pdf: canvas.Canvas, title: str, page_number: int) -> None:
+    pdf.setFillColor(colors.black)
+    pdf.setFont("Helvetica", 11)
+    pdf.drawString(45, 770, "Quarterly Operations Report")
+    pdf.setFont("Helvetica-Bold", 16)
+    pdf.drawString(45, 745, title)
+    pdf.setFont("Helvetica", 9)
+    pdf.drawString(45, 30, f"Confidential | Page {page_number} of 5")
+
+
+def _draw_body(pdf: canvas.Canvas, page_number: int) -> None:
+    pdf.setFont("Helvetica", 10)
+    for line_number in range(1, 9):
+        pdf.drawString(
+            45,
+            500 - (line_number * 28),
+            f"Section {page_number}.{line_number}: Invoice totals, regional revenue, and reconciliation notes.",
+        )
+
+
+def _diagram_image(width: int, height: int, accent: tuple[int, int, int]) -> Image.Image:
+    image: Final = Image.new("RGB", (width, height), (242, 246, 252))
+    draw: Final = ImageDraw.Draw(image)
+    for coordinate in range(0, max(width, height), 40):
+        draw.line((coordinate, 0, coordinate, height), fill=(32, 32, 32), width=3)
+        draw.line((0, coordinate, width, coordinate), fill=(32, 32, 32), width=3)
+    draw.line((0, 0, width, height), fill=accent, width=8)
+    draw.line((width, 0, 0, height), fill=accent, width=8)
+    draw.rectangle((width // 4, height // 4, width * 3 // 4, height * 3 // 4), outline=accent, width=6)
+    return image
+
+
+def _draw_embedded_images(pdf: canvas.Canvas) -> None:
+    images: Final = (
+        (_diagram_image(320, 320, (51, 115, 217)), 455, 655, 70, 70),
+        (_diagram_image(360, 320, (38, 151, 92)), 455, 565, 70, 62),
+        (_diagram_image(120, 120, (219, 68, 55)), 455, 500, 45, 45),
+    )
+    for image, x, y, width, height in images:
+        pdf.drawImage(  # pyright: ignore[reportUnknownMemberType]  # ReportLab has no stubs
+            ImageReader(image), x, y, width=width, height=height, mask="auto"
+        )
+
+
+def _draw_table_page(pdf: canvas.Canvas) -> None:
+    columns: Final = (45, 245, 405, 565)
+    tables: Final = (
+        (
+            (730, 695, 660, 625),
+            (
+                ("Item", "Quantity", "Amount", 707),
+                ("Document analysis", "2", "120.00", 672),
+                ("Document verification", "1", "80.00", 637),
+            ),
+        ),
+        (
+            (600, 565, 530, 495),
+            (
+                ("Item continued", "Quantity", "Amount", 577),
+                ("Fixture validation", "3", "45.00", 542),
+                ("Provider review", "1", "25.00", 507),
+            ),
+        ),
+    )
+    for rows, values in tables:
+        for x in columns:
+            pdf.line(x, rows[-1], x, rows[0])
+        for y in rows:
+            pdf.line(45, y, 565, y)
+        for item, quantity, amount, y in values:
+            pdf.drawString(55, y, item)
+            pdf.drawString(255, y, quantity)
+            pdf.drawString(415, y, amount)
+
+
+def _draw_chart_page(pdf: canvas.Canvas) -> None:
+    bars: Final = ((70, 70), (170, 115), (270, 90), (370, 130))
+    pdf.setFillColor(colors.HexColor("#3373D9"))
+    for x, height in bars:
+        pdf.rect(x, 610, 65, height, fill=1, stroke=0)
+    pdf.setFillColor(colors.black)
+    for quarter, x in zip(("Q1", "Q2", "Q3", "Q4"), (90, 190, 290, 390), strict=True):
+        pdf.drawString(x, 590, quarter)
+    pdf.drawString(45, 550, "Formula: gross margin = (revenue - cost) / revenue")
+    _draw_embedded_images(pdf)
+
+
+def _draw_metadata_page(pdf: canvas.Canvas) -> None:
+    pdf.setFont("Helvetica", 12)
+    pdf.drawString(45, 700, "Invoice Number: INV-2048")
+    pdf.drawString(45, 675, "Purchase Order: PO-4096")
+    pdf.setFillColor(colors.HexColor("#F2E65A"))
+    pdf.rect(40, 555, 500, 24, fill=1, stroke=0)
+    pdf.setFillColor(colors.black)
+    pdf.drawString(45, 560, "Highlighted total requiring review")
+    pdf.drawString(45, 530, "Reviewer comment: verify the highlighted total before approval")
+    pdf.setFillColor(colors.red)
+    pdf.drawString(45, 495, "Revised total: 245.00")
+    pdf.line(45, 501, 150, 501)
+    pdf.setFillColor(colors.black)
+    pdf.linkURL(  # pyright: ignore[reportUnknownMemberType]  # ReportLab has no stubs
+        "https://example.com/invoices/INV-2048", (45, 575, 300, 590), relative=0
+    )
+    pdf.highlightAnnotation(  # pyright: ignore[reportUnknownMemberType]  # ReportLab has no stubs
+        "Total highlighted for review",
+        Rect=(40, 555, 540, 579),
+        QuadPoints=(40, 579, 540, 579, 40, 555, 540, 555),
+    )
+    pdf.textAnnotation(  # pyright: ignore[reportUnknownMemberType]  # ReportLab has no stubs
+        "Verify the highlighted total", Rect=(520, 525, 540, 545)
+    )
+    pdf.drawString(45, 575, "https://example.com/invoices/INV-2048")
+    barcode: Final = code128.Code128("5901234123457", barHeight=70, barWidth=1.2)
+    barcode.drawOn(pdf, 90, 130)
+
+
+def _draw_signature_page(pdf: canvas.Canvas) -> None:
+    pdf.saveState()
+    pdf.setFillColor(colors.lightgrey)
+    pdf.setFont("Helvetica-Bold", 54)
+    pdf.translate(110, 390)
+    pdf.rotate(25)
+    pdf.drawString(0, 0, "DRAFT")
+    pdf.restoreState()
+    pdf.setFillColor(colors.black)
+    pdf.setFont("Helvetica", 12)
+    pdf.drawString(45, 635, "Approved by: Jordan Lee")
+    pdf.line(45, 610, 310, 610)
+    pdf.bezier(55, 595, 75, 625, 112, 602, 155, 600)
+    pdf.drawString(45, 580, "Signature")
+
+
+def _draw_appendix_page(pdf: canvas.Canvas) -> None:
+    pdf.setFont("Helvetica-Bold", 14)
+    pdf.drawString(45, 700, "1. Scope")
+    pdf.drawString(45, 650, "2. Findings")
+    pdf.drawString(45, 600, "3. Recommendations")
+
+
+@cache
+def structured_pdf_bytes() -> bytes:
+    output: Final = BytesIO()
+    pdf: Final = canvas.Canvas(output, pagesize=letter, pageCompression=0, invariant=1)
+    pdf.setTitle("Quarterly Operations Report")
+    pdf.setAuthor("LiteLLM parity fixture generator")
+    pdf.setSubject("Semantic document coverage for tables, figures, annotations, and metadata")
+    pdf.setKeywords("document, invoice, table, figure, annotation")
+    pages: Final = (
+        ("Invoice Summary and Line Items", _draw_table_page),
+        ("Revenue Chart and Formula Review", _draw_chart_page),
+        ("Key Values, Link, Highlight, and Comment", _draw_metadata_page),
+        ("Approval Signature and Watermark", _draw_signature_page),
+        ("Appendix with Section Boundaries", _draw_appendix_page),
+    )
+    for page_number, (title, draw_page) in enumerate(pages, start=1):
+        _draw_header(pdf, title, page_number)
+        draw_page(pdf)
+        _draw_body(pdf, page_number)
+        pdf.showPage()
+    pdf.save()
+    return output.getvalue()
+
+
+@cache
+def structured_pdf_data_uri() -> str:
+    encoded: Final = base64.b64encode(structured_pdf_bytes()).decode("ascii")
+    return f"data:application/pdf;base64,{encoded}"
diff --git a/tests/rust-python-harness/shared/parity/fixtures/pipeline.py b/tests/rust-python-harness/shared/parity/fixtures/pipeline.py
new file mode 100644
index 00000000000..d3adc45b22a
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/fixtures/pipeline.py
@@ -0,0 +1,198 @@
+from __future__ import annotations
+
+import logging
+from concurrent.futures import Future, ThreadPoolExecutor, as_completed
+from dataclasses import dataclass, field
+from pathlib import Path
+from types import MappingProxyType
+from typing import Final, Generic, Literal, Protocol, TypeVar
+
+from hypothesis.strategies import SearchStrategy
+from pydantic import BaseModel
+
+from .inputs import generate_case_inputs
+from .recording import UpstreamEndpoint, record_upstream_interactions
+from .store import (
+    FixtureInput,
+    canonical_json,
+    fixture_cache_key,
+    fixture_id,
+    fixture_path,
+    load_fixture,
+    save_fixture,
+)
+
+LOGGER: Final = logging.getLogger(__name__)
+InputT = TypeVar("InputT", bound=FixtureInput)
+InputT_contra = TypeVar("InputT_contra", bound=FixtureInput, contravariant=True)
+CaseT = TypeVar("CaseT", bound=BaseModel)
+
+
+class RecordingInvocation(Protocol[InputT_contra]):
+    def execute(self, provider_url: str, case_input: InputT_contra) -> None: ...
+
+
+@dataclass(frozen=True, slots=True)
+class RecordingTarget(Generic[InputT]):
+    name: str
+    upstream: UpstreamEndpoint
+    strategy: SearchStrategy[InputT]
+    invocation: RecordingInvocation[InputT] = field(repr=False)
+    required_inputs: tuple[InputT, ...] = ()
+
+
+@dataclass(frozen=True, slots=True)
+class RecordingJob(Generic[InputT]):
+    target_name: str
+    directory: Path
+    upstream: UpstreamEndpoint
+    case_input: InputT
+    invocation: RecordingInvocation[InputT] = field(repr=False)
+
+    @property
+    def case_id(self) -> str:
+        return fixture_id(self.case_input, self.target_name)
+
+
+@dataclass(frozen=True, slots=True)
+class RecordedFixture:
+    target_name: str
+    case_id: str
+    path: Path
+    kind: Literal["recorded"] = field(default="recorded", init=False)
+
+
+@dataclass(frozen=True, slots=True)
+class CachedFixture:
+    target_name: str
+    case_id: str
+    path: Path
+    kind: Literal["cached"] = field(default="cached", init=False)
+
+
+@dataclass(frozen=True, slots=True)
+class FailedFixture:
+    target_name: str
+    case_id: str
+    error: Exception = field(repr=False)
+    kind: Literal["failed"] = field(default="failed", init=False)
+
+
+RecordingOutcome = RecordedFixture | CachedFixture | FailedFixture
+
+
+@dataclass(frozen=True, slots=True)
+class RecordingSummary:
+    recorded: tuple[RecordedFixture, ...]
+    cached: tuple[CachedFixture, ...]
+    failed: tuple[FailedFixture, ...]
+
+    @property
+    def exit_code(self) -> int:
+        return 1 if self.failed else 0
+
+
+def _unique_inputs(target: RecordingTarget[InputT], examples: int) -> tuple[InputT, ...]:
+    generated_inputs: Final = generate_case_inputs(target.strategy, examples)
+    case_inputs: Final = (*target.required_inputs, *generated_inputs)
+    return tuple({canonical_json(fixture_cache_key(case_input)): case_input for case_input in case_inputs}.values())
+
+
+def build_recording_jobs(
+    targets: tuple[RecordingTarget[InputT], ...],
+    root: Path,
+    examples: int,
+) -> tuple[RecordingJob[InputT], ...]:
+    if examples < 1:
+        raise ValueError("examples must be at least 1")
+    return tuple(
+        RecordingJob(
+            target_name=target.name,
+            directory=root / target.name,
+            upstream=target.upstream,
+            case_input=case_input,
+            invocation=target.invocation,
+        )
+        for target in targets
+        for case_input in _unique_inputs(target, examples)
+    )
+
+
+def _record_job(job: RecordingJob[InputT], case_type: type[CaseT]) -> RecordedFixture | CachedFixture:
+    cached: Final = load_fixture(job.directory, job.case_input, case_type)
+    if cached is not None:
+        path: Final = fixture_path(job.directory, job.case_input)
+        return CachedFixture(
+            target_name=job.target_name,
+            case_id=job.case_id,
+            path=path if path.is_file() else path.with_suffix(".json"),
+        )
+    interactions: Final = record_upstream_interactions(
+        job.upstream,
+        job.case_input,
+        job.invocation.execute,
+    )
+    case: Final = case_type.model_validate(
+        {
+            "litellm_input": job.case_input,
+            "provider_responses": tuple(item.response for item in interactions),
+        }
+    )
+    saved_path: Final = save_fixture(job.directory, job.case_input, case, interactions)
+    return RecordedFixture(target_name=job.target_name, case_id=job.case_id, path=saved_path)
+
+
+def _completed_outcome(
+    completed: int,
+    total: int,
+    job: RecordingJob[InputT],
+    future: Future[RecordedFixture | CachedFixture],
+) -> RecordingOutcome:
+    try:
+        outcome: Final = future.result()
+    except Exception as error:
+        failed: Final = FailedFixture(target_name=job.target_name, case_id=job.case_id, error=error)
+        LOGGER.error(
+            "[%d/%d] failed %s %s: %s",
+            completed,
+            total,
+            failed.target_name,
+            failed.case_id,
+            type(error).__name__,
+        )
+        return failed
+    LOGGER.info("[%d/%d] %s %s %s", completed, total, outcome.kind, outcome.target_name, outcome.case_id)
+    return outcome
+
+
+def record_fixtures(
+    targets: tuple[RecordingTarget[InputT], ...],
+    root: Path,
+    examples: int,
+    concurrency: int,
+    case_type: type[CaseT],
+) -> RecordingSummary:
+    if concurrency < 1:
+        raise ValueError("concurrency must be at least 1")
+    jobs: Final = build_recording_jobs(targets, root, examples)
+    total: Final = len(jobs)
+    LOGGER.info("Recording %d fixtures across %d targets with concurrency %d", total, len(targets), concurrency)
+    with ThreadPoolExecutor(max_workers=concurrency) as executor:
+        future_jobs: Final = MappingProxyType({executor.submit(_record_job, job, case_type): job for job in jobs})
+        outcomes: Final = tuple(
+            _completed_outcome(completed, total, future_jobs[future], future)
+            for completed, future in enumerate(as_completed(future_jobs), start=1)
+        )
+    summary: Final = RecordingSummary(
+        recorded=tuple(outcome for outcome in outcomes if isinstance(outcome, RecordedFixture)),
+        cached=tuple(outcome for outcome in outcomes if isinstance(outcome, CachedFixture)),
+        failed=tuple(outcome for outcome in outcomes if isinstance(outcome, FailedFixture)),
+    )
+    LOGGER.info(
+        "Finished %d fixtures: %d recorded, %d cached, %d failed",
+        total,
+        len(summary.recorded),
+        len(summary.cached),
+        len(summary.failed),
+    )
+    return summary
diff --git a/tests/rust-python-harness/shared/parity/fixtures/pytest_support.py b/tests/rust-python-harness/shared/parity/fixtures/pytest_support.py
new file mode 100644
index 00000000000..04c097f318c
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/fixtures/pytest_support.py
@@ -0,0 +1,66 @@
+from __future__ import annotations
+
+import os
+from collections.abc import Callable
+from pathlib import Path
+from typing import Final, TypeVar
+
+import pytest
+from pydantic import BaseModel, ValidationError
+
+from .store import recorded_fixtures
+
+CaseT = TypeVar("CaseT", bound=BaseModel)
+
+
+def parametrize_recorded_fixtures(
+    metafunc: pytest.Metafunc,
+    *,
+    fixture_name: str,
+    case_type: type[CaseT],
+    env_var: str,
+    default_directory: Path,
+    regeneration_command: str,
+    id_builder: Callable[[CaseT], str],
+    marks_builder: Callable[[CaseT], tuple[pytest.MarkDecorator, ...]] | None = None,
+) -> None:
+    if fixture_name not in metafunc.fixturenames:
+        return
+    configured: Final = os.environ.get(env_var)
+    if configured == "":
+        raise pytest.UsageError(f"{env_var} is set but empty")
+    directory: Final = Path(configured).expanduser() if configured is not None else default_directory
+    try:
+        fixtures: Final = recorded_fixtures(directory, case_type)
+    except (ValidationError, ValueError) as error:
+        raise pytest.UsageError(
+            f"Invalid parity fixture bundle at {directory}. "
+            "Each fixture must use the current versioned envelope. "
+            f"Record fresh fixtures in an empty directory with: `{regeneration_command}`. "
+            f"Validation details: {error}"
+        ) from error
+    if fixtures:
+        metafunc.parametrize(
+            fixture_name,
+            tuple(
+                pytest.param(
+                    fixture,
+                    id=id_builder(fixture),
+                    marks=marks_builder(fixture) if marks_builder is not None else (),
+                )
+                for fixture in fixtures
+            ),
+        )
+        return
+    if configured is not None:
+        raise pytest.UsageError(f"no recorded fixtures in {directory}")
+    metafunc.parametrize(
+        fixture_name,
+        (
+            pytest.param(
+                None,
+                marks=pytest.mark.skip(reason=f"no recorded fixtures in {directory}"),
+                id="no-recorded-fixtures",
+            ),
+        ),
+    )
diff --git a/tests/rust-python-harness/shared/parity/fixtures/recording.py b/tests/rust-python-harness/shared/parity/fixtures/recording.py
new file mode 100644
index 00000000000..6c23e36f20c
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/fixtures/recording.py
@@ -0,0 +1,267 @@
+from __future__ import annotations
+
+import queue
+import threading
+from collections.abc import Callable, Generator, Iterable
+from contextlib import contextmanager
+from dataclasses import dataclass
+from http.server import BaseHTTPRequestHandler, ThreadingHTTPServer
+from typing import Final, TypeVar, cast
+from urllib.parse import urlsplit, urlunsplit
+
+import httpx
+from vcr.filters import remove_query_parameters
+from vcr.request import Request
+
+from ..http import (
+    dropped_request_headers,
+    dropped_response_headers,
+    is_streaming_response,
+)
+from ..recorded_http import (
+    HttpHeader,
+    RecordedHttpResponse,
+    RecordedHttpStreamResponse,
+    RecordedResponse,
+    RecordedStreamChunk,
+)
+
+_PARITY_PROVIDER_HOST: Final = "parity-provider.invalid"
+_SECRET_HEADERS: Final = frozenset(
+    {
+        "authorization",
+        "proxy-authorization",
+        "cookie",
+        "x-api-key",
+        "api-key",
+        "anthropic-api-key",
+        "openai-api-key",
+        "azure-api-key",
+        "x-goog-api-key",
+        "ocp-apim-subscription-key",
+        "x-amz-security-token",
+    }
+)
+
+InputT = TypeVar("InputT")
+
+
+@dataclass(frozen=True, slots=True)
+class UpstreamEndpoint:
+    base_url: str
+
+
+@dataclass(frozen=True, slots=True)
+class RecordedInteraction:
+    request: Request
+    response: RecordedResponse
+
+
+def _end_to_end_headers(headers: httpx.Headers) -> tuple[HttpHeader, ...]:
+    decoded: Final = tuple((name.decode("ascii"), value.decode("latin-1")) for name, value in headers.raw)
+    excluded: Final = dropped_response_headers(decoded)
+    return tuple(
+        HttpHeader(name=name, value=_normalized_response_header(name, value))
+        for name, value in decoded
+        if name.lower() not in excluded
+    )
+
+
+def _normalized_response_header(name: str, value: str) -> str:
+    if name.lower() not in {"location", "operation-location"}:
+        return value
+    parsed: Final = urlsplit(value)
+    if not parsed.netloc:
+        return value
+    return urlunsplit(("http", _PARITY_PROVIDER_HOST, parsed.path, parsed.query, parsed.fragment))
+
+
+def local_response_header(name: str, value: str, provider_url: str) -> str:
+    if name.lower() not in {"location", "operation-location"}:
+        return value
+    parsed: Final = urlsplit(value)
+    if parsed.hostname != _PARITY_PROVIDER_HOST:
+        return value
+    return f"{provider_url}{parsed.path}{'?' + parsed.query if parsed.query else ''}"
+
+
+class _RecordingProvider(ThreadingHTTPServer):
+    daemon_threads = True
+
+    def __init__(self, spec: UpstreamEndpoint) -> None:
+        super().__init__(("127.0.0.1", 0), _RecordingHandler)
+        self.spec: Final = spec
+        self.interactions: queue.Queue[RecordedInteraction] = queue.Queue()
+
+    @property
+    def url(self) -> str:
+        return f"http://127.0.0.1:{self.server_address[1]}"
+
+    def take_interactions(self) -> tuple[RecordedInteraction, ...]:
+        try:
+            first: Final = self.interactions.get(timeout=5)
+        except queue.Empty as error:
+            raise RuntimeError("successful SDK call did not produce a recorded response") from error
+        remaining: Final = tuple(self.interactions.get_nowait() for _ in range(self.interactions.qsize()))
+        return (first, *remaining)
+
+
+class _RecordingHandler(BaseHTTPRequestHandler):
+    protocol_version = "HTTP/1.1"
+
+    def do_POST(self) -> None:
+        self._forward()
+
+    def do_GET(self) -> None:
+        self._forward()
+
+    def do_PUT(self) -> None:
+        self._forward()
+
+    def do_PATCH(self) -> None:
+        self._forward()
+
+    def do_DELETE(self) -> None:
+        self._forward()
+
+    def _forward(self) -> None:
+        provider: Final = self.server
+        assert isinstance(provider, _RecordingProvider)
+        length: Final = int(self.headers.get("content-length") or "0")
+        request_body: Final = self.rfile.read(length) if length else b""
+        raw_headers: Final = tuple(self.headers.raw_items())
+        excluded: Final = dropped_request_headers(raw_headers)
+        forwarded_headers: Final = tuple((name, value) for name, value in raw_headers if name.lower() not in excluded)
+        upstream_url: Final = f"{provider.spec.base_url.rstrip('/')}{self.path}"
+
+        try:
+            with httpx.stream(
+                self.command,
+                upstream_url,
+                headers=forwarded_headers,
+                content=request_body,
+                timeout=120,
+            ) as upstream:
+                headers: Final = _end_to_end_headers(upstream.headers)
+                recorded_response: Final = self._record_upstream_response(upstream, headers)
+        except httpx.HTTPError as error:
+            self._send_response(502, (), str(error).encode("utf-8"))
+            return
+
+        recorded_request: Final = remove_query_parameters(
+            Request(
+                self.command,
+                f"http://{_PARITY_PROVIDER_HOST}{self.path}",
+                request_body,
+                {name: value for name, value in forwarded_headers if name.lower() not in _SECRET_HEADERS},
+            ),
+            ("api_key", "api-key", "key", "access_token", "subscription-key"),
+        )
+        provider.interactions.put(RecordedInteraction(recorded_request, recorded_response))
+        if isinstance(recorded_response, RecordedHttpResponse):
+            self._send_response(
+                recorded_response.status_code, recorded_response.headers, recorded_response.body_bytes()
+            )
+
+    def _record_upstream_response(
+        self,
+        upstream: httpx.Response,
+        headers: tuple[HttpHeader, ...],
+    ) -> RecordedResponse:
+        content_type: Final = cast(str, upstream.headers.get("content-type", ""))
+        if is_streaming_response(content_type):
+            return self._record_stream(upstream, headers)
+        response_body: Final = b"".join(upstream.iter_bytes())
+        return RecordedHttpResponse.from_bytes(
+            status_code=upstream.status_code,
+            headers=headers,
+            body=response_body,
+        )
+
+    def _record_stream(
+        self,
+        upstream: httpx.Response,
+        headers: tuple[HttpHeader, ...],
+    ) -> RecordedHttpStreamResponse:
+        self.send_response_only(upstream.status_code)
+        provider: Final = self.server
+        assert isinstance(provider, _RecordingProvider)
+        for header in headers:
+            self.send_header(header.name, local_response_header(header.name, header.value, provider.url))
+        self.send_header("transfer-encoding", "chunked")
+        self.end_headers()
+        chunks: Final = tuple(self._relay_chunks(upstream.iter_bytes()))
+        self.wfile.write(b"0\r\n\r\n")
+        self.wfile.flush()
+        return RecordedHttpStreamResponse(
+            kind="http_stream",
+            status_code=upstream.status_code,
+            headers=headers,
+            chunks=chunks,
+        )
+
+    def _relay_chunks(self, chunks: Iterable[bytes]) -> Generator[RecordedStreamChunk, None, None]:
+        for chunk in chunks:
+            self.wfile.write(f"{len(chunk):X}\r\n".encode("ascii"))
+            self.wfile.write(chunk)
+            self.wfile.write(b"\r\n")
+            self.wfile.flush()
+            yield RecordedStreamChunk.from_bytes(chunk)
+
+    def _send_response(self, status_code: int, headers: tuple[HttpHeader, ...], body: bytes) -> None:
+        self.send_response_only(status_code)
+        provider: Final = self.server
+        assert isinstance(provider, _RecordingProvider)
+        for header in headers:
+            self.send_header(header.name, local_response_header(header.name, header.value, provider.url))
+        self.send_header("content-length", str(len(body)))
+        self.end_headers()
+        self.wfile.write(body)
+
+    def log_message(self, format: str, *args: object) -> None:
+        return
+
+
+@contextmanager
+def _recording_provider(spec: UpstreamEndpoint) -> Generator[_RecordingProvider]:
+    server: Final = _RecordingProvider(spec)
+    thread: Final = threading.Thread(target=server.serve_forever, daemon=True)
+    thread.start()
+    try:
+        yield server
+    finally:
+        server.shutdown()
+        server.server_close()
+        thread.join(timeout=5)
+
+
+def _invoke_and_take_interactions(
+    recorder: _RecordingProvider,
+    case_input: InputT,
+    sdk_call: Callable[[str, InputT], object],
+) -> tuple[RecordedInteraction, ...]:
+    try:
+        sdk_call(recorder.url, case_input)
+    except Exception as invocation_error:
+        try:
+            return recorder.take_interactions()
+        except RuntimeError:
+            raise invocation_error
+    return recorder.take_interactions()
+
+
+def record_upstream_interactions(
+    spec: UpstreamEndpoint,
+    case_input: InputT,
+    sdk_call: Callable[[str, InputT], object],
+) -> tuple[RecordedInteraction, ...]:
+    with _recording_provider(spec) as recorder:
+        return _invoke_and_take_interactions(recorder, case_input, sdk_call)
+
+
+def record_upstream_responses(
+    spec: UpstreamEndpoint,
+    case_input: InputT,
+    sdk_call: Callable[[str, InputT], object],
+) -> tuple[RecordedResponse, ...]:
+    return tuple(item.response for item in record_upstream_interactions(spec, case_input, sdk_call))
diff --git a/tests/rust-python-harness/shared/parity/fixtures/store.py b/tests/rust-python-harness/shared/parity/fixtures/store.py
new file mode 100644
index 00000000000..7a10c5c6c5d
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/fixtures/store.py
@@ -0,0 +1,126 @@
+from __future__ import annotations
+
+import hashlib
+import json
+import tempfile
+from collections.abc import Mapping
+from datetime import datetime, timezone
+from pathlib import Path
+from typing import Final, Literal, Protocol, TypeVar, cast
+
+from pydantic import AwareDatetime, BaseModel, ConfigDict, TypeAdapter, ValidationError
+
+from .cassette import deserialize_cassette, serialize_cassette
+from .recording import RecordedInteraction
+
+FIXTURE_SCHEMA_VERSION: Final = 1
+JSON_OBJECT: Final = TypeAdapter(dict[str, object])
+
+
+class FixtureInput(Protocol):
+    def canonical_input(self) -> dict[str, object]: ...
+
+
+CaseT = TypeVar("CaseT", bound=BaseModel)
+
+
+class FixtureEnvelope(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    schema_version: int
+    recorded_at: AwareDatetime
+    case: dict[str, object]
+
+
+def canonical_json(value: Mapping[str, object]) -> str:
+    return json.dumps(value, sort_keys=True, separators=(",", ":"), ensure_ascii=True)
+
+
+def fixture_cache_key(case_input: FixtureInput) -> dict[str, object]:
+    return case_input.canonical_input()
+
+
+def fixture_path(directory: Path, case_input: FixtureInput) -> Path:
+    input_json: Final = canonical_json(fixture_cache_key(case_input))
+    digest: Final = hashlib.sha256(input_json.encode("utf-8")).hexdigest()
+    return directory / f"{digest}.yaml"
+
+
+def load_fixture(directory: Path, case_input: FixtureInput, case_type: type[CaseT]) -> CaseT | None:
+    path: Final = fixture_path(directory, case_input)
+    if path.is_file():
+        return read_fixture(path, case_type)
+    legacy_path: Final = path.with_suffix(".json")
+    if not legacy_path.is_file():
+        return None
+    return read_fixture(legacy_path, case_type)
+
+
+def save_fixture(
+    directory: Path,
+    case_input: FixtureInput,
+    case: BaseModel,
+    interactions: tuple[RecordedInteraction, ...],
+    *,
+    recorded_at: datetime | None = None,
+    request_source: Literal["recorded", "python_replay"] = "recorded",
+) -> Path:
+    directory.mkdir(parents=True, exist_ok=True)
+    path: Final = fixture_path(directory, case_input)
+    serialized: Final = serialize_cassette(
+        cast(dict[str, object], case.model_dump(mode="json", exclude_unset=True)),
+        interactions,
+        recorded_at or datetime.now(timezone.utc),
+        request_source,
+    )
+    with tempfile.NamedTemporaryFile(mode="w", encoding="utf-8", dir=directory, delete=False) as temporary:
+        temporary_path: Final = Path(temporary.name)
+        try:
+            temporary.write(serialized)
+            temporary.close()
+            temporary_path.replace(path)
+        finally:
+            temporary_path.unlink(missing_ok=True)
+    return path
+
+
+def read_fixture(path: Path, case_type: type[CaseT]) -> CaseT:
+    contents: Final = path.read_text(encoding="utf-8")
+    if path.suffix == ".json":
+        return _load_fixture(JSON_OBJECT.validate_json(contents), path, case_type)
+    try:
+        cassette: Final = deserialize_cassette(contents)
+        return case_type.model_validate(cassette.case_data())
+    except ValueError as error:
+        raise ValueError(f"invalid parity cassette {path}") from error
+
+
+def _load_fixture(raw_fixture: dict[str, object], path: Path, case_type: type[CaseT]) -> CaseT:
+    schema_version: Final = raw_fixture.get("schema_version")
+    if schema_version != FIXTURE_SCHEMA_VERSION:
+        raise ValueError(
+            f"fixture {path} has schema_version {schema_version!r}, expected {FIXTURE_SCHEMA_VERSION}; "
+            "delete it and regenerate the fixture bundle"
+        )
+    try:
+        envelope: Final = FixtureEnvelope.model_validate(raw_fixture)
+        return case_type.model_validate(envelope.case)
+    except ValidationError as error:
+        raise ValueError(f"invalid parity fixture {path} ({len(error.errors())} validation errors)") from error
+
+
+def recorded_fixtures(directory: Path, case_type: type[CaseT]) -> tuple[CaseT, ...]:
+    if not directory.is_dir():
+        return ()
+    paths: Final = tuple(sorted((*directory.rglob("*.yaml"), *directory.rglob("*.json"))))
+    return tuple(read_fixture(path, case_type) for path in paths)
+
+
+def fixture_directory(configured: Path | None, env_value: str | None, default: Path) -> Path:
+    return (configured or Path(env_value or default)).expanduser()
+
+
+def fixture_id(case_input: FixtureInput, prefix: str) -> str:
+    input_json: Final = canonical_json(case_input.canonical_input())
+    digest: Final = hashlib.sha256(input_json.encode("utf-8")).hexdigest()[:8]
+    return f"{prefix}-{digest}"
diff --git a/tests/rust-python-harness/shared/parity/fixtures/test_cassette.py b/tests/rust-python-harness/shared/parity/fixtures/test_cassette.py
new file mode 100644
index 00000000000..e668223782b
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/fixtures/test_cassette.py
@@ -0,0 +1,95 @@
+from __future__ import annotations
+
+from datetime import datetime, timezone
+from pathlib import Path
+from typing import Final
+
+import httpx
+import pytest
+from vcr import VCR
+from vcr.request import Request
+
+from ..fixture_models import ParityCase, SdkInputBase
+from .cassette import deserialize_cassette
+from .recording import RecordedInteraction
+from .store import load_fixture, save_fixture
+from ..recorded_http import (
+    HttpHeader,
+    RecordedHttpResponse,
+    RecordedHttpStreamResponse,
+    RecordedResponse,
+    RecordedStreamChunk,
+)
+from ..replay import replay_server
+
+_URI: Final = "http://parity-provider.invalid/operation?api-version=1"
+
+
+class _Input(SdkInputBase):
+    model: str = "fixture-model"
+
+
+@pytest.mark.parametrize("body", (b'{"text":"caf\xc3\xa9"}', b"\x00\xff\x80", b""))
+def test_cassette_replays_repeated_requests_with_vcr_and_preserves_bytes(tmp_path: Path, body: bytes) -> None:
+    sdk_input: Final = _Input()
+    responses: Final = tuple(
+        RecordedHttpResponse.from_bytes(
+            status,
+            (HttpHeader(name="content-type", value="application/octet-stream"),),
+            body,
+        )
+        for status in (200, 429)
+    )
+    case: Final = ParityCase[_Input](litellm_input=sdk_input, provider_responses=responses)
+    interactions: Final = tuple(
+        RecordedInteraction(Request("POST", _URI, b"\xffrequest", {}), response) for response in responses
+    )
+    timestamp: Final = datetime(2020, 1, 1, tzinfo=timezone.utc)
+    path: Final = save_fixture(tmp_path, sdk_input, case, interactions, recorded_at=timestamp)
+
+    assert load_fixture(tmp_path, sdk_input, ParityCase[_Input]) == case
+    assert deserialize_cassette(path.read_text()).recorded_at == timestamp
+    with VCR().use_cassette(str(path), record_mode="none", match_on=("method", "uri", "body")) as cassette:
+        for status in (200, 429):
+            replayed: Final = httpx.post(_URI, content=b"\xffrequest")
+            assert replayed.status_code == status
+            assert replayed.content == body
+        assert cassette.all_played
+
+
+def test_stream_cassette_preserves_chunk_boundaries_through_local_replay(tmp_path: Path) -> None:
+    sdk_input: Final = _Input()
+    chunks: Final = (b"data: caf\xc3", b"\xa9\n\n", b"data: [DONE]\n\n")
+    response: Final = RecordedHttpStreamResponse(
+        kind="http_stream",
+        status_code=200,
+        headers=(HttpHeader(name="content-type", value="text/event-stream"),),
+        chunks=tuple(RecordedStreamChunk.from_bytes(chunk) for chunk in chunks),
+    )
+    case: Final = ParityCase[_Input](litellm_input=sdk_input, provider_responses=(response,))
+    path: Final = save_fixture(
+        tmp_path, sdk_input, case, (RecordedInteraction(Request("POST", _URI, b"{}", {}), response),)
+    )
+    loaded: Final = load_fixture(tmp_path, sdk_input, ParityCase[_Input])
+    assert loaded == case
+    with replay_server() as server:
+        server.enqueue_response(loaded.provider_responses[0])
+        with httpx.stream("POST", f"{server.url}/operation", content=b"{}") as replayed:
+            assert tuple(replayed.iter_raw()) == chunks
+        server.take_requests(1)
+    path.write_text(path.read_text().replace("- 10\n", "- 999\n"))
+    with pytest.raises(ValueError, match="invalid parity cassette"):
+        load_fixture(tmp_path, sdk_input, ParityCase[_Input])
+
+
+def test_cassette_preserves_duplicate_response_headers(tmp_path: Path) -> None:
+    sdk_input: Final = _Input()
+    response: Final[RecordedResponse] = RecordedHttpResponse.from_bytes(
+        200,
+        (HttpHeader(name="x-test", value="first"), HttpHeader(name="x-test", value="second")),
+        b"{}",
+    )
+    case: Final = ParityCase[_Input](litellm_input=sdk_input, provider_responses=(response,))
+    save_fixture(tmp_path, sdk_input, case, (RecordedInteraction(Request("POST", _URI, b"", {}), response),))
+
+    assert load_fixture(tmp_path, sdk_input, ParityCase[_Input]) == case
diff --git a/tests/rust-python-harness/shared/parity/fixtures/test_inputs.py b/tests/rust-python-harness/shared/parity/fixtures/test_inputs.py
new file mode 100644
index 00000000000..d76bcac7736
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/fixtures/test_inputs.py
@@ -0,0 +1,20 @@
+from __future__ import annotations
+
+from typing import Final
+
+from hypothesis import strategies as st
+from pydantic import BaseModel, ConfigDict
+
+from .inputs import generate_case_inputs
+
+
+class _Input(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    identifier: str
+
+
+def test_generate_case_inputs_is_deterministic() -> None:
+    strategy: Final = st.builds(_Input, identifier=st.integers().map(str))
+
+    assert generate_case_inputs(strategy, examples=4) == generate_case_inputs(strategy, examples=4)
diff --git a/tests/rust-python-harness/shared/parity/fixtures/test_media.py b/tests/rust-python-harness/shared/parity/fixtures/test_media.py
new file mode 100644
index 00000000000..85518971ed4
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/fixtures/test_media.py
@@ -0,0 +1,27 @@
+from __future__ import annotations
+
+import base64
+from io import BytesIO
+from typing import Final, cast
+
+from PIL import Image
+
+from .media import dummy_image_url, structured_image_bytes, structured_image_data_uri
+
+
+def test_dummy_image_url_encodes_text_and_dimensions() -> None:
+    assert dummy_image_url("invoice 123", 24, width=320, height=80) == (
+        "https://dummyjson.com/image/320x80/ffffff/000000?text=invoice%20123&fontSize=24"
+    )
+
+
+def test_structured_image_is_local_content_bearing_png() -> None:
+    png: Final = structured_image_bytes()
+    encoded: Final = structured_image_data_uri().partition(",")[2]
+    image: Final = Image.open(BytesIO(png))
+    colors: Final = cast(list[tuple[int, tuple[int, int, int]]], image.getcolors(maxcolors=2))
+
+    assert png.startswith(b"\x89PNG\r\n\x1a\n")
+    assert base64.b64decode(encoded, validate=True) == png
+    assert image.size == (320, 80)
+    assert {color for _, color in colors} == {(0, 0, 0), (255, 255, 255)}
diff --git a/tests/rust-python-harness/shared/parity/fixtures/test_pipeline.py b/tests/rust-python-harness/shared/parity/fixtures/test_pipeline.py
new file mode 100644
index 00000000000..d865f34eeae
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/fixtures/test_pipeline.py
@@ -0,0 +1,191 @@
+from __future__ import annotations
+
+import logging
+import threading
+from collections.abc import Generator
+from contextlib import contextmanager
+from dataclasses import dataclass
+from http.server import BaseHTTPRequestHandler, ThreadingHTTPServer
+from pathlib import Path
+from typing import Final, Literal
+
+import httpx
+import pytest
+from hypothesis import strategies as st
+from pydantic import BaseModel, ConfigDict
+
+from .pipeline import (
+    RecordingInvocation,
+    RecordingTarget,
+    build_recording_jobs,
+    record_fixtures,
+)
+from .recording import UpstreamEndpoint
+from .store import fixture_path
+from ..recorded_http import RecordedResponse
+
+
+class _FixtureInput(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    identifier: str
+
+    def canonical_input(self) -> dict[str, object]:
+        return {"identifier": self.identifier}
+
+
+class _ParityCase(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    litellm_input: _FixtureInput
+    provider_responses: tuple[RecordedResponse, ...]
+
+
+class _Upstream(ThreadingHTTPServer):
+    daemon_threads = True
+
+    def __init__(self) -> None:
+        super().__init__(("127.0.0.1", 0), _UpstreamHandler)
+
+    @property
+    def url(self) -> str:
+        return f"http://127.0.0.1:{self.server_address[1]}"
+
+
+class _UpstreamHandler(BaseHTTPRequestHandler):
+    protocol_version = "HTTP/1.1"
+
+    def do_POST(self) -> None:
+        length: Final = int(self.headers.get("content-length") or "0")
+        self.rfile.read(length)
+        body: Final = b"{}"
+        self.send_response(200)
+        self.send_header("content-type", "application/json")
+        self.send_header("content-length", str(len(body)))
+        self.end_headers()
+        self.wfile.write(body)
+
+    def log_message(self, format: str, *args: object) -> None:
+        return
+
+
+@contextmanager
+def _upstream() -> Generator[_Upstream]:
+    server: Final = _Upstream()
+    thread: Final = threading.Thread(target=server.serve_forever, daemon=True)
+    thread.start()
+    try:
+        yield server
+    finally:
+        server.shutdown()
+        server.server_close()
+        thread.join(timeout=5)
+
+
+@dataclass(frozen=True, slots=True)
+class _OrderedInvocation:
+    order: Literal["slow", "fast"]
+    slow_started: threading.Event
+    fast_finished: threading.Event
+
+    def execute(self, provider_url: str, case_input: _FixtureInput) -> None:
+        if self.order == "slow":
+            self.slow_started.set()
+            if not self.fast_finished.wait(timeout=2):
+                raise TimeoutError("fast recording did not finish")
+        else:
+            if not self.slow_started.wait(timeout=2):
+                raise TimeoutError("slow recording did not start")
+        response: Final = httpx.post(f"{provider_url}/record", json={"id": case_input.identifier}, timeout=5)
+        response.raise_for_status()
+        if self.order == "fast":
+            self.fast_finished.set()
+
+
+@dataclass(frozen=True, slots=True)
+class _Invocation:
+    def execute(self, provider_url: str, case_input: _FixtureInput) -> None:
+        response: Final = httpx.post(f"{provider_url}/record", json={"id": case_input.identifier}, timeout=5)
+        response.raise_for_status()
+
+
+def _target(
+    name: str,
+    upstream_url: str,
+    case_input: _FixtureInput,
+    invocation: RecordingInvocation[_FixtureInput],
+) -> RecordingTarget[_FixtureInput]:
+    return RecordingTarget(
+        name=name,
+        upstream=UpstreamEndpoint(base_url=upstream_url),
+        strategy=st.just(case_input),
+        invocation=invocation,
+        required_inputs=(case_input,),
+    )
+
+
+def test_build_jobs_keeps_required_inputs_before_generated_inputs_and_deduplicates(tmp_path: Path) -> None:
+    required: Final = _FixtureInput(identifier="required")
+    generated: Final = _FixtureInput(identifier="generated")
+    target: Final = RecordingTarget(
+        name="ordered",
+        upstream=UpstreamEndpoint(base_url="https://provider.invalid"),
+        strategy=st.just(generated),
+        invocation=_Invocation(),
+        required_inputs=(required, required),
+    )
+
+    jobs: Final = build_recording_jobs((target,), tmp_path, examples=1)
+
+    assert tuple(job.case_input.identifier for job in jobs) == ("required", "generated")
+
+
+def test_progress_follows_completion_order(tmp_path: Path, caplog: pytest.LogCaptureFixture) -> None:
+    slow_started: Final = threading.Event()
+    fast_finished: Final = threading.Event()
+    with _upstream() as upstream:
+        targets: Final = (
+            _target(
+                "slow",
+                upstream.url,
+                _FixtureInput(identifier="slow"),
+                _OrderedInvocation("slow", slow_started, fast_finished),
+            ),
+            _target(
+                "fast",
+                upstream.url,
+                _FixtureInput(identifier="fast"),
+                _OrderedInvocation("fast", slow_started, fast_finished),
+            ),
+        )
+        with caplog.at_level(logging.INFO, logger="tests.rust-python-harness.shared.parity.fixtures.pipeline"):
+            summary: Final = record_fixtures(targets, tmp_path, 1, 2, _ParityCase)
+
+    progress: Final = tuple(record.message for record in caplog.records if record.message.startswith("["))
+    assert len(summary.recorded) == 2
+    assert summary.exit_code == 0
+    assert "recorded fast" in progress[0]
+    assert "recorded slow" in progress[1]
+    assert caplog.records[0].message == "Recording 2 fixtures across 2 targets with concurrency 2"
+    assert caplog.records[-1].message == "Finished 2 fixtures: 2 recorded, 0 cached, 0 failed"
+
+
+def test_failure_does_not_stop_independent_recordings(tmp_path: Path) -> None:
+    stale_input: Final = _FixtureInput(identifier="stale")
+    stale_directory: Final = tmp_path / "stale"
+    stale_directory.mkdir()
+    fixture_path(stale_directory, stale_input).with_suffix(".json").write_text(
+        '{"schema_version": 0}\n', encoding="utf-8"
+    )
+    with _upstream() as upstream:
+        targets: Final = (
+            _target("stale", upstream.url, stale_input, _Invocation()),
+            _target("valid", upstream.url, _FixtureInput(identifier="valid"), _Invocation()),
+        )
+        summary: Final = record_fixtures(targets, tmp_path, 1, 2, _ParityCase)
+
+    assert len(summary.recorded) == 1
+    assert summary.recorded[0].target_name == "valid"
+    assert len(summary.failed) == 1
+    assert summary.failed[0].target_name == "stale"
+    assert summary.exit_code == 1
diff --git a/tests/rust-python-harness/shared/parity/fixtures/test_recording.py b/tests/rust-python-harness/shared/parity/fixtures/test_recording.py
new file mode 100644
index 00000000000..e3da59ac4d8
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/fixtures/test_recording.py
@@ -0,0 +1,574 @@
+from __future__ import annotations
+
+import asyncio
+import queue
+import threading
+from collections.abc import AsyncIterator, Callable, Generator, Iterator
+from contextlib import contextmanager
+from dataclasses import dataclass
+from http.server import BaseHTTPRequestHandler, ThreadingHTTPServer
+from pathlib import Path
+from typing import Final, Literal
+
+import httpx
+import pytest
+from hypothesis import strategies as st
+from openai._streaming import SSEDecoder
+from pydantic import BaseModel, ConfigDict
+
+from ..compare import assert_request_parity
+from .pipeline import RecordingTarget, record_fixtures
+from .recording import (
+    UpstreamEndpoint,
+    record_upstream_interactions,
+    record_upstream_responses,
+)
+from .store import (
+    FIXTURE_SCHEMA_VERSION,
+    fixture_path,
+    load_fixture,
+    recorded_fixtures,
+)
+from ..inprocess import InProcessExecution, run_in_process, run_in_process_async
+from ..recorded_http import (
+    HttpHeader,
+    RecordedHttpStreamResponse,
+    RecordedResponse,
+    RecordedStreamChunk,
+)
+from ..replay import ReplayServer, replay_server
+from ..stream import (
+    StreamCompleted,
+    StreamFailed,
+    StreamOutcome,
+    assert_stream_parity,
+    consume_async_stream,
+    consume_sync_stream,
+)
+
+_SSE_CHUNKS: Final = (
+    b'data: {"choices":[{"delta":{"content":"hello"}}]}\n\n',
+    b'data: {"choices":[{"delta":{"content":" world"}}]}\n\n',
+    b"data: [DONE]\n\n",
+)
+
+
+class _StreamEvent(BaseModel):
+    kind: Literal["delta", "done", "error"]
+    value: str
+
+
+class _StreamApplicationError(Exception):
+    status_code: Final = 400
+    code: Final = "invalid_input"
+    type: Final = "validation_error"
+    param: Final = "input"
+    model: Final = "fixture-model"
+    llm_provider: Final = "fixture-provider"
+
+
+def _stream_event(data: str) -> _StreamEvent:
+    event: Final = _StreamEvent.model_validate_json(data)
+    if event.kind == "error":
+        raise _StreamApplicationError(event.value)
+    return event
+
+
+def _event_chunks(failed: bool) -> tuple[bytes, ...]:
+    terminal: Final = (
+        b'event: error\r\ndata: {"kind":"error","value":"invalid input"}\r\n\r\n'
+        if failed
+        else b'event: done\r\ndata: {"kind":"done","value":""}\r\n\r\n'
+    )
+    return (
+        b'event: delta\r\ndata: {"kind":"delta",\r\ndata: "value":"caf\xc3',
+        b'\xa9"}\r\n',
+        b'\r\nevent: delta\r\ndata: {"kind":"delta","value":"second"}\r\n\r\n' + terminal,
+    )
+
+
+def _sync_events(api_base: str, case_input: _FixtureInput) -> Iterator[_StreamEvent]:
+    with httpx.stream("POST", f"{api_base}/stream", json={"id": case_input.identifier}, timeout=5) as response:
+        response.raise_for_status()
+        for event in SSEDecoder().iter_bytes(response.iter_bytes()):
+            yield _stream_event(event.data)
+
+
+async def _async_events(api_base: str, case_input: _FixtureInput) -> AsyncIterator[_StreamEvent]:
+    async with httpx.AsyncClient(timeout=5) as client:
+        async with client.stream("POST", f"{api_base}/stream", json={"id": case_input.identifier}) as response:
+            response.raise_for_status()
+            async for event in SSEDecoder().aiter_bytes(response.aiter_bytes()):
+                yield _stream_event(event.data)
+
+
+async def _consume_async_events(api_base: str, case_input: _FixtureInput) -> StreamOutcome:
+    async def create() -> AsyncIterator[_StreamEvent]:
+        return _async_events(api_base, case_input)
+
+    return await consume_async_stream(create)
+
+
+async def _replay_events(
+    mode: Literal["sync", "async"],
+    provider: ReplayServer,
+    response: RecordedHttpStreamResponse,
+    case_input: _FixtureInput,
+) -> InProcessExecution[StreamOutcome]:
+    if mode == "sync":
+        return run_in_process(
+            provider, (response,), lambda url: consume_sync_stream(lambda: _sync_events(url, case_input))
+        )
+    return await run_in_process_async(provider, (response,), lambda url: _consume_async_events(url, case_input))
+
+
+class _FixtureInput(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    identifier: str
+
+    def canonical_input(self) -> dict[str, object]:
+        return {"identifier": self.identifier}
+
+
+class _ParityCase(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    litellm_input: _FixtureInput
+    provider_responses: tuple[RecordedResponse, ...]
+
+
+@dataclass(frozen=True, slots=True)
+class _Invocation:
+    sdk_call: Callable[[str, _FixtureInput], object]
+
+    def execute(self, provider_url: str, case_input: _FixtureInput) -> None:
+        self.sdk_call(provider_url, case_input)
+
+
+class _ControlledUpstream(ThreadingHTTPServer):
+    daemon_threads = True
+
+    def __init__(self, stream_chunks: tuple[bytes, ...]) -> None:
+        super().__init__(("127.0.0.1", 0), _ControlledUpstreamHandler)
+        self.stream_chunks: Final = stream_chunks
+        self.lock: Final = threading.Lock()
+        self.two_requests_started: Final = threading.Event()
+        self.active_requests: int = 0
+        self.max_active_requests: int = 0
+        self.request_count: int = 0
+
+    @property
+    def url(self) -> str:
+        return f"http://127.0.0.1:{self.server_address[1]}"
+
+    def start_request(self) -> None:
+        with self.lock:
+            self.active_requests += 1
+            self.request_count += 1
+            self.max_active_requests = max(self.max_active_requests, self.active_requests)
+            if self.active_requests == 2:
+                self.two_requests_started.set()
+        self.two_requests_started.wait(timeout=2)
+
+    def end_tracked_request(self) -> None:
+        with self.lock:
+            self.active_requests -= 1
+
+
+class _ControlledUpstreamHandler(BaseHTTPRequestHandler):
+    protocol_version = "HTTP/1.1"
+
+    def do_POST(self) -> None:
+        upstream: Final = self.server
+        assert isinstance(upstream, _ControlledUpstream)
+        length: Final = int(self.headers.get("content-length") or "0")
+        self.rfile.read(length)
+        if self.path == "/credentials?api_key=query-secret&api-version=1":
+            authorized: Final = self.headers.get("authorization") == "Bearer header-secret"
+            self._send_json(200 if authorized else 401, b"{}")
+            return
+        if self.path == "/upload":
+            self._send_json(200, b'{"file_id":"fixture://document.pdf"}')
+            return
+        if self.path == "/parse":
+            self._send_json(200, b'{"result":{"chunks":[]}}')
+            return
+        if self.path == "/analyze":
+            self.send_response(202)
+            self.send_header("operation-location", f"{upstream.url}/results/1")
+            self.send_header("content-length", "0")
+            self.end_headers()
+            return
+        if self.path in {"/v1/chat/completions", "/stream"}:
+            with upstream.lock:
+                upstream.request_count += 1
+            self.send_response(200)
+            self.send_header("content-type", "text/event-stream")
+            self.send_header("transfer-encoding", "chunked")
+            self.end_headers()
+            for chunk in upstream.stream_chunks:
+                self.wfile.write(f"{len(chunk):X}\r\n".encode("ascii"))
+                self.wfile.write(chunk)
+                self.wfile.write(b"\r\n")
+                self.wfile.flush()
+            self.wfile.write(b"0\r\n\r\n")
+            self.wfile.flush()
+            return
+        if self.path == "/error":
+            self._send_json(429, b'{"error":{"message":"rate limited"}}')
+            return
+        upstream.start_request()
+        try:
+            body: Final = b"{}"
+            self.send_response(200)
+            self.send_header("content-type", "application/json")
+            self.send_header("set-cookie", "session=must-not-be-recorded")
+            self.send_header("content-length", str(len(body)))
+            self.end_headers()
+            self.wfile.write(body)
+        finally:
+            upstream.end_tracked_request()
+
+    def do_GET(self) -> None:
+        if self.path == "/results/1":
+            self._send_json(200, b'{"status":"succeeded","analyzeResult":{"pages":[]}}')
+            return
+        self.send_error(404)
+
+    def do_PUT(self) -> None:
+        self.do_POST()
+
+    def do_PATCH(self) -> None:
+        self.do_POST()
+
+    def do_DELETE(self) -> None:
+        self.do_POST()
+
+    def _send_json(self, status: int, body: bytes) -> None:
+        self.send_response(status)
+        self.send_header("content-type", "application/json")
+        self.send_header("content-length", str(len(body)))
+        self.end_headers()
+        self.wfile.write(body)
+
+    def log_message(self, format: str, *args: object) -> None:
+        return
+
+
+@contextmanager
+def _controlled_upstream(stream_chunks: tuple[bytes, ...] = _SSE_CHUNKS) -> Generator[_ControlledUpstream]:
+    server: Final = _ControlledUpstream(stream_chunks)
+    thread: Final = threading.Thread(target=server.serve_forever, daemon=True)
+    thread.start()
+    try:
+        yield server
+    finally:
+        server.shutdown()
+        server.server_close()
+        thread.join(timeout=5)
+
+
+def _case(identifier: str) -> _FixtureInput:
+    return _FixtureInput(identifier=identifier)
+
+
+def _sdk_call(api_base: str, case_input: _FixtureInput) -> object:
+    return httpx.post(f"{api_base}/v1/operation", content=b"{}", timeout=5)
+
+
+def _stream_sdk_call(api_base: str, case_input: _FixtureInput) -> object:
+    return httpx.post(f"{api_base}/v1/chat/completions", content=b"{}", timeout=5)
+
+
+def _error_sdk_call(api_base: str, case_input: _FixtureInput) -> object:
+    response: Final = httpx.post(f"{api_base}/error", content=b"{}", timeout=5)
+    response.raise_for_status()
+    return response
+
+
+def _method_sdk_call(method: str) -> Callable[[str, _FixtureInput], object]:
+    def call(api_base: str, case_input: _FixtureInput) -> object:
+        return httpx.request(method, f"{api_base}/method", json={"id": case_input.identifier}, timeout=5)
+
+    return call
+
+
+def _multi_sdk_call(api_base: str, case_input: _FixtureInput) -> object:
+    upload: Final = httpx.post(f"{api_base}/upload", json={"document": case_input.identifier}, timeout=5)
+    upload.raise_for_status()
+    parsed: Final = httpx.post(f"{api_base}/parse", json={"input": upload.json()["file_id"]}, timeout=5)
+    parsed.raise_for_status()
+    return parsed
+
+
+def _polling_sdk_call(api_base: str, case_input: _FixtureInput) -> object:
+    started: Final = httpx.post(f"{api_base}/analyze", json={"document": case_input.identifier}, timeout=5)
+    operation_location: Final = started.headers["operation-location"]
+    completed: Final = httpx.get(operation_location, timeout=5)
+    completed.raise_for_status()
+    return completed
+
+
+def test_recording_deduplicates_per_target_and_caps_global_concurrency(tmp_path: Path) -> None:
+    shared_input: Final = _case("shared")
+    with _controlled_upstream() as upstream:
+        spec: Final = UpstreamEndpoint(base_url=upstream.url)
+        targets: Final = (
+            RecordingTarget(
+                name="first",
+                upstream=spec,
+                strategy=st.just(shared_input),
+                invocation=_Invocation(_sdk_call),
+                required_inputs=(shared_input, shared_input),
+            ),
+            RecordingTarget(
+                name="second",
+                upstream=spec,
+                strategy=st.just(shared_input),
+                invocation=_Invocation(_sdk_call),
+                required_inputs=(shared_input,),
+            ),
+        )
+        summary: Final = record_fixtures(targets, tmp_path, examples=1, concurrency=2, case_type=_ParityCase)
+
+    assert len(summary.recorded) == 2
+    assert {result.target_name for result in summary.recorded} == {"first", "second"}
+    assert summary.cached == ()
+    assert summary.failed == ()
+    assert upstream.request_count == 2
+    assert upstream.max_active_requests == 2
+    assert len(recorded_fixtures(tmp_path, _ParityCase)) == 2
+    for path in tmp_path.rglob("*.yaml"):
+        contents = path.read_text(encoding="utf-8")
+        assert f"schema_version: {FIXTURE_SCHEMA_VERSION}" in contents
+        assert "recorded_at:" in contents
+
+
+def test_pipeline_rejects_stale_fixture_before_provider_call(tmp_path: Path) -> None:
+    case_input: Final = _case("stale")
+    directory: Final = tmp_path / "stale-target"
+    directory.mkdir()
+    path: Final = fixture_path(directory, case_input).with_suffix(".json")
+    path.write_text('{"schema_version": 0}\n', encoding="utf-8")
+    target: Final = RecordingTarget(
+        name="stale-target",
+        upstream=UpstreamEndpoint(base_url="http://127.0.0.1:1"),
+        strategy=st.just(case_input),
+        invocation=_Invocation(_sdk_call),
+    )
+
+    summary: Final = record_fixtures(
+        (target,),
+        tmp_path,
+        examples=1,
+        concurrency=1,
+        case_type=_ParityCase,
+    )
+
+    assert summary.recorded == ()
+    assert summary.cached == ()
+    assert len(summary.failed) == 1
+    assert str(summary.failed[0].error) == (
+        f"fixture {path} has schema_version 0, expected {FIXTURE_SCHEMA_VERSION}; "
+        "delete it and regenerate the fixture bundle"
+    )
+
+
+def test_cached_fixture_is_reported_without_provider_call(tmp_path: Path) -> None:
+    case_input: Final = _case("cached")
+    with _controlled_upstream() as upstream:
+        target: Final = RecordingTarget(
+            name="cached-target",
+            upstream=UpstreamEndpoint(base_url=upstream.url),
+            strategy=st.just(case_input),
+            invocation=_Invocation(_sdk_call),
+        )
+        first: Final = record_fixtures((target,), tmp_path, 1, 1, _ParityCase)
+        second: Final = record_fixtures((target,), tmp_path, 1, 1, _ParityCase)
+
+    assert len(first.recorded) == 1
+    assert len(second.cached) == 1
+    assert upstream.request_count == 1
+
+
+def test_streaming_response_records_and_replays_chunks() -> None:
+    with _controlled_upstream() as upstream:
+        responses: Final = record_upstream_responses(
+            UpstreamEndpoint(base_url=upstream.url),
+            _case("stream"),
+            _stream_sdk_call,
+        )
+
+    response: Final = responses[0]
+    assert isinstance(response, RecordedHttpStreamResponse)
+    assert tuple(chunk.data_bytes() for chunk in response.chunks) == _SSE_CHUNKS
+    assert isinstance(response.model_dump(mode="json")["chunks"], list)
+
+    with replay_server() as provider:
+        provider.enqueue_response(response)
+        with httpx.stream("POST", f"{provider.url}/v1/chat/completions", json={}) as replayed:
+            replayed_chunks: Final = tuple(replayed.iter_raw())
+        provider.take_requests(1)
+
+    assert replayed_chunks == _SSE_CHUNKS
+
+
+def test_non_successful_provider_response_is_recorded() -> None:
+    with _controlled_upstream() as upstream:
+        responses: Final = record_upstream_responses(
+            UpstreamEndpoint(base_url=upstream.url),
+            _case("provider-error"),
+            _error_sdk_call,
+        )
+
+    response: Final = responses[0]
+    assert response.status_code == 429
+
+
+def test_sensitive_response_headers_are_not_recorded() -> None:
+    with _controlled_upstream() as upstream:
+        responses: Final = record_upstream_responses(
+            UpstreamEndpoint(base_url=upstream.url),
+            _case("headers"),
+            _sdk_call,
+        )
+
+    assert all(header.name.lower() != "set-cookie" for header in responses[0].headers)
+
+
+def test_recorded_requests_strip_credentials_without_changing_the_live_request() -> None:
+    def sdk_call(api_base: str, case_input: _FixtureInput) -> object:
+        return httpx.post(
+            f"{api_base}/credentials?api_key=query-secret&api-version=1",
+            headers={
+                "Authorization": "Bearer header-secret",
+                "Ocp-Apim-Subscription-Key": "azure-secret",
+                "Cookie": "session=cookie-secret",
+                "X-Test": case_input.identifier,
+            },
+            content=b"\xffdocument",
+        )
+
+    with _controlled_upstream() as upstream:
+        interactions: Final = record_upstream_interactions(
+            UpstreamEndpoint(upstream.url), _case("credentials"), sdk_call
+        )
+
+    interaction: Final = interactions[0]
+    assert interaction.response.status_code == 200
+    assert interaction.request.uri == "http://parity-provider.invalid/credentials?api-version=1"
+    assert interaction.request.body == b"\xffdocument"
+    assert interaction.request.headers["x-test"] == "credentials"
+    assert all(
+        header not in interaction.request.headers for header in ("authorization", "ocp-apim-subscription-key", "cookie")
+    )
+
+
+@pytest.mark.parametrize("method", ("PUT", "PATCH", "DELETE"))
+def test_recording_and_replay_support_mutating_http_methods(method: str) -> None:
+    sdk_call: Final = _method_sdk_call(method)
+    with _controlled_upstream() as upstream:
+        responses: Final = record_upstream_responses(
+            UpstreamEndpoint(base_url=upstream.url),
+            _case(method),
+            sdk_call,
+        )
+    with replay_server() as provider:
+        provider.enqueue_response(responses[0])
+        sdk_call(provider.url, _case(method))
+        requests: Final = provider.take_requests(1)
+
+    assert requests[0].method == method
+
+
+def test_stream_response_model_rejects_buffered_body() -> None:
+    with pytest.raises(ValueError, match="Extra inputs are not permitted"):
+        RecordedHttpStreamResponse.model_validate(
+            {
+                "kind": "http_stream",
+                "status_code": 200,
+                "headers": [HttpHeader(name="content-type", value="text/event-stream")],
+                "chunks": [RecordedStreamChunk.from_bytes(b"data: [DONE]\n\n")],
+                "body_b64": "",
+            }
+        )
+
+
+@pytest.mark.parametrize("sdk_call", (_multi_sdk_call, _polling_sdk_call))
+def test_multiple_provider_calls_record_and_replay_in_order(
+    sdk_call: Callable[[str, _FixtureInput], object],
+) -> None:
+    with _controlled_upstream() as upstream:
+        responses: Final = record_upstream_responses(
+            UpstreamEndpoint(base_url=upstream.url),
+            _case(sdk_call.__name__),
+            sdk_call,
+        )
+
+    assert len(responses) == 2
+    with replay_server() as provider:
+        for response in responses:
+            provider.enqueue_response(response)
+        sdk_call(provider.url, _case(sdk_call.__name__))
+        requests: Final = provider.take_requests(2)
+
+    assert len(requests) == 2
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("mode", ("sync", "async"))
+@pytest.mark.parametrize("failed", (False, True), ids=("completed", "application-error"))
+async def test_typed_stream_recording_cassette_replay_parity(
+    tmp_path: Path, mode: Literal["sync", "async"], failed: bool
+) -> None:
+    case_input: Final = _case("typed-stream")
+    outcomes: Final[queue.SimpleQueue[StreamOutcome]] = queue.SimpleQueue()
+
+    def record(api_base: str, sdk_input: _FixtureInput) -> None:
+        outcome: Final = (
+            consume_sync_stream(lambda: _sync_events(api_base, sdk_input))
+            if mode == "sync"
+            else asyncio.run(_consume_async_events(api_base, sdk_input))
+        )
+        outcomes.put(outcome)
+
+    with _controlled_upstream(_event_chunks(failed)) as upstream:
+        target: Final = RecordingTarget(
+            name="stream",
+            upstream=UpstreamEndpoint(upstream.url),
+            strategy=st.just(case_input),
+            invocation=_Invocation(record),
+        )
+        summary: Final = record_fixtures((target,), tmp_path, 1, 1, _ParityCase)
+
+    assert summary.failed == ()
+    assert len(summary.recorded) == 1
+    recorded: Final = outcomes.get_nowait()
+    loaded: Final = load_fixture(tmp_path / "stream", case_input, _ParityCase)
+    assert loaded is not None
+    response: Final = loaded.provider_responses[0]
+    assert isinstance(response, RecordedHttpStreamResponse)
+    assert response.status_code == 200
+    wire_bytes: Final = b"".join(chunk.data_bytes() for chunk in response.chunks)
+    assert wire_bytes == b"".join(_event_chunks(failed))
+    coalesced: Final = response.model_copy(update={"chunks": (RecordedStreamChunk.from_bytes(wire_bytes),)})
+
+    with replay_server() as provider:
+        first: Final = await _replay_events(mode, provider, response, case_input)
+        second: Final = await _replay_events(mode, provider, coalesced, case_input)
+    assert_request_parity(first.requests, second.requests)
+    assert len(first.requests) == 1
+    assert first.requests[0].body == {"id": case_input.identifier}
+    assert_stream_parity(recorded, first.response)
+    assert_stream_parity(first.response, second.response)
+    expected: Final = (_StreamEvent(kind="delta", value="café"), _StreamEvent(kind="delta", value="second"))
+    assert first.response.chunks == (expected if failed else (*expected, _StreamEvent(kind="done", value="")))
+    if failed:
+        assert isinstance(first.response.terminal, StreamFailed)
+        assert first.response.terminal.phase == "iteration"
+        assert first.response.terminal.exception_type is _StreamApplicationError
+        assert first.response.terminal.error.code == "invalid_input"
+        assert first.response.terminal.error.message == "invalid input"
+    else:
+        assert first.response.terminal == StreamCompleted()
diff --git a/tests/rust-python-harness/shared/parity/http.py b/tests/rust-python-harness/shared/parity/http.py
new file mode 100644
index 00000000000..c164e3c6549
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/http.py
@@ -0,0 +1,54 @@
+from __future__ import annotations
+
+from collections.abc import Iterable
+from typing import Final
+
+HOP_BY_HOP_HEADERS: Final[frozenset[str]] = frozenset(
+    {
+        "connection",
+        "keep-alive",
+        "proxy-authenticate",
+        "proxy-authorization",
+        "te",
+        "trailer",
+        "trailers",
+        "transfer-encoding",
+        "upgrade",
+    }
+)
+
+REQUEST_DROPPED_HEADERS: Final[frozenset[str]] = HOP_BY_HOP_HEADERS | {
+    "host",
+    "content-length",
+    "accept-encoding",
+}
+
+RESPONSE_DROPPED_HEADERS: Final[frozenset[str]] = HOP_BY_HOP_HEADERS | {
+    "content-encoding",
+    "content-length",
+    "set-cookie",
+}
+
+
+def connection_header_names(headers: Iterable[tuple[str, str]]) -> frozenset[str]:
+    return frozenset(
+        token.strip().lower()
+        for name, value in headers
+        if name.lower() == "connection"
+        for token in value.split(",")
+        if token.strip()
+    )
+
+
+def dropped_request_headers(headers: Iterable[tuple[str, str]]) -> frozenset[str]:
+    materialized: Final = tuple(headers)
+    return REQUEST_DROPPED_HEADERS | connection_header_names(materialized)
+
+
+def dropped_response_headers(headers: Iterable[tuple[str, str]]) -> frozenset[str]:
+    materialized: Final = tuple(headers)
+    return RESPONSE_DROPPED_HEADERS | connection_header_names(materialized)
+
+
+def is_streaming_response(content_type: str) -> bool:
+    return "text/event-stream" in content_type.lower()
diff --git a/tests/rust-python-harness/shared/parity/inprocess.py b/tests/rust-python-harness/shared/parity/inprocess.py
new file mode 100644
index 00000000000..36a73db9239
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/inprocess.py
@@ -0,0 +1,47 @@
+from __future__ import annotations
+
+from collections.abc import Awaitable, Callable
+from dataclasses import dataclass
+from typing import Final, Generic, TypeVar
+
+from .models import CapturedRequest
+from .recorded_http import RecordedResponse
+from .replay import ReplayServer
+
+ResponseT = TypeVar("ResponseT")
+
+
+@dataclass(frozen=True, slots=True)
+class InProcessExecution(Generic[ResponseT]):
+    requests: tuple[CapturedRequest, ...]
+    response: ResponseT
+
+
+def run_in_process(
+    provider: ReplayServer,
+    recorded_responses: tuple[RecordedResponse, ...],
+    call: Callable[[str], ResponseT],
+) -> InProcessExecution[ResponseT]:
+    for recorded_response in recorded_responses:
+        provider.enqueue_response(recorded_response)
+    try:
+        response: Final = call(provider.url)
+        return InProcessExecution(requests=provider.take_requests(len(recorded_responses)), response=response)
+    except Exception:
+        provider.reset()
+        raise
+
+
+async def run_in_process_async(
+    provider: ReplayServer,
+    recorded_responses: tuple[RecordedResponse, ...],
+    call: Callable[[str], Awaitable[ResponseT]],
+) -> InProcessExecution[ResponseT]:
+    for recorded_response in recorded_responses:
+        provider.enqueue_response(recorded_response)
+    try:
+        response: Final = await call(provider.url)
+        return InProcessExecution(requests=provider.take_requests(len(recorded_responses)), response=response)
+    except Exception:
+        provider.reset()
+        raise
diff --git a/tests/rust-python-harness/shared/parity/models.py b/tests/rust-python-harness/shared/parity/models.py
new file mode 100644
index 00000000000..898b58d23ee
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/models.py
@@ -0,0 +1,145 @@
+from __future__ import annotations
+
+import base64
+from typing import Annotated, Final, Literal, cast
+
+from pydantic import BaseModel, ConfigDict, Field, JsonValue, TypeAdapter
+
+
+class CapturedRequest(BaseModel):
+    model_config = ConfigDict(frozen=True)
+
+    method: str
+    path: str
+    headers: tuple[tuple[str, str], ...]
+    body: JsonValue
+    user_agent: str | None
+
+
+class SDKSuccess(BaseModel):
+    model_config = ConfigDict(frozen=True)
+
+    status: Literal["ok"] = "ok"
+    response: JsonValue
+
+
+class SDKError(BaseModel):
+    model_config = ConfigDict(frozen=True)
+
+    status: Literal["error"] = "error"
+    exception_type: str
+    message: str
+    status_code: int | None
+    code: str | None
+    error_type: str | None
+    param: str | None
+    model: str | None
+    llm_provider: str | None
+
+
+class SDKJsonChunk(BaseModel):
+    model_config = ConfigDict(frozen=True)
+
+    kind: Literal["json"] = "json"
+    value: JsonValue
+
+
+class SDKBytesChunk(BaseModel):
+    model_config = ConfigDict(frozen=True)
+
+    kind: Literal["bytes"] = "bytes"
+    data_b64: str
+
+    def data_bytes(self) -> bytes:
+        return base64.b64decode(self.data_b64, validate=True)
+
+
+SDKChunk = Annotated[SDKJsonChunk | SDKBytesChunk, Field(discriminator="kind")]
+
+
+class SDKStreamCompleted(BaseModel):
+    model_config = ConfigDict(frozen=True)
+
+    kind: Literal["completed"] = "completed"
+
+
+class SDKStreamFailed(BaseModel):
+    model_config = ConfigDict(frozen=True)
+
+    kind: Literal["failed"] = "failed"
+    error: SDKError
+
+
+SDKStreamTerminal = Annotated[SDKStreamCompleted | SDKStreamFailed, Field(discriminator="kind")]
+
+
+class SDKStreamReport(BaseModel):
+    model_config = ConfigDict(frozen=True)
+
+    status: Literal["stream"] = "stream"
+    chunks: tuple[SDKChunk, ...]
+    terminal: SDKStreamTerminal
+
+
+SDKReport = Annotated[SDKSuccess | SDKError | SDKStreamReport, Field(discriminator="status")]
+JSON_VALUE_ADAPTER: Final[TypeAdapter[JsonValue]] = TypeAdapter(JsonValue)
+
+
+def sdk_chunk(value: object) -> SDKChunk:
+    if isinstance(value, bytes):
+        return SDKBytesChunk(data_b64=base64.b64encode(value).decode("ascii"))
+    if isinstance(value, BaseModel):
+        return SDKJsonChunk(value=JSON_VALUE_ADAPTER.validate_python(value.model_dump(mode="json")))
+    return SDKJsonChunk(value=JSON_VALUE_ADAPTER.validate_python(value))
+
+
+def _string_attribute(error: Exception, name: str) -> str | None:
+    value: Final = cast(object | None, getattr(error, name, None))
+    return None if value is None else str(value)
+
+
+def sdk_error_report(error: Exception) -> SDKError:
+    message, _, _ = str(error).partition("\nTraceback (most recent call last):")
+    raw_status_code: Final = cast(object | None, getattr(error, "status_code", None))
+    status_code: Final = raw_status_code if isinstance(raw_status_code, int) else None
+    return SDKError(
+        exception_type=f"{type(error).__module__}.{type(error).__qualname__}",
+        message=message.rstrip(),
+        status_code=status_code,
+        code=_string_attribute(error, "code"),
+        error_type=_string_attribute(error, "type"),
+        param=_string_attribute(error, "param"),
+        model=_string_attribute(error, "model"),
+        llm_provider=_string_attribute(error, "llm_provider"),
+    )
+
+
+class Execution(BaseModel):
+    model_config = ConfigDict(frozen=True)
+
+    requests: tuple[CapturedRequest, ...]
+    report: SDKReport
+
+
+class SDKCommand(BaseModel):
+    model_config = ConfigDict(frozen=True)
+
+    case_file: str
+    route: str
+
+
+class WorkerSuccess(BaseModel):
+    model_config = ConfigDict(frozen=True)
+
+    status: Literal["ok"] = "ok"
+    report: SDKReport
+
+
+class WorkerFailure(BaseModel):
+    model_config = ConfigDict(frozen=True)
+
+    status: Literal["error"] = "error"
+    error: str
+
+
+WorkerResult = Annotated[WorkerSuccess | WorkerFailure, Field(discriminator="status")]
diff --git a/tests/rust-python-harness/shared/parity/recorded_http.py b/tests/rust-python-harness/shared/parity/recorded_http.py
new file mode 100644
index 00000000000..940c5211753
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/recorded_http.py
@@ -0,0 +1,63 @@
+from __future__ import annotations
+
+import base64
+from typing import Annotated, Literal
+
+from pydantic import BaseModel, ConfigDict, Field
+
+
+class _RecordedHttpModel(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+
+class HttpHeader(_RecordedHttpModel):
+    name: str
+    value: str
+
+
+class RecordedHttpResponse(_RecordedHttpModel):
+    kind: Literal["http"]
+    status_code: int
+    headers: tuple[HttpHeader, ...]
+    body_b64: str
+
+    @classmethod
+    def from_bytes(
+        cls,
+        status_code: int,
+        headers: tuple[HttpHeader, ...],
+        body: bytes,
+    ) -> RecordedHttpResponse:
+        return cls(
+            kind="http",
+            status_code=status_code,
+            headers=headers,
+            body_b64=base64.b64encode(body).decode("ascii"),
+        )
+
+    def body_bytes(self) -> bytes:
+        return base64.b64decode(self.body_b64, validate=True)
+
+
+class RecordedStreamChunk(_RecordedHttpModel):
+    data_b64: str
+
+    @classmethod
+    def from_bytes(cls, data: bytes) -> RecordedStreamChunk:
+        return cls(data_b64=base64.b64encode(data).decode("ascii"))
+
+    def data_bytes(self) -> bytes:
+        return base64.b64decode(self.data_b64, validate=True)
+
+
+class RecordedHttpStreamResponse(_RecordedHttpModel):
+    kind: Literal["http_stream"]
+    status_code: int
+    headers: tuple[HttpHeader, ...]
+    chunks: tuple[RecordedStreamChunk, ...]
+
+
+RecordedResponse = Annotated[
+    RecordedHttpResponse | RecordedHttpStreamResponse,
+    Field(discriminator="kind"),
+]
diff --git a/tests/rust-python-harness/shared/parity/replay.py b/tests/rust-python-harness/shared/parity/replay.py
new file mode 100644
index 00000000000..bde84aba3c4
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/replay.py
@@ -0,0 +1,147 @@
+from __future__ import annotations
+
+import base64
+import queue
+import threading
+from collections.abc import Generator
+from contextlib import contextmanager
+from http.server import BaseHTTPRequestHandler, ThreadingHTTPServer
+from typing import Final
+
+from pydantic import JsonValue, TypeAdapter
+
+from .fixtures.recording import local_response_header
+from .models import CapturedRequest
+from .recorded_http import RecordedHttpResponse, RecordedHttpStreamResponse, RecordedResponse
+
+JSON_VALUE: Final[TypeAdapter[JsonValue]] = TypeAdapter(JsonValue)
+EXCLUDED_REQUEST_HEADERS: Final = frozenset(
+    {
+        "host",
+        "content-length",
+        "connection",
+        "accept-encoding",
+        "user-agent",
+        "x-litellm-parity-route",
+    }
+)
+EXCLUDED_RESPONSE_HEADERS: Final = frozenset({"content-length", "transfer-encoding", "connection"})
+
+
+class ReplayServer(ThreadingHTTPServer):
+    daemon_threads = True
+
+    def __init__(self) -> None:
+        super().__init__(("127.0.0.1", 0), _ReplayHandler)
+        self.responses: queue.Queue[RecordedResponse] = queue.Queue()
+        self.requests: queue.Queue[CapturedRequest] = queue.Queue()
+
+    @property
+    def url(self) -> str:
+        return f"http://127.0.0.1:{self.server_address[1]}"
+
+    def enqueue_response(self, response: RecordedResponse) -> None:
+        self.responses.put(response)
+
+    def take_requests(self, expected_count: int) -> tuple[CapturedRequest, ...]:
+        request_count: Final = self.requests.qsize()
+        if request_count != expected_count:
+            raise AssertionError(f"expected exactly {expected_count} provider requests, received {request_count}")
+        return tuple(self.requests.get_nowait() for _ in range(request_count))
+
+    def reset(self) -> None:
+        while not self.responses.empty():
+            self.responses.get_nowait()
+        while not self.requests.empty():
+            self.requests.get_nowait()
+
+
+class _ReplayHandler(BaseHTTPRequestHandler):
+    protocol_version = "HTTP/1.1"
+
+    def do_POST(self) -> None:
+        self._replay()
+
+    def do_GET(self) -> None:
+        self._replay()
+
+    def do_PUT(self) -> None:
+        self._replay()
+
+    def do_PATCH(self) -> None:
+        self._replay()
+
+    def do_DELETE(self) -> None:
+        self._replay()
+
+    def _replay(self) -> None:
+        provider: Final = self.server
+        assert isinstance(provider, ReplayServer)
+        length: Final = int(self.headers.get("content-length") or "0")
+        raw_body: Final = self.rfile.read(length) if length else b""
+        content_type: Final = self.headers.get("content-type", "")
+        body: Final = (
+            JSON_VALUE.validate_json(raw_body)
+            if raw_body and content_type.lower().startswith("application/json")
+            else base64.b64encode(raw_body).decode("ascii")
+            if raw_body
+            else None
+        )
+        headers: Final = tuple(
+            sorted(
+                (name.lower(), value)
+                for name, value in self.headers.raw_items()
+                if name.lower() not in EXCLUDED_REQUEST_HEADERS
+            )
+        )
+        provider.requests.put(
+            CapturedRequest(
+                method=self.command,
+                path=self.path,
+                headers=headers,
+                body=body,
+                user_agent=self.headers.get("user-agent"),
+            )
+        )
+        try:
+            response: Final = provider.responses.get(timeout=5)
+        except queue.Empty:
+            self.send_error(500, "no replay response queued")
+            return
+        self.send_response_only(response.status_code)
+        for header in response.headers:
+            if header.name.lower() not in EXCLUDED_RESPONSE_HEADERS:
+                self.send_header(header.name, local_response_header(header.name, header.value, provider.url))
+        if isinstance(response, RecordedHttpResponse):
+            response_body: Final = response.body_bytes()
+            self.send_header("content-length", str(len(response_body)))
+            self.end_headers()
+            self.wfile.write(response_body)
+            return
+        assert isinstance(response, RecordedHttpStreamResponse)
+        self.send_header("transfer-encoding", "chunked")
+        self.end_headers()
+        for chunk in response.chunks:
+            data = chunk.data_bytes()
+            self.wfile.write(f"{len(data):X}\r\n".encode("ascii"))
+            self.wfile.write(data)
+            self.wfile.write(b"\r\n")
+            self.wfile.flush()
+        self.wfile.write(b"0\r\n\r\n")
+        self.wfile.flush()
+
+    def log_message(self, format: str, *args: object) -> None:
+        return
+
+
+@contextmanager
+def replay_server() -> Generator[ReplayServer]:
+    server: Final = ReplayServer()
+    thread: Final = threading.Thread(target=server.serve_forever, kwargs={"poll_interval": 0.01}, daemon=True)
+    thread.start()
+    try:
+        yield server
+    finally:
+        server.shutdown()
+        server.server_close()
+        thread.join(timeout=5)
diff --git a/tests/rust-python-harness/shared/parity/runner.py b/tests/rust-python-harness/shared/parity/runner.py
new file mode 100644
index 00000000000..5add5177113
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/runner.py
@@ -0,0 +1,198 @@
+from __future__ import annotations
+
+import asyncio
+import os
+import subprocess
+import sys
+from collections import deque
+from collections.abc import Callable, Generator
+from concurrent.futures import ThreadPoolExecutor, TimeoutError
+from contextlib import contextmanager
+from dataclasses import dataclass
+from pathlib import Path
+from typing import Final, TextIO, cast
+
+from pydantic import TypeAdapter, ValidationError
+
+from .models import (
+    Execution,
+    SDKCommand,
+    WorkerFailure,
+    WorkerResult,
+    WorkerSuccess,
+)
+from .recorded_http import RecordedResponse
+from .replay import ReplayServer, replay_server
+
+WORKER_RESULT_PREFIX: Final = "LITELLM_PARITY_RESULT "
+WORKER_RESULT_ADAPTER: Final[TypeAdapter[WorkerResult]] = TypeAdapter(WorkerResult)
+
+
+@dataclass(frozen=True, slots=True)
+class SubprocessRunner:
+    entrypoint: Path
+    baseline_user_agent: str
+    route_label: str
+
+    def command(self, provider_url: str) -> tuple[str, ...]:
+        return (
+            sys.executable,
+            "-m",
+            ".".join(
+                self.entrypoint.resolve().relative_to(Path(__file__).resolve().parents[4]).with_suffix("").parts
+            ),
+            "--parity-worker",
+            provider_url,
+        )
+
+
+@dataclass(frozen=True, slots=True)
+class ExecutionVariant:
+    name: str
+    environment: tuple[tuple[str, str], ...]
+
+
+class SubprocessWorker:
+    def __init__(self, runner: SubprocessRunner, provider: ReplayServer, variant: ExecutionVariant) -> None:
+        project_root: Final = str(Path(__file__).resolve().parents[4])
+        existing_pythonpath: Final = os.environ.get("PYTHONPATH")
+        env: Final = {
+            **os.environ,
+            **dict(variant.environment),
+            "LITELLM_USER_AGENT": runner.baseline_user_agent,
+            "PYTHONPATH": os.pathsep.join(path for path in (project_root, existing_pythonpath) if path),
+        }
+        self.mode: Final = variant.name
+        self.route_label: Final = runner.route_label
+        self.provider: Final = provider
+        self.process: Final = subprocess.Popen(
+            runner.command(provider.url),
+            stdin=subprocess.PIPE,
+            stdout=subprocess.PIPE,
+            stderr=subprocess.STDOUT,
+            text=True,
+            bufsize=1,
+            env=env,
+        )
+        self.output_reader: Final = ThreadPoolExecutor(max_workers=1)
+        self.recent_output: Final[deque[str]] = deque(maxlen=100)
+
+    def execute(
+        self,
+        case_file: Path,
+        route: str,
+        responses: tuple[RecordedResponse, ...],
+    ) -> Execution:
+        stdin: Final = self.process.stdin
+        if stdin is None or self.process.poll() is not None:
+            raise AssertionError(f"{self.mode} {self.route_label} worker exited before processing {case_file}")
+        for response in responses:
+            self.provider.enqueue_response(response)
+        command: Final = SDKCommand(case_file=str(case_file), route=route)
+        try:
+            stdin.write(f"{command.model_dump_json()}\n")
+            stdin.flush()
+            result: Final = self.output_reader.submit(self._read_result).result(timeout=60)
+        except TimeoutError as error:
+            self.provider.reset()
+            self.close()
+            raise AssertionError(
+                f"{self.mode} {self.route_label} worker timed out after 60s while processing {case_file}"
+            ) from error
+        except AssertionError:
+            self.provider.reset()
+            raise
+        except (BrokenPipeError, OSError) as error:
+            self.provider.reset()
+            raise AssertionError(self._failure_message(f"worker pipe failed while processing {case_file}")) from error
+        if isinstance(result, WorkerFailure):
+            self.provider.reset()
+            raise AssertionError(
+                f"{self.mode} {self.route_label} worker failed while processing {case_file}:\n{result.error}"
+            )
+        assert isinstance(result, WorkerSuccess)
+        try:
+            return Execution(requests=self.provider.take_requests(len(responses)), report=result.report)
+        except AssertionError:
+            self.provider.reset()
+            raise
+
+    def _read_result(self) -> WorkerResult:
+        process_stdout: Final = self.process.stdout
+        if process_stdout is None:
+            raise AssertionError(self._failure_message("worker stdout is unavailable"))
+        stdout: Final = cast(TextIO, process_stdout)
+        line: Final = stdout.readline()
+        if not line:
+            raise AssertionError(self._failure_message("worker exited without returning a result"))
+        stripped: Final = line.rstrip()
+        if not stripped.startswith(WORKER_RESULT_PREFIX):
+            self.recent_output.append(stripped)
+            return self._read_result()
+        payload: Final = stripped.removeprefix(WORKER_RESULT_PREFIX)
+        try:
+            return WORKER_RESULT_ADAPTER.validate_json(payload)
+        except ValidationError as error:
+            raise AssertionError(self._failure_message("worker returned an invalid result")) from error
+
+    def _failure_message(self, message: str) -> str:
+        output: Final = "\n".join(self.recent_output)
+        prefix: Final = f"{self.mode} {self.route_label}"
+        return f"{prefix} {message}" if not output else f"{prefix} {message}\noutput:\n{output}"
+
+    def close(self) -> None:
+        stdin: Final = self.process.stdin
+        if stdin is not None and not stdin.closed:
+            stdin.close()
+        try:
+            self.process.wait(timeout=10)
+        except subprocess.TimeoutExpired:
+            self.process.terminate()
+            self.process.wait(timeout=10)
+        self.output_reader.shutdown(wait=True, cancel_futures=True)
+
+
+@contextmanager
+def execution_worker(
+    runner: SubprocessRunner,
+    variant: ExecutionVariant,
+) -> Generator[SubprocessWorker]:
+    with replay_server() as provider:
+        worker: Final = SubprocessWorker(runner, provider, variant)
+        try:
+            yield worker
+        finally:
+            worker.close()
+
+
+def run_execution(
+    worker: SubprocessWorker,
+    case_file: Path,
+    route: str,
+    responses: tuple[RecordedResponse, ...],
+) -> Execution:
+    return worker.execute(case_file, route, responses)
+
+
+@contextmanager
+def execution_worker_pair(
+    runner: SubprocessRunner,
+    baseline: ExecutionVariant,
+    candidate: ExecutionVariant,
+) -> Generator[tuple[SubprocessWorker, SubprocessWorker]]:
+    with execution_worker(runner, baseline) as baseline_worker:
+        with execution_worker(runner, candidate) as candidate_worker:
+            yield baseline_worker, candidate_worker
+
+
+def parity_worker_main(
+    execute_command: Callable[[str, str, asyncio.AbstractEventLoop], WorkerResult],
+    mock_url: str,
+) -> None:
+    event_loop: Final = asyncio.new_event_loop()
+    try:
+        for line in sys.stdin:
+            sys.stdout.write(f"{WORKER_RESULT_PREFIX}{execute_command(line, mock_url, event_loop).model_dump_json()}\n")
+            sys.stdout.flush()
+    finally:
+        event_loop.close()
diff --git a/tests/rust-python-harness/shared/parity/stream.py b/tests/rust-python-harness/shared/parity/stream.py
new file mode 100644
index 00000000000..72e00d3b2bd
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/stream.py
@@ -0,0 +1,177 @@
+from __future__ import annotations
+
+from collections.abc import AsyncIterable, Awaitable, Callable, Iterable
+from dataclasses import dataclass
+from typing import Final, Literal, TypeAlias
+
+from .compare import assert_value_parity
+from .models import (
+    SDKError,
+    SDKReport,
+    SDKStreamCompleted,
+    SDKStreamFailed,
+    SDKStreamReport,
+    sdk_chunk,
+    sdk_error_report,
+)
+
+
+@dataclass(frozen=True, slots=True)
+class StreamCompleted:
+    kind: Literal["completed"] = "completed"
+
+
+@dataclass(frozen=True, slots=True)
+class StreamFailed:
+    phase: Literal["creation", "iteration"]
+    exception_type: type[BaseException]
+    error: SDKError
+    kind: Literal["failed"] = "failed"
+
+
+StreamTerminal: TypeAlias = StreamCompleted | StreamFailed
+
+
+@dataclass(frozen=True, slots=True)
+class StreamOutcome:
+    wrapper_type: type[object] | None
+    supports_sync_iteration: bool | None
+    supports_async_iteration: bool | None
+    chunks: tuple[object, ...]
+    chunk_types: tuple[type[object], ...]
+    terminal: StreamTerminal
+
+
+ChunkNormalizer: TypeAlias = Callable[[object], object]
+
+
+def drain_sync_stream(stream: Iterable[object]) -> None:
+    for _ in stream:
+        pass
+
+
+async def drain_async_stream(stream: AsyncIterable[object]) -> None:
+    async for _ in stream:
+        pass
+
+
+def capture_sync_stream(create: Callable[[], Iterable[object]]) -> SDKReport:
+    return _stream_report(consume_sync_stream(create))
+
+
+async def capture_async_stream(create: Callable[[], Awaitable[AsyncIterable[object]]]) -> SDKReport:
+    return _stream_report(await consume_async_stream(create))
+
+
+def _stream_report(outcome: StreamOutcome) -> SDKReport:
+    terminal: Final = outcome.terminal
+    if isinstance(terminal, StreamFailed) and terminal.phase == "creation":
+        return terminal.error
+    return SDKStreamReport(
+        chunks=tuple(sdk_chunk(chunk) for chunk in outcome.chunks),
+        terminal=SDKStreamFailed(error=terminal.error) if isinstance(terminal, StreamFailed) else SDKStreamCompleted(),
+    )
+
+
+def _failed(phase: Literal["creation", "iteration"], error: Exception) -> StreamFailed:
+    return StreamFailed(
+        phase=phase,
+        exception_type=type(error),
+        error=sdk_error_report(error),
+    )
+
+
+def consume_sync_stream(create: Callable[[], Iterable[object]]) -> StreamOutcome:
+    try:
+        stream: Final = create()
+    except Exception as error:
+        return StreamOutcome(
+            wrapper_type=None,
+            supports_sync_iteration=None,
+            supports_async_iteration=None,
+            chunks=(),
+            chunk_types=(),
+            terminal=_failed("creation", error),
+        )
+
+    chunks: list[object] = []  # mutable-ok: iterator consumption builds an ordered trace
+    try:
+        for chunk in stream:
+            chunks.append(chunk)  # noqa: PERF402  # partial trace is required if iteration raises
+    except Exception as error:
+        recorded: Final = tuple(chunks)
+        return StreamOutcome(
+            wrapper_type=type(stream),
+            supports_sync_iteration=hasattr(stream, "__iter__"),
+            supports_async_iteration=hasattr(stream, "__aiter__"),
+            chunks=recorded,
+            chunk_types=tuple(type(chunk) for chunk in recorded),
+            terminal=_failed("iteration", error),
+        )
+    completed_chunks: Final = tuple(chunks)
+    return StreamOutcome(
+        wrapper_type=type(stream),
+        supports_sync_iteration=hasattr(stream, "__iter__"),
+        supports_async_iteration=hasattr(stream, "__aiter__"),
+        chunks=completed_chunks,
+        chunk_types=tuple(type(chunk) for chunk in completed_chunks),
+        terminal=StreamCompleted(),
+    )
+
+
+async def consume_async_stream(create: Callable[[], Awaitable[AsyncIterable[object]]]) -> StreamOutcome:
+    try:
+        stream: Final = await create()
+    except Exception as error:
+        return StreamOutcome(
+            wrapper_type=None,
+            supports_sync_iteration=None,
+            supports_async_iteration=None,
+            chunks=(),
+            chunk_types=(),
+            terminal=_failed("creation", error),
+        )
+
+    chunks: list[object] = []  # mutable-ok: iterator consumption builds an ordered trace
+    try:
+        async for chunk in stream:
+            chunks.append(chunk)
+    except Exception as error:
+        recorded: Final = tuple(chunks)
+        return StreamOutcome(
+            wrapper_type=type(stream),
+            supports_sync_iteration=hasattr(stream, "__iter__"),
+            supports_async_iteration=hasattr(stream, "__aiter__"),
+            chunks=recorded,
+            chunk_types=tuple(type(chunk) for chunk in recorded),
+            terminal=_failed("iteration", error),
+        )
+    completed_chunks: Final = tuple(chunks)
+    return StreamOutcome(
+        wrapper_type=type(stream),
+        supports_sync_iteration=hasattr(stream, "__iter__"),
+        supports_async_iteration=hasattr(stream, "__aiter__"),
+        chunks=completed_chunks,
+        chunk_types=tuple(type(chunk) for chunk in completed_chunks),
+        terminal=StreamCompleted(),
+    )
+
+
+def normalize_chunk(chunk: object) -> object:
+    return chunk
+
+
+def assert_stream_parity(
+    baseline: StreamOutcome,
+    candidate: StreamOutcome,
+    *,
+    normalize: ChunkNormalizer = normalize_chunk,
+) -> None:
+    assert baseline.wrapper_type is candidate.wrapper_type
+    assert baseline.supports_sync_iteration is candidate.supports_sync_iteration
+    assert baseline.supports_async_iteration is candidate.supports_async_iteration
+    assert baseline.chunk_types == candidate.chunk_types
+    assert len(baseline.chunks) == len(candidate.chunks)
+    for index, (baseline_chunk, candidate_chunk) in enumerate(zip(baseline.chunks, candidate.chunks, strict=True)):
+        assert_value_parity(normalize(baseline_chunk), normalize(candidate_chunk), path=f"$.chunks[{index}]")
+    assert baseline.terminal == candidate.terminal
diff --git a/tests/rust-python-harness/shared/parity/test_parity.py b/tests/rust-python-harness/shared/parity/test_parity.py
new file mode 100644
index 00000000000..83daccdf8ba
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/test_parity.py
@@ -0,0 +1,190 @@
+from __future__ import annotations
+
+from types import MappingProxyType
+from typing import Final
+
+import pytest
+from pydantic import BaseModel, ConfigDict, JsonValue, PrivateAttr
+
+from .compare import assert_model_parity, assert_parity
+from .models import CapturedRequest, Execution, SDKError, SDKSuccess, sdk_error_report
+
+SENTINEL: Final = "python-parity-fallback"
+
+
+class _ComparableResponse(BaseModel):
+    value: str
+    _hidden_params: dict[str, object] = PrivateAttr(default_factory=dict)
+
+    def set_hidden_param(self, key: str, value: object) -> None:
+        self._hidden_params[key] = value
+
+
+class _DifferentResponse(BaseModel):
+    value: str
+
+
+class _FloatResponse(BaseModel):
+    values: list[float]
+
+
+class _PublicValue(BaseModel):
+    model_config = ConfigDict(extra="allow")
+
+    value: object
+
+
+class _PublicError(ValueError):
+    status_code: Final = 400
+
+
+def _execution(*, body: JsonValue = None, markdown: str = "same", user_agent: str | None = None) -> Execution:
+    return Execution(
+        requests=(
+            CapturedRequest(
+                method="POST",
+                path="/v1/test-route?mode=test",
+                headers=(("authorization", "Bearer test-key"), ("content-type", "application/json")),
+                body={"model": "test-model"} if body is None else body,
+                user_agent=user_agent,
+            ),
+        ),
+        report=SDKSuccess(response={"items": [{"text": markdown}], "model": "test-model"}),
+    )
+
+
+def test_parity_rejects_request_difference() -> None:
+    python: Final = _execution(user_agent=SENTINEL)
+    rust: Final = _execution(body={"model": "different"}, user_agent="litellm-rust")
+
+    with pytest.raises(AssertionError):
+        assert_parity(python, rust, SENTINEL)
+
+
+def test_parity_rejects_response_difference() -> None:
+    python: Final = _execution(user_agent=SENTINEL)
+    rust: Final = _execution(markdown="different", user_agent="litellm-rust")
+
+    with pytest.raises(AssertionError):
+        assert_parity(python, rust, SENTINEL)
+
+
+def test_parity_rejects_error_difference() -> None:
+    python: Final = Execution(
+        requests=(),
+        report=SDKError(
+            exception_type="litellm.exceptions.BadRequestError",
+            message="bad request",
+            status_code=400,
+            code=None,
+            error_type=None,
+            param=None,
+            model="test-model",
+            llm_provider="test-provider",
+        ),
+    )
+    rust: Final = python.model_copy(update={"report": python.report.model_copy(update={"status_code": 500})})
+
+    with pytest.raises(AssertionError):
+        assert_parity(python, rust, SENTINEL)
+
+
+def test_sdk_error_report_removes_traceback_but_keeps_public_fields() -> None:
+    error: Final = _PublicError("invalid input\nTraceback (most recent call last):\n  unstable")
+
+    report: Final = sdk_error_report(error)
+
+    assert report.exception_type.endswith("._PublicError")
+    assert report.message == "invalid input"
+    assert report.status_code == 400
+
+
+def test_parity_rejects_rust_fallback() -> None:
+    python: Final = _execution(user_agent=SENTINEL)
+    rust: Final = _execution(user_agent=SENTINEL)
+
+    with pytest.raises(AssertionError, match="fell back"):
+        assert_parity(python, rust, SENTINEL)
+
+
+def test_model_parity_compares_public_values_and_ignores_private_attrs() -> None:
+    python: Final = _ComparableResponse(value="same")
+    rust: Final = _ComparableResponse(value="same")
+    python.set_hidden_param("litellm_call_id", "python-id")
+    rust.set_hidden_param("litellm_call_id", "rust-id")
+
+    assert_model_parity(python, rust)
+
+
+def test_model_parity_rejects_public_value_difference() -> None:
+    python: Final = _ComparableResponse(value="python")
+    rust: Final = _ComparableResponse(value="rust")
+
+    with pytest.raises(AssertionError):
+        assert_model_parity(python, rust)
+
+
+def test_model_parity_rejects_type_difference() -> None:
+    with pytest.raises(AssertionError):
+        assert_model_parity(_ComparableResponse(value="same"), _DifferentResponse(value="same"))
+
+
+def test_model_parity_rejects_wire_float_rounding_difference() -> None:
+    with pytest.raises(AssertionError, match=r"\$\.values\[0\]"):
+        assert_model_parity(
+            _FloatResponse(values=[0.22590550796036835]),
+            _FloatResponse(values=[0.22590550796036837]),
+        )
+
+
+def test_model_parity_rejects_meaningful_float_difference() -> None:
+    with pytest.raises(AssertionError, match=r"\$\.values\[0\]"):
+        assert_model_parity(
+            _FloatResponse(values=[0.22590550796036835]),
+            _FloatResponse(values=[0.2259]),
+        )
+
+
+@pytest.mark.parametrize(
+    ("baseline", "candidate"),
+    (
+        (_ComparableResponse(value="same"), {"value": "same"}),
+        (_ComparableResponse(value="same"), _DifferentResponse(value="same")),
+        (True, 1),
+        (1, 1.0),
+        (["same"], ("same",)),
+        ({"value": "same"}, MappingProxyType({"value": "same"})),
+        ({True: "same"}, {1: "same"}),
+    ),
+    ids=("model-dict", "model-class", "bool-int", "int-float", "list-tuple", "mapping-class", "key-type"),
+)
+def test_model_parity_rejects_nested_type_changes(baseline: object, candidate: object) -> None:
+    with pytest.raises(AssertionError, match=r"\$\.value\[0\]"):
+        assert_model_parity(_PublicValue(value=[baseline]), _PublicValue(value=[candidate]))
+
+
+def test_model_parity_ignores_nested_private_attributes() -> None:
+    baseline: Final = _ComparableResponse(value="same")
+    candidate: Final = _ComparableResponse(value="same")
+    baseline.set_hidden_param("request_id", "baseline")
+    candidate.set_hidden_param("request_id", "candidate")
+
+    assert_model_parity(_PublicValue(value={"nested": [baseline]}), _PublicValue(value={"nested": [candidate]}))
+
+
+@pytest.mark.parametrize("extras", ({"provider_value": "changed"}, {}, {"provider_value": {"value": "same"}}))
+def test_model_parity_compares_public_extras(extras: dict[str, object]) -> None:
+    baseline: Final = _PublicValue.model_validate({"value": None, "provider_value": _ComparableResponse(value="same")})
+    candidate: Final = _PublicValue.model_validate({"value": None, **extras})
+
+    with pytest.raises(AssertionError):
+        assert_model_parity(baseline, candidate)
+
+
+def test_serialized_parity_rejects_boolean_integer_substitution() -> None:
+    with pytest.raises(AssertionError, match="type mismatch"):
+        assert_parity(
+            _execution(body={"enabled": True}, user_agent=SENTINEL),
+            _execution(body={"enabled": 1}, user_agent="candidate"),
+            SENTINEL,
+        )
diff --git a/tests/rust-python-harness/shared/parity/test_stream.py b/tests/rust-python-harness/shared/parity/test_stream.py
new file mode 100644
index 00000000000..48d3cec0407
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/test_stream.py
@@ -0,0 +1,344 @@
+from __future__ import annotations
+
+import queue
+from collections.abc import AsyncIterator, Iterator
+from typing import Final, Literal, NoReturn
+
+import pytest
+from pydantic import BaseModel, PrivateAttr, ValidationError
+
+from .models import (
+    SDKBytesChunk,
+    SDKError,
+    SDKJsonChunk,
+    SDKReport,
+    SDKStreamCompleted,
+    SDKStreamFailed,
+    SDKStreamReport,
+    sdk_error_report,
+)
+from .stream import (
+    StreamCompleted,
+    StreamFailed,
+    StreamOutcome,
+    assert_stream_parity,
+    capture_async_stream,
+    capture_sync_stream,
+    consume_async_stream,
+    consume_sync_stream,
+    drain_async_stream,
+    drain_sync_stream,
+)
+
+
+class _Chunk(BaseModel):
+    value: str
+    _hidden_params: dict[str, object] = PrivateAttr(default_factory=dict)
+
+    def set_hidden_param(self, key: str, value: object) -> None:
+        self._hidden_params[key] = value
+
+
+class _NestedChunk(BaseModel):
+    value: object
+
+
+class _SyncStream:
+    def __init__(self, chunks: tuple[object, ...], error: BaseException | None = None) -> None:
+        self.chunks: Final = chunks
+        self.error: Final = error
+
+    def __iter__(self) -> Iterator[object]:
+        yield from self.chunks
+        if self.error is not None:
+            raise self.error
+
+
+class _AsyncStream:
+    def __init__(self, chunks: tuple[object, ...], error: BaseException | None = None) -> None:
+        self.chunks: Final = chunks
+        self.error: Final = error
+
+    async def __aiter__(self) -> AsyncIterator[object]:
+        for chunk in self.chunks:
+            yield chunk
+        if self.error is not None:
+            raise self.error
+
+
+class _PublicStreamError(Exception):
+    def __init__(
+        self,
+        message: str = "invalid input",
+        *,
+        status_code: int = 400,
+        llm_provider: str = "test",
+        model: str = "test-model",
+        code: str = "invalid_input",
+        error_type: str = "validation_error",
+        param: str = "input",
+    ) -> None:
+        super().__init__(message)
+        self.status_code: Final = status_code
+        self.llm_provider: Final = llm_provider
+        self.model: Final = model
+        self.code: Final = code
+        self.type: Final = error_type
+        self.param: Final = param
+
+
+def _creation_error() -> NoReturn:
+    raise _PublicStreamError(status_code=429, llm_provider="test", model="test-model")
+
+
+async def _async_stream(chunks: tuple[object, ...], error: BaseException | None = None) -> _AsyncStream:
+    return _AsyncStream(chunks, error)
+
+
+async def _consume(
+    mode: Literal["sync", "async"], chunks: tuple[object, ...], error: Exception | None = None
+) -> StreamOutcome:
+    if mode == "sync":
+        return consume_sync_stream(lambda: _SyncStream(chunks, error))
+    return await consume_async_stream(lambda: _async_stream(chunks, error))
+
+
+async def _capture(
+    mode: Literal["sync", "async"], chunks: tuple[object, ...], error: Exception | None = None
+) -> SDKReport:
+    if mode == "sync":
+        return capture_sync_stream(lambda: _SyncStream(chunks, error))
+    return await capture_async_stream(lambda: _async_stream(chunks, error))
+
+
+def test_sync_stream_parity_compares_chunks_and_ignores_private_attrs() -> None:
+    python_chunk: Final = _Chunk(value="same")
+    accelerated_chunk: Final = _Chunk(value="same")
+    python_chunk.set_hidden_param("request_id", "python")
+    accelerated_chunk.set_hidden_param("request_id", "accelerated")
+    python: Final = consume_sync_stream(lambda: _SyncStream((python_chunk,)))
+    accelerated: Final = consume_sync_stream(lambda: _SyncStream((accelerated_chunk,)))
+
+    assert python.supports_sync_iteration is True
+    assert python.supports_async_iteration is False
+    assert_stream_parity(python, accelerated)
+
+
+def test_stream_parity_rejects_extra_chunk() -> None:
+    python: Final = consume_sync_stream(lambda: _SyncStream((_Chunk(value="one"),)))
+    accelerated: Final = consume_sync_stream(lambda: _SyncStream((_Chunk(value="one"), _Chunk(value="two"))))
+
+    with pytest.raises(AssertionError):
+        assert_stream_parity(python, accelerated)
+
+
+def test_stream_parity_rejects_chunk_value_difference() -> None:
+    python: Final = consume_sync_stream(lambda: _SyncStream((_Chunk(value="python"),)))
+    accelerated: Final = consume_sync_stream(lambda: _SyncStream((_Chunk(value="accelerated"),)))
+
+    with pytest.raises(AssertionError):
+        assert_stream_parity(python, accelerated)
+
+
+def test_stream_outcome_distinguishes_creation_and_iteration_errors() -> None:
+    creation: Final = consume_sync_stream(_creation_error)
+    iteration: Final = consume_sync_stream(
+        lambda: _SyncStream(
+            (_Chunk(value="before-error"),),
+            _PublicStreamError(status_code=429, llm_provider="test", model="test-model"),
+        )
+    )
+
+    assert isinstance(creation.terminal, StreamFailed)
+    assert creation.terminal.phase == "creation"
+    assert creation.chunks == ()
+    assert isinstance(iteration.terminal, StreamFailed)
+    assert iteration.terminal.phase == "iteration"
+    assert len(iteration.chunks) == 1
+    with pytest.raises(AssertionError):
+        assert_stream_parity(creation, iteration)
+
+
+@pytest.mark.asyncio
+async def test_async_stream_uses_same_trace_contract() -> None:
+    python_error: Final = _PublicStreamError(
+        "invalid input\nTraceback (most recent call last):\npython detail", status_code=500
+    )
+    accelerated_error: Final = _PublicStreamError(
+        "invalid input\nTraceback (most recent call last):\nrust detail", status_code=500
+    )
+    python: Final = await consume_async_stream(lambda: _async_stream((_Chunk(value="same"),), python_error))
+    accelerated: Final = await consume_async_stream(lambda: _async_stream((_Chunk(value="same"),), accelerated_error))
+
+    assert python.supports_sync_iteration is False
+    assert python.supports_async_iteration is True
+    assert_stream_parity(python, accelerated)
+
+
+def test_stream_parity_accepts_route_specific_chunk_normalizer() -> None:
+    python: Final = consume_sync_stream(lambda: _SyncStream((_Chunk(value="python-generated-id"),)))
+    accelerated: Final = consume_sync_stream(lambda: _SyncStream((_Chunk(value="rust-generated-id"),)))
+
+    assert_stream_parity(python, accelerated, normalize=lambda chunk: type(chunk))
+
+
+def test_drain_sync_stream_exhausts_lazy_iterator() -> None:
+    consumed: Final[queue.SimpleQueue[str]] = queue.SimpleQueue()
+
+    def chunks() -> Iterator[object]:
+        yield _Chunk(value="one")
+        consumed.put("complete")
+
+    drain_sync_stream(chunks())
+
+    assert consumed.get_nowait() == "complete"
+
+
+@pytest.mark.asyncio
+async def test_drain_async_stream_exhausts_lazy_iterator() -> None:
+    consumed: Final[queue.SimpleQueue[str]] = queue.SimpleQueue()
+
+    async def chunks() -> AsyncIterator[object]:
+        yield b"one"
+        consumed.put("complete")
+
+    await drain_async_stream(chunks())
+
+    assert consumed.get_nowait() == "complete"
+
+
+def test_capture_sync_stream_serializes_model_chunks_and_partial_failure() -> None:
+    report: Final = capture_sync_stream(
+        lambda: _SyncStream(
+            (_Chunk(value="before-error"),),
+            _PublicStreamError(status_code=429, llm_provider="test", model="test-model"),
+        )
+    )
+
+    assert isinstance(report, SDKStreamReport)
+    assert len(report.chunks) == 1
+    chunk: Final = report.chunks[0]
+    assert isinstance(chunk, SDKJsonChunk)
+    assert chunk.value == {"value": "before-error"}
+    assert isinstance(report.terminal, SDKStreamFailed)
+    assert report.terminal.error.status_code == 429
+
+
+@pytest.mark.asyncio
+async def test_capture_async_stream_serializes_message_bytes_in_order() -> None:
+    report: Final = await capture_async_stream(lambda: _async_stream((b"first", b"second")))
+
+    assert isinstance(report, SDKStreamReport)
+    assert tuple(chunk.data_bytes() for chunk in report.chunks if isinstance(chunk, SDKBytesChunk)) == (
+        b"first",
+        b"second",
+    )
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("mode", ("sync", "async"))
+@pytest.mark.parametrize(
+    "candidate_error",
+    (
+        ValueError("invalid input"),
+        _PublicStreamError("changed message"),
+        _PublicStreamError(status_code=429),
+        _PublicStreamError(code="changed_code"),
+        _PublicStreamError(error_type="changed_type"),
+        _PublicStreamError(param="changed_param"),
+        _PublicStreamError(model="changed_model"),
+        _PublicStreamError(llm_provider="changed_provider"),
+    ),
+    ids=("exception", "message", "status", "code", "type", "param", "model", "provider"),
+)
+async def test_stream_parity_rejects_public_error_changes(
+    mode: Literal["sync", "async"], candidate_error: Exception
+) -> None:
+    chunks: Final = (_Chunk(value="partial"),)
+    baseline: Final = await _consume(mode, chunks, _PublicStreamError())
+    candidate: Final = await _consume(mode, chunks, candidate_error)
+
+    with pytest.raises(AssertionError):
+        assert_stream_parity(baseline, candidate)
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("mode", ("sync", "async"))
+@pytest.mark.parametrize("candidate", (("one",), ("one", "two", "three"), ("two", "one"), ("one", "changed")))
+async def test_stream_parity_checks_event_sequence(mode: Literal["sync", "async"], candidate: tuple[str, ...]) -> None:
+    baseline: Final = await _consume(mode, (_Chunk(value="one"), _Chunk(value="two")))
+    changed: Final = await _consume(mode, tuple(_Chunk(value=value) for value in candidate))
+
+    with pytest.raises(AssertionError):
+        assert_stream_parity(baseline, changed)
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("mode", ("sync", "async"))
+async def test_stream_parity_preserves_nested_types_and_ignores_private_fields(mode: Literal["sync", "async"]) -> None:
+    first: Final = _Chunk(value="same")
+    second: Final = _Chunk(value="same")
+    first.set_hidden_param("request_id", "first")
+    second.set_hidden_param("request_id", "second")
+    baseline: Final = await _consume(mode, (_NestedChunk(value=[first]),))
+    candidate: Final = await _consume(mode, (_NestedChunk(value=[second]),))
+
+    assert_stream_parity(baseline, candidate)
+    changed: Final = await _consume(mode, (_NestedChunk(value=[{"value": "same"}]),))
+    with pytest.raises(AssertionError, match=r"\$\.chunks\[0\]\.value\[0\]"):
+        assert_stream_parity(baseline, changed)
+
+
+def test_stream_parity_rejects_wrapper_and_chunk_type_changes() -> None:
+    baseline: Final = consume_sync_stream(lambda: _SyncStream((_Chunk(value="same"),)))
+    different_wrapper: Final = consume_sync_stream(lambda: iter((_Chunk(value="same"),)))
+    different_chunk: Final = consume_sync_stream(lambda: _SyncStream(({"value": "same"},)))
+
+    with pytest.raises(AssertionError):
+        assert_stream_parity(baseline, different_wrapper)
+    with pytest.raises(AssertionError):
+        assert_stream_parity(baseline, different_chunk)
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("mode", ("sync", "async"))
+@pytest.mark.parametrize("error", (None, _PublicStreamError()))
+async def test_capture_keeps_serialization_failures_out_of_sdk_errors(
+    mode: Literal["sync", "async"], error: Exception | None
+) -> None:
+    with pytest.raises(ValidationError):
+        await _capture(mode, (_Chunk(value="valid"), object()), error)
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("mode", ("sync", "async"))
+async def test_empty_stream_completes(mode: Literal["sync", "async"]) -> None:
+    outcome: Final = await _consume(mode, ())
+    assert outcome.chunks == ()
+    assert outcome.terminal == StreamCompleted()
+    assert await _capture(mode, ()) == SDKStreamReport(chunks=(), terminal=SDKStreamCompleted())
+
+
+@pytest.mark.asyncio
+async def test_async_creation_error_matches_sync_capture() -> None:
+    async def create() -> _AsyncStream:
+        _creation_error()
+
+    sync: Final = consume_sync_stream(_creation_error)
+    asynchronous: Final = await consume_async_stream(create)
+    assert_stream_parity(sync, asynchronous)
+    assert isinstance(sync.terminal, StreamFailed)
+    assert sync.terminal.phase == "creation"
+    assert isinstance(capture_sync_stream(_creation_error), SDKError)
+    assert capture_sync_stream(_creation_error) == await capture_async_stream(create) == sync.terminal.error
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("mode", ("sync", "async"))
+async def test_capture_preserves_partial_output_and_complete_error(mode: Literal["sync", "async"]) -> None:
+    error: Final = _PublicStreamError()
+    report: Final = await _capture(mode, (_Chunk(value="partial"),), error)
+    assert report == SDKStreamReport(
+        chunks=(SDKJsonChunk(value={"value": "partial"}),),
+        terminal=SDKStreamFailed(error=sdk_error_report(error)),
+    )
diff --git a/tests/rust-python-harness/shared/reporting/__init__.py b/tests/rust-python-harness/shared/reporting/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/rust-python-harness/models.py b/tests/rust-python-harness/shared/reporting/models.py
similarity index 91%
rename from tests/rust-python-harness/models.py
rename to tests/rust-python-harness/shared/reporting/models.py
index a02684dc63d..4ffacdce9ab 100644
--- a/tests/rust-python-harness/models.py
+++ b/tests/rust-python-harness/shared/reporting/models.py
@@ -44,10 +44,12 @@ class HarnessCase:
     coverage: Coverage
     selectors: tuple[str, ...]
     note: str = ""
+    surface: str = "sdk"
+    unit_suite: str | None = None
 
     @property
     def key(self) -> str:
-        return f"{self.strategy_id}:{self.sdk_function}"
+        return f"{self.strategy_id}:{self.sdk_function}" if self.surface == "sdk" else f"{self.strategy_id}:gateway:{self.sdk_function}"
 
 
 @dataclass(frozen=True)
@@ -96,7 +98,7 @@ class CaseResult:
     def set_initial_status(self) -> None:
         if self.case.coverage is Coverage.NOT_APPLICABLE:
             self.status = RunStatus.NOT_APPLICABLE
-        elif not self.case.selectors:
+        elif not self.case.selectors and not self.case.unit_suite:
             self.status = RunStatus.PLANNED
         else:
             self.status = RunStatus.QUEUED
@@ -168,12 +170,13 @@ def section_confidence(
 ) -> tuple[SectionConfidence, ...]:
     strategy_list = tuple(strategies)
     scores: list[SectionConfidence] = []
-    for sdk_function in SDK_FUNCTIONS:
+    sections = tuple(dict.fromkeys((case.surface, case.sdk_function) for strategy in strategy_list for case in strategy.cases))
+    for surface, sdk_function in sections:
         cases = tuple(
             case
             for strategy in strategy_list
             for case in strategy.cases
-            if case.sdk_function == sdk_function
+            if case.sdk_function == sdk_function and case.surface == surface
             and case.coverage is not Coverage.NOT_APPLICABLE
         )
         verified = 0
@@ -195,7 +198,7 @@ def section_confidence(
             level = ConfidenceLevel.LOW
         scores.append(
             SectionConfidence(
-                sdk_function=sdk_function,
+                sdk_function=sdk_function if surface == "sdk" else f"gateway/{sdk_function}",
                 verified_strategies=verified,
                 required_strategies=required,
                 level=level,
diff --git a/tests/rust-python-harness/shared/reporting/orchestration.py b/tests/rust-python-harness/shared/reporting/orchestration.py
new file mode 100644
index 00000000000..5e1c0ff57d8
--- /dev/null
+++ b/tests/rust-python-harness/shared/reporting/orchestration.py
@@ -0,0 +1,65 @@
+from __future__ import annotations
+
+from collections.abc import Callable, Sequence
+from pathlib import Path
+from time import monotonic
+from typing import Final, Protocol
+
+from .models import HarnessCase, HarnessRun
+from .pytest_runner import UpdateCallback
+
+
+class StrategyRunner(Protocol):
+    def __call__(
+        self,
+        cases: Sequence[HarnessCase],
+        repo_root: Path,
+        on_update: UpdateCallback,
+        pytest_args: Sequence[str] = (),
+    ) -> tuple[int, HarnessRun]: ...
+
+
+def combine_reports(reports: Sequence[HarnessRun]) -> HarnessRun:
+    return HarnessRun(
+        results={key: result for report in reports for key, result in report.results.items()},
+        current_nodeid=next((report.current_nodeid for report in reversed(reports) if report.current_nodeid), None),
+        failures=[failure for report in reports for failure in report.failures],
+        started_at=min((report.started_at for report in reports), default=monotonic()),
+        finished_at=(
+            max((report.finished_at for report in reports if report.finished_at is not None), default=None)
+            if all(report.finished_at is not None for report in reports)
+            else None
+        ),
+    )
+
+
+def run_strategies(
+    cases: Sequence[HarnessCase],
+    repo_root: Path,
+    on_update: UpdateCallback,
+    pytest_args: Sequence[str],
+    resolve_runner: Callable[[str], StrategyRunner],
+) -> tuple[int, HarnessRun]:
+    strategy_ids: Final = tuple(dict.fromkeys(case.strategy_id for case in cases))
+
+    def execute(
+        remaining: tuple[str, ...], reports: tuple[HarnessRun, ...], codes: tuple[int, ...]
+    ) -> tuple[int, HarnessRun]:
+        if not remaining:
+            combined: Final = combine_reports(reports)
+            on_update(combined)
+            return next((code for code in codes if code), 0), combined
+        strategy_id, *tail = remaining
+        selected: Final = tuple(case for case in cases if case.strategy_id == strategy_id)
+        pending: Final = HarnessRun.from_cases(case for case in cases if case.strategy_id in tail)
+        code, report = resolve_runner(strategy_id)(
+            selected,
+            repo_root,
+            lambda current: on_update(combine_reports((*reports, current, pending))),
+            pytest_args,
+        )
+        if code in {2, 3, 4}:
+            return code, combine_reports((*reports, report, pending))
+        return execute(tuple(tail), (*reports, report), (*codes, code))
+
+    return execute(strategy_ids, (), ())
diff --git a/tests/rust-python-harness/runner.py b/tests/rust-python-harness/shared/reporting/pytest_runner.py
similarity index 89%
rename from tests/rust-python-harness/runner.py
rename to tests/rust-python-harness/shared/reporting/pytest_runner.py
index 286f2c4116d..a7e73308f30 100644
--- a/tests/rust-python-harness/runner.py
+++ b/tests/rust-python-harness/shared/reporting/pytest_runner.py
@@ -4,6 +4,7 @@ import os
 from collections.abc import Callable, Sequence
 from pathlib import Path
 from time import monotonic
+from typing import Final
 
 import pytest
 
@@ -148,13 +149,22 @@ def run_pytest(
         return exit_code, run
 
     plugin = HarnessPytestPlugin(run=run, on_update=on_update)
-    args = [*selectors, "-p", "no:terminal", *pytest_args]
+    args: Final = (*selectors, "-q", "--tb=no", "--no-summary", "-o", "consider_namespace_packages=true", *pytest_args)
     previous_directory = Path.cwd()
     try:
         os.chdir(repo_root)
-        exit_code = int(pytest.main(args, plugins=[plugin]))
+        exit_code = int(pytest.main(list(args), plugins=[plugin]))
     finally:
         os.chdir(previous_directory)
+    for result in run.results.values():
+        missing = tuple(
+            selector for selector in result.case.selectors
+            if not any(selector_matches_node(selector, node) for node in result.collected)
+        )
+        if missing:
+            result.status = RunStatus.MISSING
+            run.failures.extend((selector, "Configured selector collected no tests") for selector in missing)
+    on_update(run)
     if exit_code == 0 and any(
         result.status is RunStatus.MISSING for result in run.results.values()
     ):
diff --git a/tests/rust-python-harness/shared/reporting/test_orchestration.py b/tests/rust-python-harness/shared/reporting/test_orchestration.py
new file mode 100644
index 00000000000..8aea6d67e6e
--- /dev/null
+++ b/tests/rust-python-harness/shared/reporting/test_orchestration.py
@@ -0,0 +1,47 @@
+from __future__ import annotations
+
+from pathlib import Path
+from typing import Final
+
+from .models import Coverage, HarnessCase, RunStatus
+from .orchestration import run_strategies
+from .pytest_runner import run_pytest
+
+
+def test_combines_independent_strategy_reports_and_keeps_failures(tmp_path: Path) -> None:
+    (tmp_path / "test_first.py").write_text("def test_first():\n    assert 1 == 2\n")
+    (tmp_path / "test_second.py").write_text("def test_second():\n    assert True\n")
+    cases: Final = tuple(
+        HarnessCase(
+            strategy_id=name,
+            strategy_label=name,
+            sdk_function="ocr",
+            coverage=Coverage.COMPLETE,
+            selectors=(f"test_{name}.py",),
+        )
+        for name in ("first", "second")
+    )
+    code, report = run_strategies(cases, tmp_path, lambda _: None, (), lambda _: run_pytest)
+    assert code == 1
+    assert report.results["first:ocr"].status is RunStatus.FAILED
+    assert report.results["second:ocr"].status is RunStatus.PASSED
+    assert report.completed_tests == 2
+    assert len(report.failures) == 1
+    assert "assert 1 == 2" in report.failures[0][1]
+    assert "terminalreporter" not in report.failures[0][1]
+
+
+def test_missing_selector_cannot_hide_behind_a_passing_surface(tmp_path: Path) -> None:
+    (tmp_path / "test_present.py").write_text("def test_present():\n    assert True\n")
+    case: Final = HarnessCase(
+        strategy_id="e2e_parity",
+        strategy_label="End-to-end parity",
+        sdk_function="ocr",
+        surface="gateway",
+        coverage=Coverage.PARTIAL,
+        selectors=("test_present.py", "test_missing.py"),
+    )
+    code, report = run_pytest((case,), tmp_path, lambda _: None)
+    assert code == 1
+    assert report.results["e2e_parity:gateway:ocr"].status is RunStatus.MISSING
+    assert ("test_missing.py", "Configured selector collected no tests") in report.failures
diff --git a/tests/rust-python-harness/ui.py b/tests/rust-python-harness/shared/reporting/ui.py
similarity index 89%
rename from tests/rust-python-harness/ui.py
rename to tests/rust-python-harness/shared/reporting/ui.py
index bf143a4e100..3807af8c53b 100644
--- a/tests/rust-python-harness/ui.py
+++ b/tests/rust-python-harness/shared/reporting/ui.py
@@ -12,7 +12,6 @@ from .models import (
     Coverage,
     HarnessRun,
     RunStatus,
-    SDK_FUNCTIONS,
     Strategy,
     section_confidence,
 )
@@ -52,7 +51,9 @@ def _format_duration(seconds: float) -> str:
 
 
 def _rerun_command(nodeid: str) -> str:
-    return f"poetry run pytest {shlex.quote(nodeid)} -q"
+    if nodeid.startswith("unit-suite:"):
+        return "uv run python -m tests.rust-python-harness.strategies.unit_tests.runner --plain"
+    return f"poetry run pytest {shlex.quote(nodeid)} -q -o consider_namespace_packages=true"
 
 
 def _summary(run: HarnessRun) -> tuple[int, int, int, int]:
@@ -67,8 +68,9 @@ def _summary(run: HarnessRun) -> tuple[int, int, int, int]:
     )
 
 
-def _cell_text(run: HarnessRun, strategy_id: str, sdk_function: str) -> tuple[str, str]:
-    result = run.results.get(f"{strategy_id}:{sdk_function}")
+def _cell_text(run: HarnessRun, strategy_id: str, sdk_function: str, surface: str = "sdk") -> tuple[str, str]:
+    key = f"{strategy_id}:{sdk_function}" if surface == "sdk" else f"{strategy_id}:gateway:{sdk_function}"
+    result = run.results.get(key)
     if result is None:
         return "", ""
     counts = ""
@@ -101,6 +103,7 @@ class RichDashboard(AbstractContextManager["RichDashboard"]):
         from rich.table import Table
         from rich.text import Text
 
+        columns = tuple(dict.fromkeys((case.surface, case.sdk_function) for strategy in self.strategies for case in strategy.cases))
         narrow = self.console.width < 96
         if narrow:
             table = Table(box=box.SIMPLE_HEAVY, expand=True, show_header=False)
@@ -108,23 +111,23 @@ class RichDashboard(AbstractContextManager["RichDashboard"]):
             table.add_column("Results", ratio=5)
             for strategy in self.strategies:
                 values = []
-                for sdk_function in SDK_FUNCTIONS:
-                    value, style = _cell_text(run, strategy.id, sdk_function)
+                for surface, sdk_function in columns:
+                    value, style = _cell_text(run, strategy.id, sdk_function, surface)
                     if value:
                         values.append(
-                            Text.assemble((f"{sdk_function} ", "dim"), (value, style))
+                            Text.assemble((f"{surface}/{sdk_function} ", "dim"), (value, style))
                         )
                 table.add_row(strategy.label, Text("  ").join(values))
             return table
 
-        table = Table(box=box.ROUNDED, expand=True, title="Strategy × SDK function")
+        table = Table(box=box.ROUNDED, expand=True, title="Strategy × API")
         table.add_column("Strategy", ratio=3)
-        for label in SDK_FUNCTIONS:
-            table.add_column(label, justify="center", ratio=1)
+        for surface, label in columns:
+            table.add_column(label if surface == "sdk" else f"gateway/{label}", justify="center", ratio=1)
         for strategy in self.strategies:
             cells = []
-            for sdk_function in SDK_FUNCTIONS:
-                value, style = _cell_text(run, strategy.id, sdk_function)
+            for surface, sdk_function in columns:
+                value, style = _cell_text(run, strategy.id, sdk_function, surface)
                 cells.append(Text(value, style=style))
             table.add_row(strategy.label, *cells)
         return table
@@ -192,7 +195,7 @@ class RichDashboard(AbstractContextManager["RichDashboard"]):
         from rich.table import Table
 
         confidence_table = Table(
-            title="Port confidence by SDK section", box=box.ROUNDED, expand=True
+            title="Port confidence by API", box=box.ROUNDED, expand=True
         )
         confidence_table.add_column("SDK section")
         confidence_table.add_column("Score", justify="right")
@@ -256,9 +259,10 @@ class PlainDashboard(AbstractContextManager["PlainDashboard"]):
             f"{skipped} skipped in {_format_duration(run.duration)}",
             flush=True,
         )
-        for nodeid, _ in run.failures[:5]:
+        for nodeid, detail in run.failures[:5]:
+            print(f"{nodeid}: {detail}", flush=True)
             print(f"Rerun: {_rerun_command(nodeid)}", flush=True)
-        print("Port confidence by SDK section", flush=True)
+        print("Port confidence by API", flush=True)
         for score in section_confidence(run, self.confidence_strategies):
             print(
                 f"  {score.sdk_function:12} "
diff --git a/tests/rust-python-harness/shared/tracing/__init__.py b/tests/rust-python-harness/shared/tracing/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/rust-python-harness/shared/tracing/compare.py b/tests/rust-python-harness/shared/tracing/compare.py
new file mode 100644
index 00000000000..9c43bea6c0e
--- /dev/null
+++ b/tests/rust-python-harness/shared/tracing/compare.py
@@ -0,0 +1,57 @@
+from __future__ import annotations
+
+from collections import Counter
+from collections.abc import Mapping, Sequence
+from dataclasses import dataclass
+from typing import Final
+
+
+@dataclass(frozen=True, slots=True)
+class Operation:
+    name: str
+    started: int
+    finished: int
+
+
+def compare_traces(
+    python: Sequence[Operation],
+    rust: Sequence[Operation],
+    mapping: Mapping[str, str],
+    required_order: Sequence[tuple[str, str]] = (),
+) -> tuple[str, ...]:
+    python_names: Final = {operation.name for operation in python}
+    rust_names: Final = {operation.name for operation in rust}
+    problems: Final = (
+        *(f"unmapped Python operation: {name}" for name in sorted(python_names - mapping.keys())),
+        *(f"unmapped Rust operation: {name}" for name in sorted(rust_names - set(mapping.values()))),
+        *(f"ambiguous Rust operation: {name}" for name, count in Counter(mapping.values()).items() if count > 1),
+        *(
+            f"invalid interval: {operation.name}"
+            for operation in (*python, *rust)
+            if operation.started > operation.finished
+        ),
+    )
+    if problems:
+        return problems
+    python_counts: Final = Counter(operation.name for operation in python)
+    rust_counts: Final = Counter(operation.name for operation in rust)
+    counts: Final = tuple(
+        f"call count differs for {name}: Python={python_counts[name]}, Rust={rust_counts[target]}"
+        for name, target in mapping.items()
+        if python_counts[name] != rust_counts[target]
+    )
+    ordering: Final = tuple(
+        f"{label}: required order {before} before {after} was not observed"
+        for before, after in required_order
+        for label, operations, first, second in (
+            ("Python", python, before, after),
+            ("Rust", rust, mapping.get(before), mapping.get(after)),
+        )
+        if not first
+        or not second
+        or not any(operation.name == first for operation in operations)
+        or not any(operation.name == second for operation in operations)
+        or max(operation.finished for operation in operations if operation.name == first)
+        > min(operation.started for operation in operations if operation.name == second)
+    )
+    return (*counts, *ordering)
diff --git a/tests/rust-python-harness/shared/tracing/test_compare.py b/tests/rust-python-harness/shared/tracing/test_compare.py
new file mode 100644
index 00000000000..2dfad24846b
--- /dev/null
+++ b/tests/rust-python-harness/shared/tracing/test_compare.py
@@ -0,0 +1,33 @@
+from __future__ import annotations
+
+import pytest
+
+from .compare import Operation, compare_traces
+
+
+@pytest.mark.parametrize(
+    ("rust", "message"),
+    (
+        ((Operation("decode", 0, 1), Operation("send", 2, 3)), None),
+        ((Operation("decode", 0, 1), Operation("send", 2, 3), Operation("send", 4, 5)), "call count differs"),
+        ((Operation("send", 0, 1), Operation("decode", 2, 3)), "required order"),
+        ((Operation("decode", 0, 4), Operation("send", 2, 3)), "required order"),
+        ((Operation("decode", 0, 1), Operation("unknown", 2, 3)), "unmapped Rust"),
+    ),
+)
+def test_compare_mapped_calls_and_required_completion_order(rust: tuple[Operation, ...], message: str | None) -> None:
+    problems = compare_traces(
+        (Operation("parse", 0, 1), Operation("request", 2, 3)),
+        rust,
+        {"parse": "decode", "request": "send"},
+        (("parse", "request"),),
+    )
+    if message is None:
+        assert problems == ()
+    else:
+        assert any(message in problem for problem in problems)
+
+
+def test_missing_required_operations_and_ambiguous_mappings_fail() -> None:
+    assert compare_traces((), (), {"parse": "decode"}, (("parse", "request"),))
+    assert compare_traces((), (), {"parse": "decode", "request": "decode"}) == ("ambiguous Rust operation: decode",)
diff --git a/tests/rust-python-harness/strategies/e2e_parity/README.md b/tests/rust-python-harness/strategies/e2e_parity/README.md
new file mode 100644
index 00000000000..17643e69676
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/README.md
@@ -0,0 +1,5 @@
+# E2E Parity
+
+Run independently with `uv run python -m tests.rust-python-harness.strategies.e2e_parity.runner --plain`. Configure SDK and gateway selectors in `strategy.json`; keep API-specific execution and fixtures in their owning surface folder
+
+See [the harness guide](../../README.md) for coverage status and shared comparison tools
diff --git a/tests/rust-python-harness/strategies/e2e_parity/__init__.py b/tests/rust-python-harness/strategies/e2e_parity/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/rust-python-harness/strategies/e2e_parity/gateway/__init__.py b/tests/rust-python-harness/strategies/e2e_parity/gateway/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/rust-python-harness/strategies/e2e_parity/runner.py b/tests/rust-python-harness/strategies/e2e_parity/runner.py
new file mode 100644
index 00000000000..2886c823370
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/runner.py
@@ -0,0 +1,26 @@
+from __future__ import annotations
+
+from collections.abc import Sequence
+from pathlib import Path
+
+from ...shared.reporting.models import HarnessCase, HarnessRun
+from ...shared.reporting.pytest_runner import UpdateCallback, run_pytest
+
+
+def run(
+    cases: Sequence[HarnessCase],
+    repo_root: Path,
+    on_update: UpdateCallback,
+    pytest_args: Sequence[str] = (),
+) -> tuple[int, HarnessRun]:
+    return run_pytest(cases, repo_root, on_update, pytest_args)
+
+
+def main(argv: Sequence[str] | None = None) -> int:
+    from ...cli import main as harness_main
+
+    return harness_main(argv, strategy_id="e2e_parity")
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/__init__.py b/tests/rust-python-harness/strategies/e2e_parity/sdk/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/chat_completions/__init__.py b/tests/rust-python-harness/strategies/e2e_parity/sdk/chat_completions/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/messages/__init__.py b/tests/rust-python-harness/strategies/e2e_parity/sdk/messages/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/__init__.py b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/conftest.py b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/conftest.py
new file mode 100644
index 00000000000..37d78a7df4c
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/conftest.py
@@ -0,0 +1,43 @@
+from __future__ import annotations
+
+from typing import Final
+
+import pytest
+
+from .....shared.parity.fixtures.pytest_support import parametrize_recorded_fixtures
+from .....shared.parity.fixtures.store import fixture_id
+from .fixtures.config import DEFAULT_FIXTURE_DIRECTORY, FIXTURE_DIR_ENV
+from .fixtures.models import OcrParityCase
+
+
+def ocr_fixture_id(fixture: OcrParityCase) -> str:
+    case_input: Final = fixture.litellm_input
+    provider: Final = case_input.custom_llm_provider
+    prefix: Final = f"{provider}/{case_input.model}" if provider else case_input.model
+    return fixture_id(case_input, prefix)
+
+
+def ocr_fixture_marks(fixture: OcrParityCase) -> tuple[pytest.MarkDecorator, ...]:
+    if fixture.litellm_input.contract not in {"reducto_v3", "reducto_legacy"}:
+        return ()
+    return (
+        pytest.mark.xfail(
+            reason="Reducto does not have a Rust OCR contract",
+            strict=False,
+        ),
+    )
+
+
+def pytest_generate_tests(metafunc: pytest.Metafunc) -> None:
+    parametrize_recorded_fixtures(
+        metafunc,
+        fixture_name="ocr_fixture",
+        case_type=OcrParityCase,
+        env_var=FIXTURE_DIR_ENV,
+        default_directory=DEFAULT_FIXTURE_DIRECTORY,
+        regeneration_command=(
+            f"uv run python -m tests.rust-python-harness.strategies.e2e_parity.sdk.ocr.fixtures.record --fixture-dir {DEFAULT_FIXTURE_DIRECTORY}"
+        ),
+        id_builder=ocr_fixture_id,
+        marks_builder=ocr_fixture_marks,
+    )
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/README.md b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/README.md
new file mode 100644
index 00000000000..0b4fbd2c6c8
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/README.md
@@ -0,0 +1,49 @@
+# OCR parity fixtures
+
+The recording command runs four stages:
+
+1. Generate deterministic SDK inputs for every configured OCR target
+2. Build target-scoped, deduplicated recording jobs
+3. Record upstream responses through one globally bounded worker pool
+4. Persist each fixture and report whether it was recorded, cached, or failed
+
+Run it with:
+
+```shell
+uv run python -m tests.rust-python-harness.strategies.e2e_parity.sdk.ocr.fixtures.record --examples 4 --concurrency 4
+```
+
+`--concurrency` caps provider calls across all targets. Independent jobs finish after a failure, then the command exits
+nonzero if any job failed
+
+New recordings are VCR YAML cassettes. The committed corpus contains 31 migrated cassettes: 18 Mistral, 9 Reducto v3,
+and 4 Reducto legacy. Their original response bytes, statuses, headers, and recording timestamps are preserved
+
+To migrate an existing JSON fixture directory locally:
+
+```shell
+uv run python -m tests.rust-python-harness.strategies.e2e_parity.sdk.ocr.fixtures.migrate --fixture-dir tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data
+```
+
+The migration replays each old response through the Python SDK to reconstruct missing requests, writes and validates
+the YAML cassette, then removes its JSON predecessor. It calls only local recording/replay servers and needs no provider
+credentials. Reconstructed requests are labeled `python_replay`; they are not historical wire captures. Filenames use
+the current normalized SDK input hash, including the fixture contract
+
+OCR strategies generate public `litellm.ocr()` and `litellm.aocr()` inputs. Every case contains the normalized model,
+document, optional provider override, and LiteLLM keyword arguments. The fixture-only `contract` literal selects the
+input schema and is removed before calling the SDK. Strategies never build provider wire payloads
+
+Each contract has a required corpus containing a baseline and cases for its supported top-level OCR parameters. The
+contracts are Mistral, Azure-hosted Mistral, Vertex-hosted Mistral, Azure Document Intelligence, Vertex DeepSeek,
+Reducto v3, and Reducto legacy. Credentials and endpoints only control target discovery, so a machine records the
+contracts it has configured and skips the rest
+
+Reducto fixtures record upload and parse responses. Their parity cases remain non-strict expected failures until the
+Rust OCR bridge supports Reducto. Azure and Vertex generation paths are unit-tested without credentials in CI, so the
+committed corpus does not need live recordings for every target
+
+Every recording target owns a small fixed provider-rejected corpus, independent of replay implementation support.
+Those inputs are recorded separately from generated valid inputs. Local validation failures use no recorded response;
+the parity suite checks those unsupported providers and models, malformed documents, invalid request formats, invalid
+Azure Document Intelligence parameters, and invalid headers in sync and async SDK calls
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/__init__.py b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/__init__.py
new file mode 100644
index 00000000000..8b137891791
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/__init__.py
@@ -0,0 +1 @@
+
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/azure.py b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/azure.py
new file mode 100644
index 00000000000..58487c2254c
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/azure.py
@@ -0,0 +1,207 @@
+from __future__ import annotations
+
+from collections.abc import Mapping
+from typing import Final, Literal, cast
+
+from hypothesis import strategies as st
+from hypothesis.strategies import SearchStrategy
+from pydantic import StrictInt, StrictStr, field_validator
+
+from ......shared.parity.fixtures.recording import UpstreamEndpoint
+from .base import OcrDocument, OcrSdkInputBase
+from .common import (
+    OcrFixtureClient,
+    OcrRecordingTarget,
+    image_document,
+    invoke_with_api_key,
+    pdf_document,
+)
+from .mistral import (
+    MistralCompatibleOcrSdkInput,
+    mistral_input_values_strategy,
+)
+
+AzureMistralModel = Literal["azure_ai/mistral-document-ai-2512",]
+AzureMistralFixtureModel = AzureMistralModel | Literal["azure_ai/invalid-ocr-model-for-parity"]
+AzureDocumentIntelligenceModel = Literal[
+    "azure_ai/doc-intelligence/prebuilt-read",
+    "azure_ai/doc-intelligence/prebuilt-layout",
+    "azure_ai/doc-intelligence/prebuilt-document",
+]
+AzureDocumentIntelligenceFixtureModel = (
+    AzureDocumentIntelligenceModel | Literal["azure_ai/doc-intelligence/invalid-ocr-model-for-parity"]
+)
+
+AZURE_MISTRAL_MODELS: Final[tuple[AzureMistralModel, ...]] = ("azure_ai/mistral-document-ai-2512",)
+AZURE_DOCUMENT_INTELLIGENCE_MODELS: Final[tuple[AzureDocumentIntelligenceModel, ...]] = (
+    "azure_ai/doc-intelligence/prebuilt-read",
+    "azure_ai/doc-intelligence/prebuilt-layout",
+    "azure_ai/doc-intelligence/prebuilt-document",
+)
+# API v4 replaces prebuilt-document with prebuilt-layout plus keyValuePairs. Keep
+# the broader fixture model above so existing recordings remain loadable.
+AZURE_DOCUMENT_INTELLIGENCE_RECORDING_MODELS: Final[tuple[AzureDocumentIntelligenceModel, ...]] = (
+    "azure_ai/doc-intelligence/prebuilt-read",
+    "azure_ai/doc-intelligence/prebuilt-layout",
+)
+
+
+class AzureMistralOcrSdkInput(MistralCompatibleOcrSdkInput):
+    contract: Literal["azure_mistral"] = "azure_mistral"
+    model: AzureMistralFixtureModel
+    custom_llm_provider: Literal["azure_ai"] | None = None
+
+    @field_validator("model")
+    @classmethod
+    def validate_model_namespace(cls, model: str) -> str:
+        if not model.startswith("azure_ai/"):
+            raise ValueError("Azure Mistral models must use the azure_ai/ LiteLLM namespace")
+        return model
+
+
+class AzureDocumentIntelligenceOcrSdkInput(OcrSdkInputBase):
+    contract: Literal["azure_document_intelligence"] = "azure_document_intelligence"
+    model: AzureDocumentIntelligenceFixtureModel
+    document: OcrDocument
+    custom_llm_provider: Literal["azure_ai"] | None = None
+    pages: str | list[StrictInt] | list[StrictStr] | None = None
+    features: str | list[str] | None = None
+    req_format: Literal["litellm"] = "litellm"
+
+
+AZURE_MISTRAL_PROVIDER_REJECTED_INPUTS: Final[tuple[AzureMistralOcrSdkInput, ...]] = (
+    AzureMistralOcrSdkInput(
+        model="azure_ai/invalid-ocr-model-for-parity",
+        document=pdf_document(),
+    ),
+)
+AZURE_DOCUMENT_INTELLIGENCE_PROVIDER_REJECTED_INPUTS: Final[tuple[AzureDocumentIntelligenceOcrSdkInput, ...]] = (
+    AzureDocumentIntelligenceOcrSdkInput(
+        model="azure_ai/doc-intelligence/invalid-ocr-model-for-parity",
+        document=pdf_document(),
+    ),
+)
+
+
+def _azure_mistral_input(values: dict[str, object], model: AzureMistralModel) -> AzureMistralOcrSdkInput:
+    return AzureMistralOcrSdkInput.model_validate({**values, "model": model})
+
+
+def azure_mistral_input_strategy(inline_image_data_uri: str) -> SearchStrategy[AzureMistralOcrSdkInput]:
+    # Foundry's active gateway schema rejects 2512-only controls and
+    # document_annotation_prompt, even though native Mistral accepts them.
+    return st.builds(
+        _azure_mistral_input,
+        values=mistral_input_values_strategy("2505", inline_image_data_uri, include_document_annotation_prompt=False),
+        model=st.sampled_from(AZURE_MISTRAL_MODELS),
+    )
+
+
+_AZURE_DOCUMENT_INTELLIGENCE_CANONICAL_MODEL: Final[AzureDocumentIntelligenceModel] = (
+    "azure_ai/doc-intelligence/prebuilt-layout"
+)
+
+
+def _document_intelligence_input(
+    model: AzureDocumentIntelligenceModel,
+    document: OcrDocument,
+    optional_params: Mapping[str, object] | None = None,
+) -> AzureDocumentIntelligenceOcrSdkInput:
+    return AzureDocumentIntelligenceOcrSdkInput.model_validate(
+        {"model": model, "document": document, **(optional_params or {})}
+    )
+
+
+def azure_document_intelligence_input_strategy() -> SearchStrategy[AzureDocumentIntelligenceOcrSdkInput]:
+    document: Final = pdf_document()
+    pages: Final = st.one_of(
+        st.sampled_from(((0,), (2, 0, 0, 1))).map(list),
+        st.just(["1", "2-4"]),
+        st.just("1-4, 5"),
+    ).map(lambda value: {"pages": value})
+    features: Final = st.one_of(
+        st.sampled_from(
+            (
+                ("languages",),
+                ("ocrHighResolution",),
+                ("barcodes",),
+                ("formulas",),
+                ("styleFont",),
+                ("keyValuePairs",),
+            )
+        ).map(list),
+        st.just("languages, styleFont"),
+    ).map(lambda value: {"features": value})
+    combined_query: Final = st.just({"pages": (0, 1), "features": ("languages", "styleFont")})
+    return st.one_of(
+        st.sampled_from(AZURE_DOCUMENT_INTELLIGENCE_RECORDING_MODELS).map(
+            lambda model: _document_intelligence_input(model, document)
+        ),
+        st.just(
+            _document_intelligence_input(
+                _AZURE_DOCUMENT_INTELLIGENCE_CANONICAL_MODEL,
+                image_document("invoice 123", 24),
+            )
+        ),
+        pages.map(
+            lambda optional_params: _document_intelligence_input(
+                _AZURE_DOCUMENT_INTELLIGENCE_CANONICAL_MODEL, document, optional_params
+            )
+        ),
+        features.map(
+            lambda optional_params: _document_intelligence_input(
+                _AZURE_DOCUMENT_INTELLIGENCE_CANONICAL_MODEL, document, optional_params
+            )
+        ),
+        combined_query.map(
+            lambda optional_params: _document_intelligence_input(
+                _AZURE_DOCUMENT_INTELLIGENCE_CANONICAL_MODEL, document, optional_params
+            )
+        ),
+        st.just(
+            _document_intelligence_input(
+                _AZURE_DOCUMENT_INTELLIGENCE_CANONICAL_MODEL,
+                document,
+                {"req_format": "litellm"},
+            )
+        ),
+    )
+
+
+def azure_mistral_recording_targets(
+    environ: Mapping[str, str], client: OcrFixtureClient, inline_image_data_uri: str
+) -> tuple[OcrRecordingTarget, ...]:
+    api_key: Final = environ.get("AZURE_AI_API_KEY")
+    base_url: Final = environ.get("AZURE_AI_API_BASE")
+    if not api_key or not base_url:
+        return ()
+    return (
+        OcrRecordingTarget(
+            name="azure-mistral",
+            upstream=UpstreamEndpoint(base_url=base_url.rstrip("/")),
+            strategy=cast(
+                SearchStrategy[OcrSdkInputBase],
+                azure_mistral_input_strategy(inline_image_data_uri),
+            ),
+            invocation=invoke_with_api_key(client, api_key),
+            required_inputs=AZURE_MISTRAL_PROVIDER_REJECTED_INPUTS,
+        ),
+    )
+
+
+def azure_document_intelligence_recording_targets(
+    environ: Mapping[str, str], client: OcrFixtureClient
+) -> tuple[OcrRecordingTarget, ...]:
+    api_key: Final = environ.get("AZURE_DOCUMENT_INTELLIGENCE_API_KEY")
+    base_url: Final = environ.get("AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT")
+    if not api_key or not base_url:
+        return ()
+    return (
+        OcrRecordingTarget(
+            name="azure-document-intelligence",
+            upstream=UpstreamEndpoint(base_url=base_url.rstrip("/")),
+            strategy=cast(SearchStrategy[OcrSdkInputBase], azure_document_intelligence_input_strategy()),
+            invocation=invoke_with_api_key(client, api_key),
+            required_inputs=AZURE_DOCUMENT_INTELLIGENCE_PROVIDER_REJECTED_INPUTS,
+        ),
+    )
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/base.py b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/base.py
new file mode 100644
index 00000000000..1235ac1b5a2
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/base.py
@@ -0,0 +1,48 @@
+from __future__ import annotations
+
+from typing import Annotated, Literal
+
+from pydantic import Field
+
+from ......shared.parity.fixture_models import (
+    FixtureModel,
+    JsonSchemaDefinition,
+    JsonSchemaResponseFormat,
+    SdkInputBase,
+)
+
+__all__ = (
+    "DocumentUrlDocument",
+    "ImageUrlDocument",
+    "ImageUrlValue",
+    "JsonSchemaDefinition",
+    "JsonSchemaResponseFormat",
+    "OcrDocument",
+    "OcrSdkInputBase",
+)
+
+
+class OcrSdkInputBase(SdkInputBase):
+    fixture_only_fields = ("contract",)
+
+
+class ImageUrlValue(FixtureModel):
+    url: str
+    detail: Literal["low", "auto", "high"] | None = None
+
+
+class ImageUrlDocument(FixtureModel):
+    type: Literal["image_url"]
+    image_url: str | ImageUrlValue
+
+
+class DocumentUrlDocument(FixtureModel):
+    type: Literal["document_url"]
+    document_url: str
+    document_name: str | None = None
+
+
+OcrDocument = Annotated[
+    ImageUrlDocument | DocumentUrlDocument,
+    Field(discriminator="type"),
+]
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/common.py b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/common.py
new file mode 100644
index 00000000000..b7040235868
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/common.py
@@ -0,0 +1,101 @@
+from __future__ import annotations
+
+from dataclasses import dataclass, field
+from functools import cache
+from typing import Final, Literal, Protocol
+
+from hypothesis import strategies as st
+from hypothesis.strategies import SearchStrategy
+
+from ......shared.parity.fixtures.pipeline import RecordingTarget
+from ......shared.parity.fixtures.media import dummy_image_url, structured_pdf_data_uri
+from .base import (
+    DocumentUrlDocument,
+    ImageUrlDocument,
+    JsonSchemaDefinition,
+    JsonSchemaResponseFormat,
+    OcrSdkInputBase,
+)
+
+OcrRecordingTarget = RecordingTarget[OcrSdkInputBase]
+
+
+class OcrFixtureClient(Protocol):
+    def execute(self, api_base: str, api_key: str, case_input: OcrSdkInputBase) -> None: ...
+
+
+class OcrSdkCall(Protocol):
+    def __call__(self, **kwargs: object) -> object: ...
+
+
+@dataclass(frozen=True, slots=True)
+class ApiKeyOcrInvocation:
+    client: OcrFixtureClient
+    api_key: str = field(repr=False)
+
+    def execute(self, provider_url: str, case_input: OcrSdkInputBase) -> None:
+        self.client.execute(provider_url, self.api_key, case_input)
+
+
+def image_document(text: str, font_size: int) -> ImageUrlDocument:
+    return ImageUrlDocument(type="image_url", image_url=dummy_image_url(text, font_size))
+
+
+def image_data_document(data_uri: str) -> ImageUrlDocument:
+    return ImageUrlDocument(type="image_url", image_url=data_uri)
+
+
+@cache
+def remote_pdf_document() -> DocumentUrlDocument:
+    return DocumentUrlDocument(
+        type="document_url",
+        document_url="https://www.w3.org/WAI/ER/tests/xhtml/testfiles/resources/pdf/dummy.pdf",
+    )
+
+
+@cache
+def pdf_document() -> DocumentUrlDocument:
+    return DocumentUrlDocument(type="document_url", document_url=structured_pdf_data_uri())
+
+
+def document_transport_strategy(inline_image_data_uri: str) -> SearchStrategy[ImageUrlDocument | DocumentUrlDocument]:
+    transports: Final[tuple[Literal["remote_image", "inline_image", "remote_pdf", "inline_pdf"], ...]] = (
+        "remote_image",
+        "inline_image",
+        "remote_pdf",
+        "inline_pdf",
+    )
+
+    def as_document(
+        transport: Literal["remote_image", "inline_image", "remote_pdf", "inline_pdf"],
+    ) -> ImageUrlDocument | DocumentUrlDocument:
+        if transport == "remote_image":
+            return image_document("invoice 123", 24)
+        if transport == "inline_image":
+            return image_data_document(inline_image_data_uri)
+        if transport == "remote_pdf":
+            return remote_pdf_document()
+        return pdf_document()
+
+    return st.sampled_from(transports).map(as_document)
+
+
+def annotation_format(name: str) -> JsonSchemaResponseFormat:
+    return JsonSchemaResponseFormat(
+        type="json_schema",
+        json_schema=JsonSchemaDefinition(
+            name=name,
+            description="Extract the visible document fields",
+            schema={
+                "type": "object",
+                "properties": {"title": {"type": "string"}},
+                "required": ["title"],
+                "additionalProperties": False,
+            },
+            strict=True,
+        ),
+    )
+
+
+def invoke_with_api_key(client: OcrFixtureClient, api_key: str) -> ApiKeyOcrInvocation:
+    return ApiKeyOcrInvocation(client=client, api_key=api_key)
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/config.py b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/config.py
new file mode 100644
index 00000000000..fe5cb566e36
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/config.py
@@ -0,0 +1,13 @@
+from __future__ import annotations
+
+import os
+from pathlib import Path
+from typing import Final
+
+FIXTURE_DIR_ENV: Final = "LITELLM_OCR_FIXTURE_DIR"
+DEFAULT_FIXTURE_DIRECTORY: Final = Path(__file__).with_name("data")
+
+
+def configured_fixture_directory() -> Path:
+    configured: Final = os.environ.get(FIXTURE_DIR_ENV)
+    return Path(configured).expanduser() if configured is not None else DEFAULT_FIXTURE_DIRECTORY
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/0b234402bdfd3be223e731051202f2996578fff02d93ec3011031ce2b4c511fc.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/0b234402bdfd3be223e731051202f2996578fff02d93ec3011031ce2b4c511fc.yaml
new file mode 100644
index 00000000000..f7aa8598016
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/0b234402bdfd3be223e731051202f2996578fff02d93ec3011031ce2b4c511fc.yaml
@@ -0,0 +1,68 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-latest","document":{"type":"image_url","image_url":"https://dummyjson.com/image/800x300/ffffff/000000?text=invoice%20123&fontSize=24"},"image_limit":1}'
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/v1/ocr
+  response:
+    body:
+      string: '{"pages":[{"index":0,"markdown":"invoice 123","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":200,"height":300,"width":800},"confidence_scores":null,"blocks":[{"top_left_x":335,"top_left_y":138,"bottom_right_x":464,"bottom_right_y":162,"content":"invoice
+        123","confidence_scores":null,"type":"text"}]}],"model":"mistral-ocr-latest","document_annotation":null,"usage_info":{"pages_processed":1,"doc_size_bytes":4124}}'
+    headers:
+      CF-RAY:
+      - a346d3637dc2c090-SJC
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 01 Sep 2026 19:54:15 GMT
+      Server:
+      - cloudflare
+      Strict-Transport-Security:
+      - max-age=15552000; includeSubDomains; preload
+      X-Content-Type-Options:
+      - nosniff
+      access-control-allow-origin:
+      - '*'
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      mistral-correlation-id:
+      - 01a05e89-5a87-7148-8ae4-4e14967bebf3
+      x-envoy-upstream-service-time:
+      - '226'
+      x-kong-proxy-latency:
+      - '19'
+      x-kong-request-id:
+      - 01a05e89-5a87-7148-8ae4-4e14967bebf3
+      x-kong-upstream-latency:
+      - '227'
+      x-ratelimit-limit-ocr-pages-minute:
+      - '60'
+      x-ratelimit-ocr-pages-query-cost:
+      - '1'
+      x-ratelimit-remaining-ocr-pages-minute:
+      - '56'
+    status:
+      code: 200
+      message: ''
+recorded_at: '2026-09-01T19:54:15.394028+00:00'
+ttl_seconds: 0
+version: 1
+x-litellm:
+  case:
+    litellm_input:
+      contract: mistral
+      document:
+        image_url: https://dummyjson.com/image/800x300/ffffff/000000?text=invoice%20123&fontSize=24
+        type: image_url
+      image_limit: 1
+      model: mistral/mistral-ocr-latest
+  request_source: python_replay
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/1f3001924ef2c46d3eccdedd808c7ded7fea981215a478a12d8636eff8eb1157.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/1f3001924ef2c46d3eccdedd808c7ded7fea981215a478a12d8636eff8eb1157.yaml
new file mode 100644
index 00000000000..f06a1033691
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/1f3001924ef2c46d3eccdedd808c7ded7fea981215a478a12d8636eff8eb1157.yaml
@@ -0,0 +1,60 @@
+interactions:
+- request:
+    body: '{"model":"invalid-ocr-model-for-parity","document":{"type":"document_url","document_url":"data:application/pdf;base64,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+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/v1/ocr
+  response:
+    body:
+      string: '{"object":"error","message":"Invalid model: invalid-ocr-model-for-parity","type":"invalid_model","param":null,"code":"1500","raw_status_code":400}'
+    headers:
+      CF-RAY:
+      - a34832c9ae37ad44-SJC
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 01 Sep 2026 23:54:08 GMT
+      Server:
+      - cloudflare
+      Strict-Transport-Security:
+      - max-age=15552000; includeSubDomains; preload
+      X-Content-Type-Options:
+      - nosniff
+      access-control-allow-origin:
+      - '*'
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      mistral-correlation-id:
+      - 01a05f64-fa6f-76c9-8b39-fd7d42840ba2
+      x-envoy-upstream-service-time:
+      - '2'
+      x-kong-proxy-latency:
+      - '16'
+      x-kong-request-id:
+      - 01a05f64-fa6f-76c9-8b39-fd7d42840ba2
+      x-kong-upstream-latency:
+      - '10'
+    status:
+      code: 400
+      message: ''
+recorded_at: '2026-09-01T23:54:08.641470+00:00'
+ttl_seconds: 0
+version: 1
+x-litellm:
+  case:
+    litellm_input:
+      contract: mistral
+      document:
+        document_url: 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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

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

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

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

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

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

+        type: document_url
+      model: mistral/invalid-ocr-model-for-parity
+  request_source: python_replay
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/1f38e1eab857c22107df833aa63b119bced6537f45cf08b27cbec08bb8f45951.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/1f38e1eab857c22107df833aa63b119bced6537f45cf08b27cbec08bb8f45951.yaml
new file mode 100644
index 00000000000..8200c885e60
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/1f38e1eab857c22107df833aa63b119bced6537f45cf08b27cbec08bb8f45951.yaml
@@ -0,0 +1,69 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-latest","document":{"type":"image_url","image_url":"https://dummyjson.com/image/800x300/ffffff/000000?text=invoice%20123&fontSize=24"},"pages":[0]}'
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/v1/ocr
+  response:
+    body:
+      string: '{"pages":[{"index":0,"markdown":"invoice 123","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":200,"height":300,"width":800},"confidence_scores":null,"blocks":[{"top_left_x":335,"top_left_y":138,"bottom_right_x":464,"bottom_right_y":162,"content":"invoice
+        123","confidence_scores":null,"type":"text"}]}],"model":"mistral-ocr-latest","document_annotation":null,"usage_info":{"pages_processed":1,"doc_size_bytes":4124}}'
+    headers:
+      CF-RAY:
+      - a346d35d1fbbebe5-SJC
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 01 Sep 2026 19:54:14 GMT
+      Server:
+      - cloudflare
+      Strict-Transport-Security:
+      - max-age=15552000; includeSubDomains; preload
+      X-Content-Type-Options:
+      - nosniff
+      access-control-allow-origin:
+      - '*'
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      mistral-correlation-id:
+      - 01a05e89-5685-747f-b76d-dab242ea7512
+      x-envoy-upstream-service-time:
+      - '179'
+      x-kong-proxy-latency:
+      - '12'
+      x-kong-request-id:
+      - 01a05e89-5685-747f-b76d-dab242ea7512
+      x-kong-upstream-latency:
+      - '180'
+      x-ratelimit-limit-ocr-pages-minute:
+      - '60'
+      x-ratelimit-ocr-pages-query-cost:
+      - '1'
+      x-ratelimit-remaining-ocr-pages-minute:
+      - '58'
+    status:
+      code: 200
+      message: ''
+recorded_at: '2026-09-01T19:54:14.385374+00:00'
+ttl_seconds: 0
+version: 1
+x-litellm:
+  case:
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+        document_url: data:application/pdf;base64,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
+        type: document_url
+      model: parse-legacy
+  request_source: python_replay
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-legacy/7c4bbc65dfbc17bac7f0d179c5d7e201dfb9ac31de66094734ef38c288293625.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-legacy/7c4bbc65dfbc17bac7f0d179c5d7e201dfb9ac31de66094734ef38c288293625.yaml
new file mode 100644
index 00000000000..deb47484ec8
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-legacy/7c4bbc65dfbc17bac7f0d179c5d7e201dfb9ac31de66094734ef38c288293625.yaml
@@ -0,0 +1,39 @@
+interactions:
+- request:
+    body: '{"document_url":"reducto://invalid-document-for-parity"}'
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/parse
+  response:
+    body:
+      string: '{"error":{"code":404,"name":"NOT_FOUND","message":"Document ''The file
+        may have expired or been deleted. Please re-upload and try again.'' not found"},"detail":"Document
+        ''The file may have expired or been deleted. Please re-upload and try again.''
+        not found"}'
+    headers:
+      Content-Type:
+      - application/json
+      Date:
+      - Wed, 02 Sep 2026 01:14:06 GMT
+    status:
+      code: 404
+      message: ''
+recorded_at: '2026-09-02T01:14:06.814847+00:00'
+ttl_seconds: 0
+version: 1
+x-litellm:
+  case:
+    litellm_input:
+      contract: reducto_legacy
+      document:
+        document_url: reducto://invalid-document-for-parity
+        type: document_url
+      model: reducto/parse-legacy
+  request_source: python_replay
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-legacy/953d2a3bfea5594f9df19fc3f6c37e51b7e915b96a85e4ce8dfc41ba5f7f11df.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-legacy/953d2a3bfea5594f9df19fc3f6c37e51b7e915b96a85e4ce8dfc41ba5f7f11df.yaml
new file mode 100644
index 00000000000..1e1c7c44463
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@@ -0,0 +1,70 @@
+interactions:
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+      4 0 R /MediaBox [0 0 612 792] /Contents 5 0 R >>\nendobj\n4 0 obj\n<< /Font
+      << /F1 << /Type /Font /Subtype /Type1 /BaseFont /Helvetica >> >> >>\nendobj\n5
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+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - multipart/form-data; boundary=90e8e7e6a71b2a4b14695234a736d695
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/upload
+  response:
+    body:
+      string: '{"file_id":"reducto://b9f242fd-fdb4-4b0a-9535-f11f432c7678.pdf","presigned_url":null}'
+    headers:
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 01 Sep 2026 19:54:57 GMT
+    status:
+      code: 200
+      message: ''
+- request:
+    body: '{"document_url":"reducto://b9f242fd-fdb4-4b0a-9535-f11f432c7678.pdf","options":{"enhance":{}}}'
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/parse
+  response:
+    body:
+      string: '{"response_type":"parse","job_id":"25b78189-66fe-46d9-8114-14372a9d442d","duration":2.4146597385406494,"pdf_url":"https://prod-storage20241010144745140900000001.s3.amazonaws.com/org/8bd983d1-47dd-440b-93d8-431412d819bf/a91f568b-6e98-4962-9924-097202093779.pdf?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIA2UOK6OVBOUYL7WYA%2F20260901%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20260901T195456Z&X-Amz-Expires=43200&X-Amz-SignedHeaders=host&X-Amz-Signature=aa77b33e20fc1426307688f55147d57e8d3b2286a787c096b2da016d7d7d0c93","studio_link":"https://studio.reducto.ai/job/cddd635e-5d16-4621-bf48-031e7637dc0b","usage":{"num_pages":1,"credits":1.0,"credit_breakdown":{"page":1.0},"page_billing_breakdown":{"1":["page"]},"non_empty_cell_count":null},"result":{"type":"full","chunks":[{"content":"#
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+    headers:
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 01 Sep 2026 19:54:57 GMT
+    status:
+      code: 200
+      message: ''
+recorded_at: '2026-09-01T19:54:58.471820+00:00'
+ttl_seconds: 0
+version: 1
+x-litellm:
+  case:
+    litellm_input:
+      contract: reducto_legacy
+      document:
+        document_url: data:application/pdf;base64,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
+        type: document_url
+      enhance: {}
+      model: reducto/parse-legacy
+  request_source: python_replay
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-legacy/a41d4c9547448df927b308d619d7e3b8fdbfe1fb5a9818a2fe47f02c2aad0fac.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-legacy/a41d4c9547448df927b308d619d7e3b8fdbfe1fb5a9818a2fe47f02c2aad0fac.yaml
new file mode 100644
index 00000000000..a7a927cf93c
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@@ -0,0 +1,69 @@
+interactions:
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+      4 0 R /MediaBox [0 0 612 792] /Contents 5 0 R >>\nendobj\n4 0 obj\n<< /Font
+      << /F1 << /Type /Font /Subtype /Type1 /BaseFont /Helvetica >> >> >>\nendobj\n5
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+    headers:
+      Accept:
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+      Content-Type:
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+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/upload
+  response:
+    body:
+      string: '{"file_id":"reducto://a91f568b-6e98-4962-9924-097202093779.pdf","presigned_url":null}'
+    headers:
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 01 Sep 2026 19:54:53 GMT
+    status:
+      code: 200
+      message: ''
+- request:
+    body: '{"document_url":"reducto://a91f568b-6e98-4962-9924-097202093779.pdf"}'
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/parse
+  response:
+    body:
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+    headers:
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+      - application/json
+      Date:
+      - Tue, 01 Sep 2026 19:54:57 GMT
+    status:
+      code: 200
+      message: ''
+recorded_at: '2026-09-01T19:54:57.246119+00:00'
+ttl_seconds: 0
+version: 1
+x-litellm:
+  case:
+    litellm_input:
+      contract: reducto_legacy
+      document:
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+        type: document_url
+      model: reducto/parse-legacy
+  request_source: python_replay
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/2148dfafc823aea933d7c9aa8877398c1c26cf1fb8f134b1326e79bd3d487c41.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/2148dfafc823aea933d7c9aa8877398c1c26cf1fb8f134b1326e79bd3d487c41.yaml
new file mode 100644
index 00000000000..474e6aba8c3
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@@ -0,0 +1,72 @@
+interactions:
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+      4 0 R /MediaBox [0 0 612 792] /Contents 5 0 R >>\nendobj\n4 0 obj\n<< /Font
+      << /F1 << /Type /Font /Subtype /Type1 /BaseFont /Helvetica >> >> >>\nendobj\n5
+      0 obj\n<< /Length 44 >>\nstream\nBT\n/F1 12 Tf\n100 700 Td\n(Test PDF File)
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+    uri: http://parity-provider.invalid/upload
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+      string: '{"file_id":"reducto://671d6e00-6df5-493a-bd9e-8bbf3d77d3ab.pdf","presigned_url":null}'
+    headers:
+      Content-Type:
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+      Date:
+      - Tue, 01 Sep 2026 19:54:36 GMT
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+      message: ''
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+      Content-Type:
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+      User-Agent:
+      - litellm/1.101.0
+    method: POST
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+    headers:
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+      Date:
+      - Tue, 01 Sep 2026 19:54:40 GMT
+    status:
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+      message: ''
+recorded_at: '2026-09-01T19:54:41.233002+00:00'
+ttl_seconds: 0
+version: 1
+x-litellm:
+  case:
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+        include:
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+        - highlight
+        - comments
+        merge_tables: true
+        table_output_format: json
+      model: reducto/parse-v3
+  request_source: python_replay
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/7cefa9e08179db20d45e255d269e4239015b9b44376ce49c921f8fc057fb9c6a.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/7cefa9e08179db20d45e255d269e4239015b9b44376ce49c921f8fc057fb9c6a.yaml
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+        type: document_url
+      model: reducto/parse-v3
+  request_source: python_replay
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/997cd381eb3019b71086e4fdab1b98a3a0d251a27c3bb80178580a711c111e94.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/997cd381eb3019b71086e4fdab1b98a3a0d251a27c3bb80178580a711c111e94.yaml
new file mode 100644
index 00000000000..622db8dee4a
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+interactions:
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+      filename=\"document\"\r\nContent-Type: application/pdf\r\n\r\n%PDF-1.4\n1 0
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+      [3 0 R] /Count 1 >>\nendobj\n3 0 obj\n<< /Type /Page /Parent 2 0 R /Resources
+      4 0 R /MediaBox [0 0 612 792] /Contents 5 0 R >>\nendobj\n4 0 obj\n<< /Font
+      << /F1 << /Type /Font /Subtype /Type1 /BaseFont /Helvetica >> >> >>\nendobj\n5
+      0 obj\n<< /Length 44 >>\nstream\nBT\n/F1 12 Tf\n100 700 Td\n(Test PDF File)
+      Tj\nET\nendstream\nendobj\nxref\n0 6\n0000000000 65535 f \n0000000009 00000
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+      Accept:
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+      Content-Type:
+      - multipart/form-data; boundary=22b7cb49f85a1ae5113a6328b0381ffb
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/upload
+  response:
+    body:
+      string: '{"file_id":"reducto://5df745f4-2877-4cf6-9bde-a2f829c93eea.pdf","presigned_url":null}'
+    headers:
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 01 Sep 2026 19:54:48 GMT
+    status:
+      code: 200
+      message: ''
+- request:
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+      Accept:
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+      Content-Type:
+      - application/json
+      User-Agent:
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+    method: POST
+    uri: http://parity-provider.invalid/parse
+  response:
+    body:
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+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 01 Sep 2026 19:54:50 GMT
+    status:
+      code: 200
+      message: ''
+recorded_at: '2026-09-01T19:54:50.708637+00:00'
+ttl_seconds: 0
+version: 1
+x-litellm:
+  case:
+    litellm_input:
+      contract: reducto_v3
+      custom_llm_provider: null
+      document:
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+        type: document_url
+      formatting:
+        add_page_markers: false
+        include:
+        - signatures
+        - ignore_watermarks
+        merge_tables: true
+        table_output_format: json
+      model: reducto/parse-v3
+      retrieval:
+        chunking:
+          chunk_mode: variable
+          chunk_overlap: 32
+          chunk_size: 1500
+        embedding_optimized: false
+        filter_blocks:
+        - Figure
+        - Table
+        - Key Value
+      settings:
+        embed_pdf_metadata: false
+        embed_pdf_metadata_dpi: 100
+        extraction_mode: hybrid
+        force_url_result: false
+        ocr_system: legacy
+        page_range:
+        - 1
+        persist_results: false
+        return_images: []
+        return_ocr_data: false
+        timeout: 900.0
+  request_source: python_replay
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/f2b260eca76347d5982b96c79563999653d141626ca1eadfdb47fc20d645b9d5.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/f2b260eca76347d5982b96c79563999653d141626ca1eadfdb47fc20d645b9d5.yaml
new file mode 100644
index 00000000000..4515e0a0823
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@@ -0,0 +1,72 @@
+interactions:
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+      4 0 R /MediaBox [0 0 612 792] /Contents 5 0 R >>\nendobj\n4 0 obj\n<< /Font
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+      Accept:
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+      Content-Type:
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+      User-Agent:
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+    method: POST
+    uri: http://parity-provider.invalid/upload
+  response:
+    body:
+      string: '{"file_id":"reducto://fc6ebcb1-95d4-46ec-90d0-efca33ef197f.pdf","presigned_url":null}'
+    headers:
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 01 Sep 2026 19:54:41 GMT
+    status:
+      code: 200
+      message: ''
+- request:
+    body: '{"input":"reducto://fc6ebcb1-95d4-46ec-90d0-efca33ef197f.pdf","settings":{"return_ocr_data":true}}'
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/parse
+  response:
+    body:
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+    headers:
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+      Date:
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+    status:
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+      message: ''
+recorded_at: '2026-09-01T19:54:43.968997+00:00'
+ttl_seconds: 0
+version: 1
+x-litellm:
+  case:
+    litellm_input:
+      contract: reducto_v3
+      document:
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+        type: document_url
+      model: reducto/parse-v3
+      settings:
+        return_ocr_data: true
+  request_source: python_replay
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/f317c1c7b57a6ac742de1b97f2f84da6aa7892f8cdd4f22158ba4c700dbe8a81.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/f317c1c7b57a6ac742de1b97f2f84da6aa7892f8cdd4f22158ba4c700dbe8a81.yaml
new file mode 100644
index 00000000000..3349f3f6b2d
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@@ -0,0 +1,39 @@
+interactions:
+- request:
+    body: '{"input":"reducto://invalid-document-for-parity"}'
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/parse
+  response:
+    body:
+      string: '{"error":{"code":404,"name":"NOT_FOUND","message":"Document ''The file
+        may have expired or been deleted. Please re-upload and try again.'' not found"},"detail":"Document
+        ''The file may have expired or been deleted. Please re-upload and try again.''
+        not found"}'
+    headers:
+      Content-Type:
+      - application/json
+      Date:
+      - Wed, 02 Sep 2026 01:14:02 GMT
+    status:
+      code: 404
+      message: ''
+recorded_at: '2026-09-02T01:14:02.538070+00:00'
+ttl_seconds: 0
+version: 1
+x-litellm:
+  case:
+    litellm_input:
+      contract: reducto_v3
+      document:
+        document_url: reducto://invalid-document-for-parity
+        type: document_url
+      model: reducto/parse-v3
+  request_source: python_replay
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/f55e3b684697b9f478393e35202e92b04e51b1ea8b74eaa4a4382a01154b5f5a.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/f55e3b684697b9f478393e35202e92b04e51b1ea8b74eaa4a4382a01154b5f5a.yaml
new file mode 100644
index 00000000000..5731fa1c48d
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@@ -0,0 +1,71 @@
+interactions:
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+      User-Agent:
+      - litellm/1.101.0
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+    uri: http://parity-provider.invalid/upload
+  response:
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+      string: '{"file_id":"reducto://f3cc3c72-614a-4104-bb70-a516f37148e0.pdf","presigned_url":null}'
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+  response:
+    body:
+      string: '{"response_type":"parse","job_id":"aba924dc-7773-4dff-a4a8-3549366ea9fa","duration":4.5764172077178955,"pdf_url":"https://prod-storage20241010144745140900000001.s3.amazonaws.com/org/8bd983d1-47dd-440b-93d8-431412d819bf/f3cc3c72-614a-4104-bb70-a516f37148e0.pdf?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIA2UOK6OVBOUYL7WYA%2F20260901%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20260901T195435Z&X-Amz-Expires=43200&X-Amz-SignedHeaders=host&X-Amz-Signature=7d4c9464bb3a1a9d5c7a5f957bc10813fb16fcc6de3fea2054a40b469ffa79b3","studio_link":"https://studio.reducto.ai/job/aba924dc-7773-4dff-a4a8-3549366ea9fa","usage":{"num_pages":1,"credits":1.0,"credit_breakdown":{"page":1.0},"page_billing_breakdown":{"1":["page"]},"non_empty_cell_count":null},"result":{"type":"full","chunks":[{"content":"#
+        Test PDF File","embed":"# Test PDF File","enriched":null,"enrichment_success":false,"blocks":[{"type":"Title","bbox":{"left":0.16189574527182748,"top":0.09479295553814121,"width":0.11946290650820875,"height":0.02146414301710507,"page":1,"original_page":1},"content":"Test
+        PDF File","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7185355693101882},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
+    headers:
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 01 Sep 2026 19:54:35 GMT
+    status:
+      code: 200
+      message: ''
+recorded_at: '2026-09-01T19:54:35.993066+00:00'
+ttl_seconds: 0
+version: 1
+x-litellm:
+  case:
+    litellm_input:
+      contract: reducto_v3
+      document:
+        document_url: data:application/pdf;base64,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
+        type: document_url
+      formatting:
+        table_output_format: md
+      model: reducto/parse-v3
+  request_source: python_replay
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/f847dae1a1f6c3777ce3b65421a97f703d67d234593ac188f948142190fdf06d.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/f847dae1a1f6c3777ce3b65421a97f703d67d234593ac188f948142190fdf06d.yaml
new file mode 100644
index 00000000000..02298f5a2f0
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/f847dae1a1f6c3777ce3b65421a97f703d67d234593ac188f948142190fdf06d.yaml
@@ -0,0 +1,69 @@
+interactions:
+- request:
+    body: "--b7daa0c5be8f80d33a4eb7a54318d93a\r\nContent-Disposition: form-data; name=\"file\";
+      filename=\"document\"\r\nContent-Type: application/pdf\r\n\r\n%PDF-1.4\n1 0
+      obj\n<< /Type /Catalog /Pages 2 0 R >>\nendobj\n2 0 obj\n<< /Type /Pages /Kids
+      [3 0 R] /Count 1 >>\nendobj\n3 0 obj\n<< /Type /Page /Parent 2 0 R /Resources
+      4 0 R /MediaBox [0 0 612 792] /Contents 5 0 R >>\nendobj\n4 0 obj\n<< /Font
+      << /F1 << /Type /Font /Subtype /Type1 /BaseFont /Helvetica >> >> >>\nendobj\n5
+      0 obj\n<< /Length 44 >>\nstream\nBT\n/F1 12 Tf\n100 700 Td\n(Test PDF File)
+      Tj\nET\nendstream\nendobj\nxref\n0 6\n0000000000 65535 f \n0000000009 00000
+      n \n0000000058 00000 n \n0000000115 00000 n \n0000000214 00000 n \n0000000293
+      00000 n \ntrailer\n<< /Size 6 /Root 1 0 R >>\nstartxref\n385\n%%EOF\n\r\n--b7daa0c5be8f80d33a4eb7a54318d93a--\r\n"
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - multipart/form-data; boundary=b7daa0c5be8f80d33a4eb7a54318d93a
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/upload
+  response:
+    body:
+      string: '{"file_id":"reducto://010b01b2-83bd-446d-af11-d120c5ac2c02.pdf","presigned_url":null}'
+    headers:
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 01 Sep 2026 19:54:27 GMT
+    status:
+      code: 200
+      message: ''
+- request:
+    body: '{"input":"reducto://010b01b2-83bd-446d-af11-d120c5ac2c02.pdf"}'
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/parse
+  response:
+    body:
+      string: '{"response_type":"parse","job_id":"8138a6c6-b726-4300-90b4-e6d5d43f6f70","duration":1.2648272514343262,"pdf_url":"https://prod-storage20241010144745140900000001.s3.amazonaws.com/org/8bd983d1-47dd-440b-93d8-431412d819bf/010b01b2-83bd-446d-af11-d120c5ac2c02.pdf?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIA2UOK6OVBOUYL7WYA%2F20260901%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20260901T195428Z&X-Amz-Expires=43200&X-Amz-SignedHeaders=host&X-Amz-Signature=3cda9020fefff85d9dd13f124908d7b00e55b6e82a72039546d262099cfcf3b4","studio_link":"https://studio.reducto.ai/job/8138a6c6-b726-4300-90b4-e6d5d43f6f70","usage":{"num_pages":1,"credits":1.0,"credit_breakdown":{"page":1.0},"page_billing_breakdown":{"1":["page"]},"non_empty_cell_count":null},"result":{"type":"full","chunks":[{"content":"#
+        Test PDF File","embed":"# Test PDF File","enriched":null,"enrichment_success":false,"blocks":[{"type":"Title","bbox":{"left":0.16189574527182748,"top":0.09479295553814121,"width":0.11946290650820875,"height":0.02146414301710507,"page":1,"original_page":1},"content":"Test
+        PDF File","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7185355693101882},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
+    headers:
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 01 Sep 2026 19:54:29 GMT
+    status:
+      code: 200
+      message: ''
+recorded_at: '2026-09-01T19:54:30.255600+00:00'
+ttl_seconds: 0
+version: 1
+x-litellm:
+  case:
+    litellm_input:
+      contract: reducto_v3
+      document:
+        document_url: data:application/pdf;base64,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
+        type: document_url
+      model: reducto/parse-v3
+  request_source: python_replay
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/migrate.py b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/migrate.py
new file mode 100644
index 00000000000..08f3cc66a42
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/migrate.py
@@ -0,0 +1,63 @@
+from __future__ import annotations
+
+import argparse
+from pathlib import Path
+from typing import Final, cast
+
+import litellm
+from litellm.rust_bridge.ocr import use_litellm_rust
+from ......shared.parity.fixtures.recording import (
+    RecordedInteraction,
+    UpstreamEndpoint,
+    record_upstream_interactions,
+)
+from ......shared.parity.fixtures.store import FixtureEnvelope, read_fixture, save_fixture
+from ......shared.parity.replay import replay_server
+from .common import OcrSdkCall
+from .config import configured_fixture_directory
+from .models import OcrParityCase, OcrSdkInput
+
+
+def _invoke(provider_url: str, case_input: OcrSdkInput) -> object:
+    sdk_call: Final = cast(OcrSdkCall, litellm.ocr)
+    return sdk_call(api_base=provider_url, api_key="test-key", **case_input.as_sdk_kwargs())
+
+
+def migrate_fixture(path: Path) -> Path:
+    case: Final = read_fixture(path, OcrParityCase)
+    envelope: Final = FixtureEnvelope.model_validate_json(path.read_text(encoding="utf-8"))
+    with replay_server() as provider:
+        for response in case.provider_responses:
+            provider.enqueue_response(response)
+        captured: Final = record_upstream_interactions(UpstreamEndpoint(provider.url), case.litellm_input, _invoke)
+        provider.take_requests(len(case.provider_responses))
+    interactions: Final = tuple(
+        RecordedInteraction(item.request, response)
+        for item, response in zip(captured, case.provider_responses, strict=True)
+    )
+    destination: Final = save_fixture(
+        path.parent,
+        case.litellm_input,
+        case,
+        interactions,
+        recorded_at=envelope.recorded_at,
+        request_source="python_replay",
+    )
+    read_fixture(destination, OcrParityCase)
+    path.unlink()
+    return destination
+
+
+def main() -> None:
+    parser: Final = argparse.ArgumentParser()
+    parser.add_argument("--fixture-dir", type=Path, default=configured_fixture_directory())
+    args: Final = parser.parse_args()
+    directory: Final = cast(Path, args.fixture_dir)
+    use_litellm_rust(False, ocr=None, aocr=None)
+    paths: Final = tuple(sorted(directory.rglob("*.json")))
+    for path in paths:
+        print(f"Migrated {path.name} to {migrate_fixture(path).name}")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/mistral.py b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/mistral.py
new file mode 100644
index 00000000000..0bdf18b3f76
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/mistral.py
@@ -0,0 +1,259 @@
+from __future__ import annotations
+
+from collections.abc import Mapping
+from typing import Final, Literal, cast
+
+from hypothesis import strategies as st
+from hypothesis.strategies import SearchStrategy
+from pydantic import model_validator
+from typing_extensions import Self
+
+from ......shared.parity.fixtures.recording import UpstreamEndpoint
+from .base import (
+    JsonSchemaResponseFormat,
+    OcrDocument,
+    OcrSdkInputBase,
+)
+from .common import (
+    OcrFixtureClient,
+    OcrRecordingTarget,
+    annotation_format,
+    document_transport_strategy,
+    invoke_with_api_key,
+    pdf_document,
+)
+
+MistralModel = Literal[
+    "mistral/mistral-ocr-3",
+    "mistral/mistral-ocr-3-0",
+    "mistral/mistral-ocr-2512",
+    "mistral/mistral-ocr-4-0",
+    "mistral/mistral-ocr-4-1",
+    "mistral/mistral-ocr-4",
+    "mistral/mistral-ocr-latest",
+    "mistral-ocr-3",
+    "mistral-ocr-3-0",
+    "mistral-ocr-2512",
+    "mistral-ocr-4-0",
+    "mistral-ocr-4-1",
+    "mistral-ocr-4",
+    "mistral-ocr-latest",
+]
+MistralFixtureModel = MistralModel | Literal["mistral/invalid-ocr-model-for-parity"]
+
+MISTRAL_MODELS: Final[tuple[MistralModel, ...]] = (
+    "mistral/mistral-ocr-3",
+    "mistral/mistral-ocr-3-0",
+    "mistral/mistral-ocr-2512",
+    "mistral/mistral-ocr-4",
+    "mistral/mistral-ocr-4-0",
+    "mistral/mistral-ocr-4-1",
+    "mistral/mistral-ocr-latest",
+)
+
+
+class MistralCompatibleOcrSdkInput(OcrSdkInputBase):
+    document: OcrDocument
+    pages: str | list[int] | None = None
+    include_image_base64: bool | None = None
+    image_limit: int | None = None
+    image_min_size: int | None = None
+    bbox_annotation_format: JsonSchemaResponseFormat | None = None
+    document_annotation_format: JsonSchemaResponseFormat | None = None
+    document_annotation_prompt: str | None = None
+    extract_header: bool = False
+    extract_footer: bool = False
+    table_format: Literal["markdown", "html"] | None = None
+    confidence_scores_granularity: Literal["page", "word", "block"] | None = None
+    include_blocks: bool = True
+    id: str | None = None
+
+    @model_validator(mode="after")
+    def validate_annotation_prompt(self) -> Self:
+        if self.document_annotation_prompt is not None and self.document_annotation_format is None:
+            raise ValueError("document_annotation_prompt requires document_annotation_format")
+        return self
+
+
+class MistralOcrSdkInput(MistralCompatibleOcrSdkInput):
+    contract: Literal["mistral"] = "mistral"
+    model: MistralFixtureModel
+    custom_llm_provider: Literal["mistral"] | None = None
+
+    @model_validator(mode="after")
+    def validate_provider_routing(self) -> Self:
+        if not self.model.startswith("mistral/") and self.custom_llm_provider != "mistral":
+            raise ValueError("unqualified Mistral models require custom_llm_provider='mistral'")
+        return self
+
+
+MISTRAL_MODEL: Final[MistralModel] = "mistral/mistral-ocr-latest"
+MISTRAL_PROVIDER_REJECTED_INPUTS: Final[tuple[MistralOcrSdkInput, ...]] = (
+    MistralOcrSdkInput(
+        model="mistral/invalid-ocr-model-for-parity",
+        document=pdf_document(),
+    ),
+)
+MistralFeatureLevel = Literal["2505", "2512", "4"]
+_MISTRAL_4_MODELS: Final = frozenset(
+    {
+        "mistral/mistral-ocr-4",
+        "mistral/mistral-ocr-4-0",
+        "mistral/mistral-ocr-4-1",
+        "mistral/mistral-ocr-latest",
+    }
+)
+_MISTRAL_2512_MODELS: Final = frozenset(
+    {*_MISTRAL_4_MODELS, "mistral/mistral-ocr-2512", "mistral/mistral-ocr-3", "mistral/mistral-ocr-3-0"}
+)
+
+
+def _feature_level(model: str) -> MistralFeatureLevel:
+    if model in _MISTRAL_4_MODELS:
+        return "4"
+    if model in _MISTRAL_2512_MODELS:
+        return "2512"
+    return "2505"
+
+
+def _optional_param_strategies(
+    *,
+    include_document_annotation_prompt: bool = True,
+) -> tuple[
+    tuple[SearchStrategy[dict[str, object]], ...],
+    tuple[SearchStrategy[dict[str, object]], ...],
+    tuple[SearchStrategy[dict[str, object]], ...],
+]:
+    annotation: Final = annotation_format("document_title")
+    common: Final[tuple[SearchStrategy[dict[str, object]], ...]] = (
+        st.sampled_from(((0,), (0, 1))).map(list).map(lambda value: {"pages": value}),
+        st.sampled_from((False, True)).map(lambda value: {"include_image_base64": value}),
+        st.just({"image_limit": 1}),
+        st.just({"image_min_size": 300}),
+        st.just({"bbox_annotation_format": annotation_format("bounding_boxes")}),
+        st.just({"document_annotation_format": annotation}),
+        *(
+            (
+                st.just(
+                    {
+                        "document_annotation_format": annotation,
+                        "document_annotation_prompt": "Extract the visible title",
+                    }
+                ),
+            )
+            if include_document_annotation_prompt
+            else ()
+        ),
+        st.sampled_from(("page", "word")).map(lambda value: {"confidence_scores_granularity": value}),
+    )
+    feature_2512: Final[tuple[SearchStrategy[dict[str, object]], ...]] = (
+        st.sampled_from((False, True)).map(lambda value: {"extract_header": value}),
+        st.sampled_from((False, True)).map(lambda value: {"extract_footer": value}),
+        st.sampled_from(("markdown", "html")).map(lambda value: {"table_format": value}),
+    )
+    feature_4: Final[tuple[SearchStrategy[dict[str, object]], ...]] = (
+        st.just({"pages": "0-2"}),
+        st.sampled_from((False, True)).map(lambda value: {"include_blocks": value}),
+        st.just({"include_blocks": True, "confidence_scores_granularity": "block"}),
+    )
+    return common, feature_2512, feature_4
+
+
+def mistral_optional_params_strategy(
+    feature_level: MistralFeatureLevel,
+    *,
+    include_document_annotation_prompt: bool = True,
+) -> SearchStrategy[dict[str, object]]:
+    common, feature_2512, feature_4 = _optional_param_strategies(
+        include_document_annotation_prompt=include_document_annotation_prompt
+    )
+    return st.one_of(
+        *common,
+        *(feature_2512 if feature_level in {"2512", "4"} else ()),
+        *(feature_4 if feature_level == "4" else ()),
+    )
+
+
+def _mistral_input_values(
+    document: OcrDocument,
+    optional_params: dict[str, object] | None = None,
+) -> dict[str, object]:
+    return {"document": document, **(optional_params or {})}
+
+
+def _mistral_input(
+    model: str,
+    document: OcrDocument,
+    optional_params: dict[str, object] | None = None,
+) -> MistralOcrSdkInput:
+    return MistralOcrSdkInput.model_validate({"model": model, **_mistral_input_values(document, optional_params)})
+
+
+def mistral_input_values_strategy(
+    feature_level: MistralFeatureLevel,
+    inline_image_data_uri: str,
+    *,
+    include_document_annotation_prompt: bool = True,
+) -> SearchStrategy[dict[str, object]]:
+    option_document: Final = pdf_document()
+    return st.one_of(
+        document_transport_strategy(inline_image_data_uri).map(_mistral_input_values),
+        mistral_optional_params_strategy(
+            feature_level,
+            include_document_annotation_prompt=include_document_annotation_prompt,
+        ).map(lambda optional_params: _mistral_input_values(option_document, optional_params)),
+    )
+
+
+def mistral_input_strategy(
+    model: str,
+    inline_image_data_uri: str,
+    feature_level: MistralFeatureLevel | None = None,
+) -> SearchStrategy[MistralOcrSdkInput]:
+    return mistral_input_values_strategy(feature_level or _feature_level(model), inline_image_data_uri).map(
+        lambda values: MistralOcrSdkInput.model_validate({"model": model, **values})
+    )
+
+
+def _mistral_recording_strategy(inline_image_data_uri: str) -> SearchStrategy[MistralOcrSdkInput]:
+    document: Final = pdf_document()
+    baseline_models: Final = tuple(model for model in MISTRAL_MODELS if model != MISTRAL_MODEL)
+    common, feature_2512, feature_4 = _optional_param_strategies()
+    common_options: Final[SearchStrategy[dict[str, object]]] = st.one_of(*common)
+    feature_2512_options: Final[SearchStrategy[dict[str, object]]] = st.one_of(*feature_2512)
+    feature_4_options: Final[SearchStrategy[dict[str, object]]] = st.one_of(*feature_4)
+    return st.one_of(
+        st.sampled_from(baseline_models).map(lambda model: _mistral_input(model, document)),
+        document_transport_strategy(inline_image_data_uri).map(
+            lambda selected_document: _mistral_input(MISTRAL_MODEL, selected_document)
+        ),
+        common_options.map(lambda optional_params: _mistral_input(MISTRAL_MODEL, document, optional_params)),
+        feature_2512_options.map(
+            lambda optional_params: _mistral_input("mistral/mistral-ocr-2512", document, optional_params)
+        ),
+        feature_4_options.map(
+            lambda optional_params: _mistral_input("mistral/mistral-ocr-4-1", document, optional_params)
+        ),
+    )
+
+
+def mistral_recording_targets(
+    environ: Mapping[str, str], client: OcrFixtureClient, inline_image_data_uri: str
+) -> tuple[OcrRecordingTarget, ...]:
+    api_key: Final = environ.get("MISTRAL_API_KEY")
+    if not api_key:
+        return ()
+    configured: Final = environ.get("MISTRAL_API_BASE", "https://api.mistral.ai").rstrip("/")
+    base_url: Final = configured.removesuffix("/v1")
+    return (
+        OcrRecordingTarget(
+            name="mistral-ocr",
+            upstream=UpstreamEndpoint(base_url=base_url),
+            strategy=cast(
+                SearchStrategy[OcrSdkInputBase],
+                _mistral_recording_strategy(inline_image_data_uri),
+            ),
+            invocation=invoke_with_api_key(client, api_key),
+            required_inputs=MISTRAL_PROVIDER_REJECTED_INPUTS,
+        ),
+    )
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/models.py b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/models.py
new file mode 100644
index 00000000000..bd0e9736245
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/models.py
@@ -0,0 +1,71 @@
+from __future__ import annotations
+
+from collections.abc import Mapping
+from typing import Annotated, Final, cast
+
+from pydantic import Field, model_validator
+
+from ......shared.parity.fixture_models import ParityCase
+from .azure import (
+    AzureDocumentIntelligenceOcrSdkInput,
+    AzureMistralOcrSdkInput,
+)
+from .mistral import MistralOcrSdkInput
+from .reducto import ReductoParseLegacySdkInput, ReductoParseV3SdkInput
+from .vertex import VertexDeepSeekOcrSdkInput, VertexMistralOcrSdkInput
+
+__all__ = ("OcrParityCase", "OcrSdkInput")
+
+
+OcrSdkInput = Annotated[
+    MistralOcrSdkInput
+    | AzureMistralOcrSdkInput
+    | VertexMistralOcrSdkInput
+    | AzureDocumentIntelligenceOcrSdkInput
+    | VertexDeepSeekOcrSdkInput
+    | ReductoParseV3SdkInput
+    | ReductoParseLegacySdkInput,
+    Field(discriminator="contract"),
+]
+
+
+class OcrParityCase(ParityCase[OcrSdkInput]):
+    @model_validator(mode="before")
+    @classmethod
+    def load_legacy_contract(cls, value: object) -> object:
+        if not isinstance(value, Mapping):
+            return value
+        fixture: Final = cast(Mapping[str, object], value)
+        litellm_input: Final = fixture.get("litellm_input")
+        if not isinstance(litellm_input, Mapping) or "contract" in litellm_input:
+            return fixture
+        legacy_input: Final = cast(Mapping[str, object], litellm_input)
+        legacy_contract: Final = legacy_input.get("boundary")
+        if isinstance(legacy_contract, str):
+            return {
+                **fixture,
+                "litellm_input": {
+                    "contract": legacy_contract,
+                    **{key: item for key, item in legacy_input.items() if key != "boundary"},
+                },
+            }
+        model: Final = legacy_input.get("model")
+        if not isinstance(model, str):
+            return fixture
+        return {**fixture, "litellm_input": {"contract": _legacy_contract(model), **legacy_input}}
+
+
+def _legacy_contract(model: str) -> str:
+    if model.startswith("azure_ai/doc-intelligence/"):
+        return "azure_document_intelligence"
+    if model.startswith("azure_ai/"):
+        return "azure_mistral"
+    if model.startswith("vertex_ai/deepseek"):
+        return "vertex_deepseek"
+    if model.startswith("vertex_ai/"):
+        return "vertex_mistral"
+    if model.endswith("parse-v3"):
+        return "reducto_v3"
+    if model.endswith("parse-legacy"):
+        return "reducto_legacy"
+    return "mistral"
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/record.py b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/record.py
new file mode 100644
index 00000000000..4334cbb8a39
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/record.py
@@ -0,0 +1,75 @@
+from __future__ import annotations
+
+import logging
+import os
+from collections.abc import Mapping
+from typing import Final, cast
+
+from dotenv import load_dotenv
+
+import litellm
+from litellm.rust_bridge.ocr import use_litellm_rust
+from ......shared.parity.fixtures.cli import parse_recording_args
+from ......shared.parity.fixtures.media import structured_image_data_uri
+from ......shared.parity.fixtures.pipeline import record_fixtures
+from ......shared.parity.fixtures.store import fixture_directory
+from .azure import (
+    azure_document_intelligence_recording_targets,
+    azure_mistral_recording_targets,
+)
+from .base import OcrSdkInputBase
+from .common import OcrFixtureClient, OcrRecordingTarget, OcrSdkCall
+from .config import DEFAULT_FIXTURE_DIRECTORY, FIXTURE_DIR_ENV
+from .mistral import mistral_recording_targets
+from .models import OcrParityCase
+from .reducto import reducto_recording_targets
+from .vertex import vertex_recording_targets
+
+
+class LiteLLMOcrFixtureClient:
+    def __init__(self, sdk_call: OcrSdkCall) -> None:
+        self.sdk_call: Final = sdk_call
+
+    def execute(self, api_base: str, api_key: str, case_input: OcrSdkInputBase) -> None:
+        self.sdk_call(api_base=api_base, api_key=api_key, **case_input.as_sdk_kwargs())
+
+
+def discover_targets(
+    environ: Mapping[str, str],
+    client: OcrFixtureClient,
+    inline_image_data_uri: str,
+) -> tuple[OcrRecordingTarget, ...]:
+    return (
+        *mistral_recording_targets(environ, client, inline_image_data_uri),
+        *azure_mistral_recording_targets(environ, client, inline_image_data_uri),
+        *azure_document_intelligence_recording_targets(environ, client),
+        *vertex_recording_targets(environ, client, inline_image_data_uri),
+        *reducto_recording_targets(environ, client, inline_image_data_uri),
+    )
+
+
+def require_targets(targets: tuple[OcrRecordingTarget, ...]) -> tuple[OcrRecordingTarget, ...]:
+    if targets:
+        return targets
+    raise SystemExit("No OCR fixture providers are configured. Set a supported provider API key and endpoint")
+
+
+def main() -> int:
+    logging.basicConfig(level=logging.INFO, format="%(message)s")
+    load_dotenv()
+    args: Final = parse_recording_args()
+    client: Final = LiteLLMOcrFixtureClient(cast(OcrSdkCall, litellm.ocr))
+    inline_image_data_uri: Final = structured_image_data_uri()
+    targets: Final = require_targets(discover_targets(os.environ, client, inline_image_data_uri))
+    root: Final = fixture_directory(
+        args.fixture_dir,
+        os.environ.get(FIXTURE_DIR_ENV),
+        DEFAULT_FIXTURE_DIRECTORY,
+    )
+    use_litellm_rust(False, ocr=None, aocr=None)
+    summary: Final = record_fixtures(targets, root, args.examples, args.concurrency, OcrParityCase)
+    return summary.exit_code
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/reducto.py b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/reducto.py
new file mode 100644
index 00000000000..fe8fab50518
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/reducto.py
@@ -0,0 +1,440 @@
+from __future__ import annotations
+
+import base64
+import binascii
+from collections.abc import Mapping
+from typing import Annotated, Final, Literal, cast
+
+from hypothesis import strategies as st
+from hypothesis.strategies import SearchStrategy
+from pydantic import Field, field_validator, model_validator
+from typing_extensions import Self
+
+from ......shared.parity.fixture_models import FixtureModel, JsonObject
+from ......shared.parity.fixtures.media import structured_pdf_data_uri
+from ......shared.parity.fixtures.recording import UpstreamEndpoint
+from .base import OcrSdkInputBase
+from .common import (
+    OcrFixtureClient,
+    OcrRecordingTarget,
+    image_data_document,
+    invoke_with_api_key,
+)
+
+
+def _validate_reducto_source(source: str) -> str:
+    if source.startswith("reducto://"):
+        return source
+    if not source.startswith("data:"):
+        raise ValueError("Reducto documents require a reducto:// id or base64 data URI")
+    try:
+        header, encoded = source.split(",", 1)
+    except ValueError as error:
+        raise ValueError("invalid Reducto data URI") from error
+    if ";base64" not in header:
+        raise ValueError("Reducto data URIs must be base64 encoded")
+    try:
+        base64.b64decode(encoded, validate=True)
+    except (binascii.Error, ValueError) as error:
+        raise ValueError("invalid Reducto base64 payload") from error
+    return source
+
+
+class ReductoImageUrlDocument(FixtureModel):
+    type: Literal["image_url"]
+    image_url: str
+
+    @field_validator("image_url")
+    @classmethod
+    def validate_image_url(cls, value: str) -> str:
+        return _validate_reducto_source(value)
+
+
+class ReductoDocumentUrlDocument(FixtureModel):
+    type: Literal["document_url"]
+    document_url: str
+
+    @field_validator("document_url")
+    @classmethod
+    def validate_document_url(cls, value: str) -> str:
+        return _validate_reducto_source(value)
+
+
+ReductoDocument = Annotated[
+    ReductoImageUrlDocument | ReductoDocumentUrlDocument,
+    Field(discriminator="type"),
+]
+
+ReductoTableOutputFormat = Literal["html", "json", "md", "jsonbbox", "dynamic", "csv"]
+ReductoReturnImage = Literal["figure", "table", "page"]
+ReductoFormattingInclude = Literal[
+    "change_tracking",
+    "highlight",
+    "comments",
+    "hyperlinks",
+    "signatures",
+    "ignore_watermarks",
+]
+ReductoBlockType = Literal[
+    "Header",
+    "Footer",
+    "Title",
+    "Section Header",
+    "Page Number",
+    "List Item",
+    "Figure",
+    "Table",
+    "Key Value",
+    "Text",
+    "Comment",
+    "Signature",
+]
+_REDUCTO_FILTER_BLOCK_GROUPS: Final[tuple[tuple[ReductoBlockType, ...], ...]] = (
+    (),
+    ("Header",),
+    ("Header", "Footer", "Page Number"),
+    ("Figure", "Table", "Key Value"),
+)
+_REDUCTO_RETURN_IMAGE_GROUPS: Final[tuple[tuple[ReductoReturnImage, ...], ...]] = (
+    (),
+    ("figure",),
+    ("table",),
+    ("page",),
+    ("figure", "table"),
+)
+
+
+class ReductoFormatting(FixtureModel):
+    add_page_markers: bool = False
+    table_output_format: ReductoTableOutputFormat = "dynamic"
+    merge_tables: bool = False
+    include: list[ReductoFormattingInclude] = Field(default_factory=list)
+
+    @field_validator("include")
+    @classmethod
+    def validate_unique_include(cls, value: list[ReductoFormattingInclude]) -> list[ReductoFormattingInclude]:
+        if len(value) != len(set(value)):
+            raise ValueError("formatting.include entries must be unique")
+        return value
+
+
+class ReductoChunking(FixtureModel):
+    chunk_mode: Literal["variable", "section", "page", "disabled", "block", "page_sections"] = "disabled"
+    chunk_size: int | None = None
+    chunk_overlap: int = Field(default=0, ge=0)
+
+    @model_validator(mode="after")
+    def validate_chunking(self) -> Self:
+        if self.chunk_size is not None and self.chunk_size <= 0:
+            raise ValueError("chunk_size must be positive")
+        if self.chunk_size is not None and self.chunk_overlap >= self.chunk_size:
+            raise ValueError("chunk_overlap must be less than chunk_size")
+        return self
+
+
+class ReductoRetrieval(FixtureModel):
+    chunking: ReductoChunking = Field(default_factory=ReductoChunking)
+    filter_blocks: list[ReductoBlockType] = Field(default_factory=list)
+    embedding_optimized: bool = False
+
+    @field_validator("filter_blocks")
+    @classmethod
+    def validate_unique_blocks(cls, value: list[ReductoBlockType]) -> list[ReductoBlockType]:
+        if len(value) != len(set(value)):
+            raise ValueError("retrieval.filter_blocks entries must be unique")
+        return value
+
+
+class ReductoPageRange(FixtureModel):
+    start: int | None = Field(default=None, ge=1)
+    end: int | None = Field(default=None, ge=1)
+
+    @model_validator(mode="after")
+    def validate_range(self) -> Self:
+        if self.start is not None and self.end is not None and self.end < self.start:
+            raise ValueError("page range end must be greater than or equal to start")
+        return self
+
+
+class ReductoTenantThrottling(FixtureModel):
+    tenant_id: str = Field(min_length=1, max_length=256)
+    max_share: float = Field(default=0.5, gt=0, le=1)
+
+
+class ReductoHybridVpcSettings(FixtureModel):
+    environment: str | None = None
+
+
+ReductoPageSelection = ReductoPageRange | list[ReductoPageRange] | list[int] | list[str]
+ReductoV3Model = Literal["reducto/parse-v3", "parse-v3"]
+ReductoLegacyModel = Literal["reducto/parse-legacy", "parse-legacy"]
+_ReductoV3Route = Literal["qualified", "image", "unqualified"]
+_ReductoLegacyRoute = Literal["qualified", "unqualified"]
+
+REDUCTO_V3_MODELS: Final[tuple[Literal["reducto/parse-v3"], ...]] = ("reducto/parse-v3",)
+REDUCTO_LEGACY_MODELS: Final[tuple[Literal["reducto/parse-legacy"], ...]] = ("reducto/parse-legacy",)
+
+
+class ReductoSettings(FixtureModel):
+    model: Literal["r-1"] | None = None
+    ocr_system: Literal["standard", "legacy"] = "standard"
+    extraction_mode: Literal["ocr", "hybrid", "metadata"] = "hybrid"
+    force_url_result: bool = False
+    force_file_extension: str | None = None
+    return_ocr_data: bool = False
+    return_images: list[ReductoReturnImage] = Field(default_factory=list)
+    embed_pdf_metadata: bool = False
+    embed_pdf_metadata_dpi: int = Field(default=100, ge=50, le=250)
+    persist_results: bool = False
+    tenant_throttling: ReductoTenantThrottling | None = None
+    timeout: float | None = Field(default=None, gt=0)
+    page_range: ReductoPageSelection | None = None
+    document_password: str | None = None
+    hybrid_vpc: ReductoHybridVpcSettings = Field(default_factory=ReductoHybridVpcSettings)
+
+    @field_validator("return_images")
+    @classmethod
+    def validate_unique_images(cls, value: list[ReductoReturnImage]) -> list[ReductoReturnImage]:
+        if len(value) != len(set(value)):
+            raise ValueError("settings.return_images entries must be unique")
+        return value
+
+
+class ReductoParseV3SdkInput(OcrSdkInputBase):
+    contract: Literal["reducto_v3"] = "reducto_v3"
+    model: ReductoV3Model
+    document: ReductoDocument
+    custom_llm_provider: Literal["reducto"] | None = None
+    formatting: ReductoFormatting = Field(default_factory=ReductoFormatting)
+    retrieval: ReductoRetrieval = Field(default_factory=ReductoRetrieval)
+    settings: ReductoSettings = Field(default_factory=ReductoSettings)
+
+    @model_validator(mode="after")
+    def validate_provider_routing(self) -> Self:
+        if self.model == "parse-v3" and self.custom_llm_provider != "reducto":
+            raise ValueError("unqualified Reducto models require custom_llm_provider='reducto'")
+        return self
+
+
+class ReductoParseLegacySdkInput(OcrSdkInputBase):
+    contract: Literal["reducto_legacy"] = "reducto_legacy"
+    model: ReductoLegacyModel
+    document: ReductoDocument
+    custom_llm_provider: Literal["reducto"] | None = None
+    enhance: JsonObject | None = None
+
+    @model_validator(mode="after")
+    def validate_provider_routing(self) -> Self:
+        if self.model == "parse-legacy" and self.custom_llm_provider != "reducto":
+            raise ValueError("unqualified Reducto models require custom_llm_provider='reducto'")
+        return self
+
+
+_REDUCTO_PROVIDER_REJECTED_DOCUMENT: Final = ReductoDocumentUrlDocument(
+    type="document_url",
+    document_url="reducto://invalid-document-for-parity",
+)
+REDUCTO_V3_PROVIDER_REJECTED_INPUTS: Final[tuple[ReductoParseV3SdkInput, ...]] = (
+    ReductoParseV3SdkInput(
+        model="reducto/parse-v3",
+        document=_REDUCTO_PROVIDER_REJECTED_DOCUMENT,
+    ),
+)
+REDUCTO_LEGACY_PROVIDER_REJECTED_INPUTS: Final[tuple[ReductoParseLegacySdkInput, ...]] = (
+    ReductoParseLegacySdkInput(
+        model="reducto/parse-legacy",
+        document=_REDUCTO_PROVIDER_REJECTED_DOCUMENT,
+    ),
+)
+
+
+_REDUCTO_API_BASE: Final = "https://platform.reducto.ai"
+
+
+def _formatting_strategy() -> SearchStrategy[ReductoFormatting]:
+    values: Final = st.one_of(
+        st.sampled_from(("dynamic", "html", "md", "json", "csv", "jsonbbox")).map(
+            lambda value: {"table_output_format": value}
+        ),
+        st.sampled_from((False, True)).map(lambda value: {"add_page_markers": value}),
+        st.sampled_from((False, True)).map(lambda value: {"merge_tables": value}),
+        st.sampled_from(
+            (
+                (),
+                ("hyperlinks",),
+                ("change_tracking", "highlight", "comments"),
+                ("signatures", "ignore_watermarks"),
+            )
+        )
+        .map(list)
+        .map(lambda value: {"include": value}),
+    )
+    return values.map(ReductoFormatting.model_validate)
+
+
+def _chunking_strategy() -> SearchStrategy[ReductoChunking]:
+    return st.one_of(
+        st.sampled_from(("disabled", "section", "page", "block", "page_sections")).map(
+            lambda mode: ReductoChunking(chunk_mode=mode)
+        ),
+        st.just(ReductoChunking(chunk_mode="variable")),
+        st.sampled_from((250, 1000, 1500)).map(lambda size: ReductoChunking(chunk_mode="variable", chunk_size=size)),
+        st.sampled_from((32, 128)).map(
+            lambda overlap: ReductoChunking(chunk_mode="variable", chunk_size=1000, chunk_overlap=overlap)
+        ),
+    )
+
+
+def _retrieval_strategy() -> SearchStrategy[ReductoRetrieval]:
+    filter_blocks: Final = cast(
+        SearchStrategy[list[ReductoBlockType]],
+        st.sampled_from(_REDUCTO_FILTER_BLOCK_GROUPS).map(list),
+    )
+    return st.one_of(
+        _chunking_strategy().map(lambda chunking: ReductoRetrieval(chunking=chunking)),
+        filter_blocks.map(lambda selected_blocks: ReductoRetrieval(filter_blocks=selected_blocks)),
+        st.sampled_from((False, True)).map(
+            lambda optimized: ReductoRetrieval(
+                chunking=ReductoChunking(chunk_mode="variable"),
+                embedding_optimized=optimized,
+            )
+        ),
+    )
+
+
+def _settings_strategy() -> SearchStrategy[ReductoSettings]:
+    # force_url_result stays model-compatible but is not recorded until the
+    # response transform follows and downloads result.url.
+    return_images: Final[SearchStrategy[list[ReductoReturnImage]]] = st.sampled_from(_REDUCTO_RETURN_IMAGE_GROUPS).map(
+        list
+    )
+    page_ranges: Final = st.one_of(
+        st.just(ReductoPageRange(start=1, end=1)),
+        st.just(ReductoPageRange(start=1, end=3)),
+        st.sampled_from(
+            (
+                (
+                    ReductoPageRange(start=1, end=2),
+                    ReductoPageRange(start=4, end=5),
+                ),
+            )
+        ).map(list),
+    )
+    return st.one_of(
+        st.just(ReductoSettings(model="r-1")),
+        st.sampled_from(("standard", "legacy")).map(lambda value: ReductoSettings(ocr_system=value)),
+        st.sampled_from(("hybrid", "ocr", "metadata")).map(lambda value: ReductoSettings(extraction_mode=value)),
+        st.just(ReductoSettings(return_ocr_data=True)),
+        return_images.map(lambda selected_images: ReductoSettings(return_images=selected_images)),
+        st.just(ReductoSettings(embed_pdf_metadata=True)),
+        st.sampled_from((50, 100, 250)).map(
+            lambda dpi: ReductoSettings(embed_pdf_metadata=True, embed_pdf_metadata_dpi=dpi)
+        ),
+        st.just(ReductoSettings(timeout=300.0)),
+        page_ranges.map(lambda page_range: ReductoSettings(page_range=page_range)),
+    )
+
+
+def _reducto_v3_baseline(
+    route: _ReductoV3Route,
+    document: ReductoDocument,
+    inline_image_data_uri: str,
+) -> ReductoParseV3SdkInput:
+    if route == "image":
+        inline_image: Final = ReductoImageUrlDocument.model_validate(
+            image_data_document(inline_image_data_uri).model_dump(mode="json")
+        )
+        return ReductoParseV3SdkInput(model="reducto/parse-v3", document=inline_image)
+    if route == "unqualified":
+        return ReductoParseV3SdkInput(
+            model="parse-v3",
+            custom_llm_provider="reducto",
+            document=document,
+        )
+    return ReductoParseV3SdkInput(model="reducto/parse-v3", document=document)
+
+
+def reducto_v3_input_strategy(
+    inline_image_data_uri: str,
+    document: ReductoDocument | None = None,
+) -> SearchStrategy[ReductoParseV3SdkInput]:
+    selected_document: Final = document or ReductoDocumentUrlDocument(
+        type="document_url", document_url="reducto://fixture-document.pdf"
+    )
+    baseline_routes: Final[tuple[_ReductoV3Route, ...]] = ("qualified", "image", "unqualified")
+    return st.one_of(
+        st.sampled_from(baseline_routes).map(
+            lambda route: _reducto_v3_baseline(route, selected_document, inline_image_data_uri)
+        ),
+        _formatting_strategy().map(
+            lambda formatting: ReductoParseV3SdkInput(
+                model="reducto/parse-v3",
+                document=selected_document,
+                formatting=formatting,
+            )
+        ),
+        _retrieval_strategy().map(
+            lambda retrieval: ReductoParseV3SdkInput(
+                model="reducto/parse-v3",
+                document=selected_document,
+                retrieval=retrieval,
+            )
+        ),
+        _settings_strategy().map(
+            lambda settings: ReductoParseV3SdkInput(
+                model="reducto/parse-v3",
+                document=selected_document,
+                settings=settings,
+            )
+        ),
+    )
+
+
+def _reducto_legacy_input(
+    route: _ReductoLegacyRoute,
+    document: ReductoDocument,
+) -> ReductoParseLegacySdkInput:
+    if route == "unqualified":
+        return ReductoParseLegacySdkInput(
+            model="parse-legacy",
+            custom_llm_provider="reducto",
+            document=document,
+        )
+    return ReductoParseLegacySdkInput(model="reducto/parse-legacy", document=document)
+
+
+def reducto_legacy_input_strategy(
+    document: ReductoDocument | None = None,
+) -> SearchStrategy[ReductoParseLegacySdkInput]:
+    selected_document: Final = document or ReductoDocumentUrlDocument(
+        type="document_url", document_url="reducto://fixture-document.pdf"
+    )
+    routes: Final[tuple[_ReductoLegacyRoute, ...]] = ("qualified", "unqualified")
+    return st.sampled_from(routes).map(lambda route: _reducto_legacy_input(route, selected_document))
+
+
+def reducto_recording_targets(
+    environ: Mapping[str, str], client: OcrFixtureClient, inline_image_data_uri: str
+) -> tuple[OcrRecordingTarget, ...]:
+    api_key: Final = environ.get("REDUCTO_API_KEY")
+    if not api_key:
+        return ()
+    base_url: Final = environ.get("REDUCTO_API_BASE", _REDUCTO_API_BASE).rstrip("/")
+    document: Final = ReductoDocumentUrlDocument(type="document_url", document_url=structured_pdf_data_uri())
+    invocation: Final = invoke_with_api_key(client, api_key)
+    return (
+        OcrRecordingTarget(
+            name="reducto-v3",
+            upstream=UpstreamEndpoint(base_url=base_url),
+            strategy=cast(SearchStrategy[OcrSdkInputBase], reducto_v3_input_strategy(inline_image_data_uri, document)),
+            invocation=invocation,
+            required_inputs=REDUCTO_V3_PROVIDER_REJECTED_INPUTS,
+        ),
+        OcrRecordingTarget(
+            name="reducto-legacy",
+            upstream=UpstreamEndpoint(base_url=base_url),
+            strategy=cast(SearchStrategy[OcrSdkInputBase], reducto_legacy_input_strategy(document)),
+            invocation=invocation,
+            required_inputs=REDUCTO_LEGACY_PROVIDER_REJECTED_INPUTS,
+        ),
+    )
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/vertex.py b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/vertex.py
new file mode 100644
index 00000000000..ced0b0f2481
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/vertex.py
@@ -0,0 +1,148 @@
+from __future__ import annotations
+
+from collections.abc import Mapping
+from typing import Final, Literal, cast
+
+from hypothesis import strategies as st
+from hypothesis.strategies import DrawFn, SearchStrategy
+
+from ......shared.parity.fixtures.recording import UpstreamEndpoint
+from .base import OcrDocument, OcrSdkInputBase
+from .common import (
+    OcrFixtureClient,
+    OcrRecordingTarget,
+    image_data_document,
+    invoke_with_api_key,
+)
+from .mistral import (
+    MistralCompatibleOcrSdkInput,
+    mistral_input_values_strategy,
+)
+
+VertexMistralModel = Literal["vertex_ai/mistral-ocr-2505"]
+VertexDeepSeekModel = Literal["vertex_ai/deepseek-ai/deepseek-ocr-maas"]
+VertexMistralFixtureModel = VertexMistralModel | Literal["vertex_ai/invalid-ocr-model-for-parity"]
+VertexDeepSeekFixtureModel = VertexDeepSeekModel | Literal["vertex_ai/deepseek-ai/invalid-ocr-model-for-parity"]
+
+VERTEX_MISTRAL_MODELS: Final[tuple[VertexMistralModel, ...]] = ("vertex_ai/mistral-ocr-2505",)
+VERTEX_DEEPSEEK_MODELS: Final[tuple[VertexDeepSeekModel, ...]] = ("vertex_ai/deepseek-ai/deepseek-ocr-maas",)
+
+
+class VertexMistralOcrSdkInput(MistralCompatibleOcrSdkInput):
+    contract: Literal["vertex_mistral"] = "vertex_mistral"
+    model: VertexMistralFixtureModel = "vertex_ai/mistral-ocr-2505"
+    custom_llm_provider: Literal["vertex_ai"] | None = None
+    vertex_project: str
+    vertex_location: str = "us-central1"
+
+
+class VertexDeepSeekOcrSdkInput(OcrSdkInputBase):
+    contract: Literal["vertex_deepseek"] = "vertex_deepseek"
+    model: VertexDeepSeekFixtureModel = "vertex_ai/deepseek-ai/deepseek-ocr-maas"
+    document: OcrDocument
+    custom_llm_provider: Literal["vertex_ai"] | None = None
+    vertex_project: str
+    vertex_location: str = "us-central1"
+
+
+def vertex_mistral_provider_rejected_inputs(
+    project: str,
+    location: str,
+    inline_image_data_uri: str,
+) -> tuple[VertexMistralOcrSdkInput, ...]:
+    return (
+        VertexMistralOcrSdkInput(
+            model="vertex_ai/invalid-ocr-model-for-parity",
+            document=image_data_document(inline_image_data_uri),
+            vertex_project=project,
+            vertex_location=location,
+        ),
+    )
+
+
+def vertex_deepseek_provider_rejected_inputs(
+    project: str,
+    location: str,
+    inline_image_data_uri: str,
+) -> tuple[VertexDeepSeekOcrSdkInput, ...]:
+    return (
+        VertexDeepSeekOcrSdkInput(
+            model="vertex_ai/deepseek-ai/invalid-ocr-model-for-parity",
+            document=image_data_document(inline_image_data_uri),
+            vertex_project=project,
+            vertex_location=location,
+        ),
+    )
+
+
+def _as_vertex_mistral(
+    values: dict[str, object],
+    project: str,
+    location: str,
+    model: VertexMistralModel,
+) -> VertexMistralOcrSdkInput:
+    return VertexMistralOcrSdkInput.model_validate(
+        {**values, "model": model, "vertex_project": project, "vertex_location": location}
+    )
+
+
+def vertex_mistral_input_strategy(
+    project: str,
+    location: str,
+    inline_image_data_uri: str,
+) -> SearchStrategy[VertexMistralOcrSdkInput]:
+    return st.builds(
+        _as_vertex_mistral,
+        project=st.just(project),
+        location=st.just(location),
+        model=st.sampled_from(VERTEX_MISTRAL_MODELS),
+        values=mistral_input_values_strategy("2505", inline_image_data_uri),
+    )
+
+
+@st.composite
+def vertex_deepseek_input_strategy(
+    draw: DrawFn, project: str, location: str, inline_image_data_uri: str
+) -> VertexDeepSeekOcrSdkInput:
+    return VertexDeepSeekOcrSdkInput.model_validate(
+        {
+            "model": draw(st.sampled_from(VERTEX_DEEPSEEK_MODELS)),
+            "document": image_data_document(inline_image_data_uri),
+            "vertex_project": project,
+            "vertex_location": location,
+        }
+    )
+
+
+def vertex_recording_targets(
+    environ: Mapping[str, str], client: OcrFixtureClient, inline_image_data_uri: str
+) -> tuple[OcrRecordingTarget, ...]:
+    api_key: Final = environ.get("VERTEX_AI_API_KEY")
+    project: Final = environ.get("VERTEXAI_PROJECT") or environ.get("VERTEX_PROJECT")
+    location: Final = environ.get("VERTEXAI_LOCATION") or environ.get("VERTEX_LOCATION") or "us-central1"
+    if not api_key or not project:
+        return ()
+    base_url: Final = environ.get("VERTEX_AI_API_BASE") or f"https://{location}-aiplatform.googleapis.com"
+    invocation: Final = invoke_with_api_key(client, api_key)
+    return (
+        OcrRecordingTarget(
+            name="vertex-mistral",
+            upstream=UpstreamEndpoint(base_url=base_url.rstrip("/")),
+            strategy=cast(
+                SearchStrategy[OcrSdkInputBase],
+                vertex_mistral_input_strategy(project, location, inline_image_data_uri),
+            ),
+            invocation=invocation,
+            required_inputs=vertex_mistral_provider_rejected_inputs(project, location, inline_image_data_uri),
+        ),
+        OcrRecordingTarget(
+            name="vertex-deepseek",
+            upstream=UpstreamEndpoint(base_url=base_url.rstrip("/")),
+            strategy=cast(
+                SearchStrategy[OcrSdkInputBase],
+                vertex_deepseek_input_strategy(project, location, inline_image_data_uri),
+            ),
+            invocation=invocation,
+            required_inputs=vertex_deepseek_provider_rejected_inputs(project, location, inline_image_data_uri),
+        ),
+    )
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/test_fixture_models.py b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/test_fixture_models.py
new file mode 100644
index 00000000000..42a24ad410d
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/test_fixture_models.py
@@ -0,0 +1,1388 @@
+from __future__ import annotations
+
+import base64
+from collections.abc import Callable
+from datetime import date
+from pathlib import Path
+from typing import Final, TypeVar, cast
+from unittest.mock import patch
+from urllib.parse import parse_qs, urlparse
+
+import httpx
+import pytest
+import respx
+from hypothesis import find, given, settings
+from hypothesis import strategies as st
+from hypothesis.strategies import DataObject, SearchStrategy
+from pydantic import BaseModel, ConfigDict, JsonValue, TypeAdapter, ValidationError
+
+from litellm.llms.azure_ai.ocr.document_intelligence.transformation import AzureDocumentIntelligenceOCRConfig
+from litellm.llms.azure_ai.ocr.transformation import AzureAIOCRConfig
+from litellm.llms.base_llm.ocr.transformation import (
+    BaseOCRConfig,
+    DocumentType,
+    OCRRequestData,
+)
+from litellm.llms.mistral.ocr.transformation import MistralOCRConfig
+from litellm.llms.reducto.ocr.transformation import ReductoParseLegacyConfig, ReductoParseV3Config
+from litellm.llms.vertex_ai.ocr.deepseek_transformation import VertexAIDeepSeekOCRConfig
+from litellm.llms.vertex_ai.ocr.transformation import VertexAIOCRConfig
+from .....shared.parity.fixtures.media import structured_pdf_data_uri
+from .conftest import ocr_fixture_marks
+from .fixtures.azure import (
+    AZURE_DOCUMENT_INTELLIGENCE_MODELS,
+    AZURE_DOCUMENT_INTELLIGENCE_RECORDING_MODELS,
+    AZURE_MISTRAL_MODELS,
+    AzureDocumentIntelligenceOcrSdkInput,
+    AzureMistralOcrSdkInput,
+    azure_document_intelligence_input_strategy,
+    azure_mistral_input_strategy,
+)
+from .fixtures.base import (
+    DocumentUrlDocument,
+    ImageUrlDocument,
+    ImageUrlValue,
+    JsonSchemaDefinition,
+    JsonSchemaResponseFormat,
+    OcrSdkInputBase,
+)
+from .fixtures.mistral import MISTRAL_MODELS, MistralOcrSdkInput, mistral_input_strategy
+from .fixtures.models import OcrParityCase, OcrSdkInput
+from .fixtures.reducto import (
+    REDUCTO_LEGACY_MODELS,
+    REDUCTO_V3_MODELS,
+    ReductoChunking,
+    ReductoDocumentUrlDocument,
+    ReductoFormatting,
+    ReductoImageUrlDocument,
+    ReductoPageRange,
+    ReductoParseLegacySdkInput,
+    ReductoParseV3SdkInput,
+    ReductoRetrieval,
+    ReductoSettings,
+    reducto_legacy_input_strategy,
+    reducto_v3_input_strategy,
+)
+from .fixtures.vertex import (
+    VERTEX_DEEPSEEK_MODELS,
+    VERTEX_MISTRAL_MODELS,
+    VertexDeepSeekOcrSdkInput,
+    VertexMistralOcrSdkInput,
+    vertex_deepseek_input_strategy,
+    vertex_mistral_input_strategy,
+)
+
+COMMON_FIELDS: Final = frozenset(
+    {"contract", "model", "document", "custom_llm_provider", "vertex_project", "vertex_location"}
+)
+SUPPORTED_OCR_PROVIDERS: Final = frozenset({"mistral", "azure_ai", "reducto", "vertex_ai"})
+ACTIVE_OCR_MODELS: Final = frozenset(
+    (
+        *MISTRAL_MODELS,
+        *AZURE_MISTRAL_MODELS,
+        *AZURE_DOCUMENT_INTELLIGENCE_MODELS,
+        *VERTEX_MISTRAL_MODELS,
+        *VERTEX_DEEPSEEK_MODELS,
+        *REDUCTO_V3_MODELS,
+        *REDUCTO_LEGACY_MODELS,
+    )
+)
+_MISTRAL_2512_OR_NEWER: Final = frozenset(
+    {
+        "mistral/mistral-ocr-2512",
+        "mistral/mistral-ocr-3",
+        "mistral/mistral-ocr-3-0",
+        "mistral/mistral-ocr-4",
+        "mistral/mistral-ocr-4-0",
+        "mistral/mistral-ocr-4-1",
+        "mistral/mistral-ocr-latest",
+    }
+)
+_MISTRAL_4_OR_NEWER: Final = frozenset(
+    {
+        "mistral/mistral-ocr-4",
+        "mistral/mistral-ocr-4-0",
+        "mistral/mistral-ocr-4-1",
+        "mistral/mistral-ocr-latest",
+    }
+)
+_MISTRAL_OPTION_GROUPS: Final = frozenset(
+    {
+        frozenset[str](),
+        *(
+            frozenset({field})
+            for field in (
+                "pages",
+                "include_image_base64",
+                "image_limit",
+                "image_min_size",
+                "bbox_annotation_format",
+                "document_annotation_format",
+                "extract_header",
+                "extract_footer",
+                "table_format",
+                "confidence_scores_granularity",
+                "include_blocks",
+            )
+        ),
+        frozenset({"document_annotation_format", "document_annotation_prompt"}),
+        frozenset({"include_blocks", "confidence_scores_granularity"}),
+    }
+)
+_MISTRAL_2505_OPTION_GROUPS: Final = frozenset(
+    {
+        frozenset[str](),
+        *(
+            frozenset({field})
+            for field in (
+                "pages",
+                "include_image_base64",
+                "image_limit",
+                "image_min_size",
+                "bbox_annotation_format",
+                "document_annotation_format",
+                "confidence_scores_granularity",
+            )
+        ),
+        frozenset({"document_annotation_format", "document_annotation_prompt"}),
+    }
+)
+_AZURE_MISTRAL_OPTION_GROUPS: Final = _MISTRAL_2505_OPTION_GROUPS - {
+    frozenset({"document_annotation_format", "document_annotation_prompt"})
+}
+_REDUCTO_FORMATTING_INCLUDE_GROUPS: Final = (
+    (),
+    ("hyperlinks",),
+    ("change_tracking", "highlight", "comments"),
+    ("signatures", "ignore_watermarks"),
+)
+_REDUCTO_FILTER_BLOCK_GROUPS: Final = (
+    (),
+    ("Header",),
+    ("Header", "Footer", "Page Number"),
+    ("Figure", "Table", "Key Value"),
+)
+_REDUCTO_RETURN_IMAGE_GROUPS: Final = (
+    (),
+    ("figure",),
+    ("table",),
+    ("page",),
+    ("figure", "table"),
+)
+_FIND_SETTINGS: Final = settings(max_examples=2_000, deadline=None, derandomize=True, database=None)
+_FixtureInputT = TypeVar("_FixtureInputT")
+INLINE_IMAGE_DATA_URI: Final = "data:image/png;base64,dGVzdA=="
+_MapOcrParams = Callable[[dict[str, object], dict[str, object], str], dict[str, object]]
+_TransformOcrRequest = Callable[
+    [str, DocumentType, dict[str, object], dict[str, object]],
+    OCRRequestData,
+]
+_GetCompleteUrl = Callable[[str | None, str, dict[str, object]], str]
+
+
+def _transform_with_stubbed_download(
+    transform_request: _TransformOcrRequest,
+    model: str,
+    document: DocumentType,
+    mapped: dict[str, object],
+) -> OCRRequestData:
+    source_key: Final = "image_url" if document["type"] == "image_url" else "document_url"
+    source: Final = document[source_key]
+    if source.startswith("data:"):
+        return transform_request(model, document, mapped, {})
+    media_type: Final = "image/png" if document["type"] == "image_url" else "application/pdf"
+    with respx.mock(assert_all_called=False) as router:
+        router.route(method="GET").mock(
+            return_value=httpx.Response(200, content=b"\x00", headers={"content-type": media_type})
+        )
+        return transform_request(model, document, mapped, {})
+
+
+def _find_fixture(
+    strategy: SearchStrategy[_FixtureInputT],
+    predicate: Callable[[_FixtureInputT], bool],
+) -> _FixtureInputT:
+    return find(strategy, predicate, settings=_FIND_SETTINGS)
+
+
+def _document_transport(document: ImageUrlDocument | DocumentUrlDocument) -> tuple[str, str]:
+    if isinstance(document, ImageUrlDocument):
+        source: Final = document.image_url.url if isinstance(document.image_url, ImageUrlValue) else document.image_url
+        return document.type, "data" if source.startswith("data:") else "remote"
+    return document.type, "data" if document.document_url.startswith("data:") else "remote"
+
+
+def _normalized_azure_pages(pages: object) -> str:
+    if isinstance(pages, str):
+        return pages.replace(" ", "")
+    assert isinstance(pages, list)
+    raw_pages: Final = cast(list[object], pages)
+    if all(isinstance(page, int) for page in raw_pages):
+        integer_pages: Final = cast(list[int], raw_pages)
+        return ",".join(str(page + 1) for page in sorted(set(integer_pages)))
+    string_pages: Final = cast(list[str], raw_pages)
+    return ",".join(page.strip() for page in string_pages)
+
+
+def test_structured_pdf_exercises_semantic_ocr_features() -> None:
+    encoded: Final = structured_pdf_data_uri().partition(",")[2]
+    pdf: Final = base64.b64decode(encoded, validate=True)
+
+    assert pdf.startswith(b"%PDF-1.")
+    assert b"/Count 5" in pdf
+    assert pdf.count(b"/Subtype /Image") == 3
+    assert all(
+        marker in pdf
+        for marker in (
+            b"/Width 120",
+            b"/Width 320",
+            b"/Width 360",
+            b"/Subtype /Highlight",
+            b"/Subtype /Link",
+            b"/Subtype /Text",
+            b"/Title (Quarterly Operations Report)",
+        )
+    )
+    assert b"Invoice Number: INV-2048" in pdf
+    assert b"Formula: gross margin" in pdf
+    assert b"Approved by: Jordan Lee" in pdf
+
+
+class _ModelRegistryEntry(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="ignore")
+
+    mode: str | None = None
+    litellm_provider: str | None = None
+    deprecation_date: date | None = None
+
+
+MODEL_REGISTRY: Final = TypeAdapter(dict[str, dict[str, JsonValue]])
+
+
+def _provider_fields(model: type[OcrSdkInputBase]) -> set[str]:
+    return set(model.model_fields) - COMMON_FIELDS
+
+
+def _supported_params(config: BaseOCRConfig, model: str) -> set[str]:
+    get_supported_params: Final = cast(Callable[[str], list[str]], config.get_supported_ocr_params)
+    return set(get_supported_params(model))
+
+
+def _mistral_input(**params: object) -> MistralOcrSdkInput:
+    return MistralOcrSdkInput.model_validate(
+        {
+            "model": "mistral/mistral-ocr-latest",
+            "document": {"type": "image_url", "image_url": "https://example.com/image.png"},
+            **params,
+        }
+    )
+
+
+def _reducto_document() -> ReductoDocumentUrlDocument:
+    return ReductoDocumentUrlDocument(
+        type="document_url",
+        document_url="reducto://fixture-document.pdf",
+    )
+
+
+def test_fixture_catalogs_match_active_registered_ocr_models() -> None:
+    registry_path: Final = Path(__file__).resolve().parents[6] / "model_prices_and_context_window.json"
+    registry: Final = MODEL_REGISTRY.validate_json(registry_path.read_text(encoding="utf-8"))
+    active_registered: Final = frozenset(
+        model
+        for model, raw_metadata in registry.items()
+        if raw_metadata.get("mode") == "ocr" and raw_metadata.get("litellm_provider") in SUPPORTED_OCR_PROVIDERS
+        for metadata in (_ModelRegistryEntry.model_validate(raw_metadata),)
+        if metadata.deprecation_date is None or metadata.deprecation_date > date.today()
+    )
+
+    assert ACTIVE_OCR_MODELS == active_registered
+
+
+@pytest.mark.parametrize(
+    ("fixture_model", "provider_config", "model"),
+    (
+        (MistralOcrSdkInput, MistralOCRConfig(), "mistral-ocr-latest"),
+        (AzureMistralOcrSdkInput, AzureAIOCRConfig(), "mistral-document-ai-2512"),
+        (
+            AzureDocumentIntelligenceOcrSdkInput,
+            AzureDocumentIntelligenceOCRConfig(),
+            "doc-intelligence/prebuilt-layout",
+        ),
+        (VertexMistralOcrSdkInput, VertexAIOCRConfig(), "mistral-ocr-2505"),
+        (VertexDeepSeekOcrSdkInput, VertexAIDeepSeekOCRConfig(), "deepseek-ai/deepseek-ocr-maas"),
+        (ReductoParseV3SdkInput, ReductoParseV3Config(), "parse-v3"),
+        (ReductoParseLegacySdkInput, ReductoParseLegacyConfig(), "parse-legacy"),
+    ),
+)
+def test_fixture_fields_match_provider_config(
+    fixture_model: type[OcrSdkInputBase], provider_config: BaseOCRConfig, model: str
+) -> None:
+    assert _provider_fields(fixture_model) == _supported_params(provider_config, model)
+
+
+@pytest.mark.parametrize(
+    "sdk_input",
+    (
+        AzureMistralOcrSdkInput(
+            model="azure_ai/mistral-document-ai-2512",
+            document=ImageUrlDocument(type="image_url", image_url="data:image/png;base64,AA=="),
+        ),
+        VertexMistralOcrSdkInput(
+            document=ImageUrlDocument(type="image_url", image_url="data:image/png;base64,AA=="),
+            vertex_project="project-1",
+        ),
+        AzureDocumentIntelligenceOcrSdkInput(
+            model="azure_ai/doc-intelligence/prebuilt-layout",
+            document=ImageUrlDocument(type="image_url", image_url="data:image/png;base64,AA=="),
+        ),
+        VertexDeepSeekOcrSdkInput(
+            document=ImageUrlDocument(type="image_url", image_url="data:image/png;base64,AA=="),
+            vertex_project="project-1",
+        ),
+    ),
+)
+def test_provider_contract_is_explicit_but_not_forwarded(sdk_input: OcrSdkInput) -> None:
+    assert sdk_input.canonical_input()["contract"] == sdk_input.contract
+    assert "contract" not in sdk_input.as_sdk_kwargs()
+
+
+@pytest.mark.parametrize("legacy_key", ("boundary", None))
+def test_ocr_parity_case_migrates_legacy_contract_metadata(legacy_key: str | None) -> None:
+    litellm_input: Final[dict[str, object]] = {
+        "model": "mistral/mistral-ocr-latest",
+        "document": {"type": "document_url", "document_url": "https://example.com/document.pdf"},
+    }
+    if legacy_key is not None:
+        litellm_input[legacy_key] = "mistral"
+
+    fixture: Final = OcrParityCase.model_validate({"litellm_input": litellm_input, "provider_responses": ()})
+
+    assert fixture.litellm_input.contract == "mistral"
+
+
+def test_mistral_input_preserves_omission_and_explicit_boolean_values() -> None:
+    omitted: Final = _mistral_input().as_sdk_kwargs()
+    explicit: Final = _mistral_input(extract_header=False, include_blocks=True).as_sdk_kwargs()
+
+    assert "extract_header" not in omitted
+    assert "include_blocks" not in omitted
+    assert explicit["extract_header"] is False
+    assert explicit["include_blocks"] is True
+
+
+def test_mistral_input_supports_document_and_page_variants() -> None:
+    nested_image: Final = MistralOcrSdkInput(
+        model="mistral/mistral-ocr-4-1",
+        document=ImageUrlDocument(
+            type="image_url",
+            image_url=ImageUrlValue(url="https://example.com/image.png", detail="high"),
+        ),
+        pages="0,2-4",
+    )
+    named_document: Final = MistralOcrSdkInput(
+        model="mistral/mistral-ocr-2512",
+        document=DocumentUrlDocument(
+            type="document_url",
+            document_url="https://example.com/document.pdf",
+            document_name="invoice.pdf",
+        ),
+    )
+
+    assert nested_image.canonical_input()["document"] == {
+        "type": "image_url",
+        "image_url": {"url": "https://example.com/image.png", "detail": "high"},
+    }
+    assert nested_image.as_sdk_kwargs()["pages"] == "0,2-4"
+    assert named_document.canonical_input()["document"] == {
+        "type": "document_url",
+        "document_url": "https://example.com/document.pdf",
+        "document_name": "invoice.pdf",
+    }
+
+
+def test_mistral_annotation_schema_serializes_provider_alias() -> None:
+    annotation: Final = JsonSchemaResponseFormat(
+        type="json_schema",
+        json_schema=JsonSchemaDefinition(
+            name="invoice",
+            schema={"type": "object"},
+        ),
+    )
+    sdk_input: Final = _mistral_input(
+        document_annotation_format=annotation,
+        document_annotation_prompt="Extract invoice fields",
+    )
+
+    assert sdk_input.canonical_input()["document_annotation_format"] == {
+        "type": "json_schema",
+        "json_schema": {
+            "name": "invoice",
+            "schema": {"type": "object"},
+        },
+    }
+
+
+def test_mistral_annotation_prompt_requires_format() -> None:
+    with pytest.raises(ValidationError, match="requires document_annotation_format"):
+        _mistral_input(document_annotation_prompt="Extract invoice fields")
+
+
+@pytest.mark.parametrize("field", ("extract_header", "extract_footer", "include_blocks"))
+def test_mistral_nonnullable_booleans_reject_null(field: str) -> None:
+    with pytest.raises(ValidationError):
+        _mistral_input(**{field: None})
+
+
+def test_unqualified_models_require_explicit_provider() -> None:
+    with pytest.raises(ValidationError, match="custom_llm_provider='mistral'"):
+        MistralOcrSdkInput(
+            model="mistral-ocr-latest",
+            document=ImageUrlDocument(type="image_url", image_url="https://example.com/image.png"),
+        )
+    with pytest.raises(ValidationError, match="custom_llm_provider='reducto'"):
+        ReductoParseV3SdkInput(model="parse-v3", document=_reducto_document())
+
+
+@pytest.mark.parametrize("model", tuple(model.removeprefix("mistral/") for model in MISTRAL_MODELS))
+def test_unqualified_mistral_models_accept_explicit_provider(model: str) -> None:
+    sdk_input: Final = MistralOcrSdkInput.model_validate(
+        {
+            "model": model,
+            "custom_llm_provider": "mistral",
+            "document": ImageUrlDocument(type="image_url", image_url="https://example.com/image.png"),
+        }
+    )
+
+    assert sdk_input.model == model
+
+
+@pytest.mark.parametrize(
+    ("model", "model_type"),
+    (("parse-v3", ReductoParseV3SdkInput), ("parse-legacy", ReductoParseLegacySdkInput)),
+)
+def test_unqualified_reducto_models_accept_explicit_provider(
+    model: str, model_type: type[ReductoParseV3SdkInput] | type[ReductoParseLegacySdkInput]
+) -> None:
+    sdk_input: Final = model_type.model_validate(
+        {"model": model, "custom_llm_provider": "reducto", "document": _reducto_document()}
+    )
+
+    assert sdk_input.model == model
+
+
+@pytest.mark.parametrize(
+    "document",
+    (
+        {"type": "image_url", "image_url": "data:image/png;base64,AA=="},
+        {"type": "document_url", "document_url": "data:application/pdf;base64,AA=="},
+    ),
+)
+def test_vertex_deepseek_request_maps_both_document_types_to_image_content(
+    document: DocumentType,
+) -> None:
+    request: Final = VertexAIDeepSeekOCRConfig().transform_ocr_request(  # pyright: ignore[reportUnknownMemberType]
+        model="deepseek-ai/deepseek-ocr-maas",
+        document=document,
+        optional_params={},
+        headers={},
+    )
+
+    source_key: Final = "image_url" if document["type"] == "image_url" else "document_url"
+    data: Final = cast(dict[str, object], request.data)
+    messages: Final = cast(list[dict[str, object]], data["messages"])
+    content: Final = cast(list[dict[str, object]], messages[0]["content"])
+    assert content == [{"type": "image_url", "image_url": document[source_key]}]
+
+
+@pytest.mark.parametrize(
+    "sdk_input",
+    (
+        ReductoParseV3SdkInput(model="reducto/parse-v3", document=_reducto_document()),
+        ReductoParseLegacySdkInput(model="reducto/parse-legacy", document=_reducto_document()),
+    ),
+)
+def test_reducto_parity_cases_are_non_strict_xfails(
+    sdk_input: ReductoParseV3SdkInput | ReductoParseLegacySdkInput,
+) -> None:
+    marks: Final = ocr_fixture_marks(OcrParityCase(litellm_input=sdk_input, provider_responses=()))
+
+    assert len(marks) == 1
+    assert marks[0].mark.name == "xfail"
+    assert marks[0].mark.kwargs["strict"] is False
+
+
+def test_supported_parity_cases_have_no_marks() -> None:
+    sdk_input: Final = _mistral_input()
+
+    assert ocr_fixture_marks(OcrParityCase(litellm_input=sdk_input, provider_responses=())) == ()
+
+
+def test_reducto_v3_preserves_nested_provider_params() -> None:
+    sdk_input: Final = ReductoParseV3SdkInput(
+        model="reducto/parse-v3",
+        document=_reducto_document(),
+        formatting=ReductoFormatting(table_output_format="html", include=["hyperlinks"]),
+        retrieval=ReductoRetrieval(chunking=ReductoChunking(chunk_mode="variable", chunk_size=250, chunk_overlap=32)),
+        settings=ReductoSettings(embed_pdf_metadata=True, embed_pdf_metadata_dpi=250, page_range=[1, 3]),
+    )
+
+    assert sdk_input.as_sdk_kwargs()["formatting"] == {
+        "table_output_format": "html",
+        "include": ["hyperlinks"],
+    }
+    assert sdk_input.as_sdk_kwargs()["retrieval"] == {
+        "chunking": {"chunk_mode": "variable", "chunk_size": 250, "chunk_overlap": 32}
+    }
+    assert sdk_input.as_sdk_kwargs()["settings"] == {
+        "embed_pdf_metadata": True,
+        "embed_pdf_metadata_dpi": 250,
+        "page_range": [1, 3],
+    }
+
+
+def test_reducto_optional_objects_reject_explicit_null() -> None:
+    with pytest.raises(ValidationError):
+        ReductoParseV3SdkInput.model_validate(
+            {
+                "model": "reducto/parse-v3",
+                "document": _reducto_document(),
+                "formatting": None,
+            }
+        )
+
+
+@pytest.mark.parametrize(
+    "source",
+    (
+        "https://example.com/document.pdf",
+        "not-a-document",
+        "data:application/pdf,not-base64",
+        "data:application/pdf;base64,not!base64",
+    ),
+)
+def test_reducto_document_rejects_unsupported_sources(source: str) -> None:
+    with pytest.raises(ValidationError):
+        ReductoDocumentUrlDocument(type="document_url", document_url=source)
+
+
+def test_reducto_nested_constraints() -> None:
+    with pytest.raises(ValidationError, match="less than chunk_size"):
+        ReductoChunking(chunk_mode="variable", chunk_size=100, chunk_overlap=100)
+    with pytest.raises(ValidationError, match="greater than or equal to start"):
+        ReductoPageRange(start=3, end=2)
+    with pytest.raises(ValidationError):
+        ReductoSettings(embed_pdf_metadata_dpi=49)
+    with pytest.raises(ValidationError, match="must be unique"):
+        ReductoFormatting(include=["hyperlinks", "hyperlinks"])
+
+
+@settings(max_examples=100, deadline=None)
+@given(model=st.sampled_from(MISTRAL_MODELS), data=st.data())
+def test_mistral_strategy_only_generates_bounded_valid_sdk_inputs(model: str, data: DataObject) -> None:
+    sdk_input: Final = data.draw(mistral_input_strategy(model, INLINE_IMAGE_DATA_URI))
+    assert MistralOcrSdkInput.model_validate(sdk_input.canonical_input()) == sdk_input
+    optional_fields: Final = frozenset(sdk_input.model_fields_set) - {"model", "document"}
+    assert optional_fields in _MISTRAL_OPTION_GROUPS
+    if sdk_input.pages is not None:
+        assert sdk_input.pages in ([0], [0, 1], "0-2")
+    if sdk_input.image_limit is not None:
+        assert sdk_input.image_limit == 1
+    if sdk_input.image_min_size is not None:
+        assert sdk_input.image_min_size == 300
+    if sdk_input.table_format is not None:
+        assert sdk_input.table_format in {"markdown", "html"}
+    if sdk_input.confidence_scores_granularity is not None:
+        assert sdk_input.confidence_scores_granularity in {"page", "word", "block"}
+    if sdk_input.confidence_scores_granularity == "block":
+        assert sdk_input.include_blocks is True
+    if model not in _MISTRAL_2512_OR_NEWER:
+        assert optional_fields.isdisjoint({"extract_header", "extract_footer", "table_format"})
+    if model not in _MISTRAL_4_OR_NEWER:
+        assert "include_blocks" not in optional_fields
+        assert not isinstance(sdk_input.pages, str)
+    if optional_fields:
+        assert isinstance(sdk_input.document, DocumentUrlDocument)
+        assert sdk_input.document.document_url == structured_pdf_data_uri()
+
+
+@pytest.mark.parametrize(
+    "transport",
+    (
+        ("image_url", "remote"),
+        ("image_url", "data"),
+        ("document_url", "remote"),
+        ("document_url", "data"),
+    ),
+)
+def test_mistral_strategy_reaches_every_document_transform_branch(transport: tuple[str, str]) -> None:
+    sdk_input: Final = _find_fixture(
+        mistral_input_strategy("mistral/mistral-ocr-4-1", INLINE_IMAGE_DATA_URI),
+        lambda candidate: _document_transport(candidate.document) == transport,
+    )
+
+    assert _document_transport(sdk_input.document) == transport
+
+
+@settings(max_examples=100, deadline=None)
+@given(sdk_input=mistral_input_strategy("mistral/mistral-ocr-4-1", INLINE_IMAGE_DATA_URI))
+def test_mistral_strategy_values_survive_the_request_transform(sdk_input: MistralOcrSdkInput) -> None:
+    sdk_kwargs: Final = sdk_input.as_sdk_kwargs()
+    model: Final = cast(str, sdk_kwargs["model"])
+    document: Final = cast(DocumentType, sdk_kwargs["document"])
+    optional_params: Final = {name: value for name, value in sdk_kwargs.items() if name not in {"model", "document"}}
+    config: Final = MistralOCRConfig()
+    map_params: Final = cast(_MapOcrParams, config.map_ocr_params)
+    transform_request: Final = cast(_TransformOcrRequest, config.transform_ocr_request)
+    mapped: Final = map_params(optional_params, {}, model)
+    request: Final = transform_request(model, document, mapped, {})
+    request_data: Final = cast(dict[str, object], request.data)
+
+    assert mapped == optional_params
+    assert request_data == {"model": model, "document": document, **optional_params}
+
+
+@pytest.mark.parametrize(
+    ("field", "value"),
+    (
+        ("pages", [0]),
+        ("pages", [0, 1]),
+        ("pages", "0-2"),
+        ("include_image_base64", False),
+        ("include_image_base64", True),
+        ("image_limit", 1),
+        ("image_min_size", 300),
+        ("extract_header", False),
+        ("extract_header", True),
+        ("extract_footer", False),
+        ("extract_footer", True),
+        ("table_format", "markdown"),
+        ("table_format", "html"),
+        ("confidence_scores_granularity", "page"),
+        ("confidence_scores_granularity", "word"),
+        ("confidence_scores_granularity", "block"),
+        ("include_blocks", False),
+        ("include_blocks", True),
+    ),
+)
+def test_mistral_strategy_reaches_every_finite_scalar_value(field: str, value: object) -> None:
+    sdk_input: Final = _find_fixture(
+        mistral_input_strategy("mistral/mistral-ocr-4-1", INLINE_IMAGE_DATA_URI),
+        lambda candidate: field in candidate.model_fields_set and getattr(candidate, field) == value,
+    )
+
+    assert getattr(sdk_input, field) == value
+
+
+@settings(max_examples=50, deadline=None)
+@given(sdk_input=reducto_v3_input_strategy(INLINE_IMAGE_DATA_URI))
+def test_reducto_v3_strategy_only_generates_bounded_valid_sdk_inputs(sdk_input: ReductoParseV3SdkInput) -> None:
+    assert ReductoParseV3SdkInput.model_validate(sdk_input.canonical_input()) == sdk_input
+    option_groups: Final = frozenset(sdk_input.model_fields_set) & {"formatting", "retrieval", "settings"}
+    assert len(option_groups) <= 1
+    if "formatting" in option_groups:
+        formatting_fields: Final = frozenset(sdk_input.formatting.model_fields_set)
+        assert len(formatting_fields) == 1
+        if "table_output_format" in formatting_fields:
+            assert sdk_input.formatting.table_output_format in {"dynamic", "html", "md", "json", "csv", "jsonbbox"}
+        if "add_page_markers" in formatting_fields:
+            assert sdk_input.formatting.add_page_markers in {False, True}
+        if "merge_tables" in formatting_fields:
+            assert sdk_input.formatting.merge_tables in {False, True}
+        if "include" in formatting_fields:
+            assert tuple(sdk_input.formatting.include) in _REDUCTO_FORMATTING_INCLUDE_GROUPS
+    if "retrieval" in option_groups:
+        retrieval_fields: Final = frozenset(sdk_input.retrieval.model_fields_set)
+        assert retrieval_fields in {
+            frozenset({"chunking"}),
+            frozenset({"filter_blocks"}),
+            frozenset({"chunking", "embedding_optimized"}),
+        }
+        chunking: Final = sdk_input.retrieval.chunking
+        if "chunking" in retrieval_fields:
+            assert chunking.chunk_mode in {"variable", "section", "page", "disabled", "block", "page_sections"}
+            assert chunking.chunk_size in {None, 250, 1000, 1500}
+            assert chunking.chunk_overlap in {0, 32, 128}
+        if chunking.chunk_size is not None or chunking.chunk_overlap:
+            assert chunking.chunk_mode == "variable"
+        if chunking.chunk_overlap:
+            assert chunking.chunk_size == 1000
+        if "filter_blocks" in retrieval_fields:
+            assert tuple(sdk_input.retrieval.filter_blocks) in _REDUCTO_FILTER_BLOCK_GROUPS
+        if "embedding_optimized" in retrieval_fields:
+            assert chunking.chunk_mode == "variable"
+            assert chunking.chunk_size is None
+            assert chunking.chunk_overlap == 0
+            assert sdk_input.retrieval.embedding_optimized in {False, True}
+    if "settings" in option_groups:
+        settings_fields: Final = frozenset(sdk_input.settings.model_fields_set)
+        assert settings_fields in {
+            frozenset({"model"}),
+            frozenset({"ocr_system"}),
+            frozenset({"extraction_mode"}),
+            frozenset({"return_ocr_data"}),
+            frozenset({"return_images"}),
+            frozenset({"embed_pdf_metadata"}),
+            frozenset({"embed_pdf_metadata", "embed_pdf_metadata_dpi"}),
+            frozenset({"timeout"}),
+            frozenset({"page_range"}),
+        }
+        assert settings_fields.isdisjoint(
+            {
+                "force_url_result",
+                "force_file_extension",
+                "persist_results",
+                "tenant_throttling",
+                "document_password",
+                "hybrid_vpc",
+            }
+        )
+        if "model" in settings_fields:
+            assert sdk_input.settings.model == "r-1"
+        if "ocr_system" in settings_fields:
+            assert sdk_input.settings.ocr_system in {"standard", "legacy"}
+        if "extraction_mode" in settings_fields:
+            assert sdk_input.settings.extraction_mode in {"hybrid", "ocr", "metadata"}
+        if "return_ocr_data" in settings_fields:
+            assert sdk_input.settings.return_ocr_data is True
+        if "return_images" in settings_fields:
+            assert tuple(sdk_input.settings.return_images) in _REDUCTO_RETURN_IMAGE_GROUPS
+        if "embed_pdf_metadata_dpi" in settings_fields:
+            assert sdk_input.settings.embed_pdf_metadata is True
+            assert sdk_input.settings.embed_pdf_metadata_dpi in {50, 100, 250}
+        if "timeout" in settings_fields:
+            assert sdk_input.settings.timeout == 300.0
+        if sdk_input.settings.page_range is not None:
+            dumped_range: Final = cast(
+                dict[str, object], sdk_input.settings.model_dump(mode="json", exclude_unset=True)
+            )["page_range"]
+            assert dumped_range in (
+                {"start": 1, "end": 1},
+                {"start": 1, "end": 3},
+                [{"start": 1, "end": 2}, {"start": 4, "end": 5}],
+            )
+
+
+@settings(max_examples=60, deadline=None)
+@given(sdk_input=reducto_v3_input_strategy(INLINE_IMAGE_DATA_URI))
+def test_reducto_v3_strategy_values_survive_the_request_transform(sdk_input: ReductoParseV3SdkInput) -> None:
+    sdk_kwargs: Final = sdk_input.as_sdk_kwargs()
+    model: Final = cast(str, sdk_kwargs["model"])
+    document: Final = cast(DocumentType, sdk_kwargs["document"])
+    optional_params: Final = {
+        name: value for name, value in sdk_kwargs.items() if name not in {"model", "document", "custom_llm_provider"}
+    }
+    config: Final = ReductoParseV3Config()
+    map_params: Final = cast(_MapOcrParams, config.map_ocr_params)
+    transform_request: Final = cast(_TransformOcrRequest, config.transform_ocr_request)
+    mapped: Final = map_params(optional_params, {}, model)
+
+    with patch.object(config, "_ensure_file_id_sync", return_value="reducto://fixture-document.pdf"):
+        request: Final = transform_request(model, document, mapped, {})
+
+    assert mapped == optional_params
+    assert cast(dict[str, object], request.data) == {
+        "input": "reducto://fixture-document.pdf",
+        **optional_params,
+    }
+
+
+def test_reducto_v3_strategy_reaches_image_upload_branch_without_options() -> None:
+    sdk_input: Final = _find_fixture(
+        reducto_v3_input_strategy(INLINE_IMAGE_DATA_URI),
+        lambda candidate: isinstance(candidate.document, ReductoImageUrlDocument),
+    )
+
+    assert isinstance(sdk_input.document, ReductoImageUrlDocument)
+    assert sdk_input.document.image_url.startswith("data:image/")
+    assert sdk_input.model_fields_set == {"model", "document"}
+
+
+@pytest.mark.parametrize(
+    ("model", "provider"),
+    (("reducto/parse-v3", None), ("parse-v3", "reducto")),
+)
+def test_reducto_v3_strategy_reaches_every_routing_form(model: str, provider: str | None) -> None:
+    sdk_input: Final = _find_fixture(
+        reducto_v3_input_strategy(INLINE_IMAGE_DATA_URI),
+        lambda candidate: candidate.model == model and candidate.custom_llm_provider == provider,
+    )
+
+    assert sdk_input.model == model
+    assert sdk_input.custom_llm_provider == provider
+
+
+@pytest.mark.parametrize("table_format", ("dynamic", "html", "md", "json", "csv", "jsonbbox"))
+def test_reducto_v3_strategy_reaches_every_table_format(table_format: str) -> None:
+    sdk_input: Final = _find_fixture(
+        reducto_v3_input_strategy(INLINE_IMAGE_DATA_URI),
+        lambda candidate: (
+            "formatting" in candidate.model_fields_set
+            and "table_output_format" in candidate.formatting.model_fields_set
+            and candidate.formatting.table_output_format == table_format
+        ),
+    )
+
+    assert sdk_input.formatting.table_output_format == table_format
+
+
+@pytest.mark.parametrize(
+    ("field", "value"),
+    (
+        ("add_page_markers", False),
+        ("add_page_markers", True),
+        ("merge_tables", False),
+        ("merge_tables", True),
+    ),
+)
+def test_reducto_v3_strategy_reaches_every_formatting_boolean(field: str, value: bool) -> None:
+    sdk_input: Final = _find_fixture(
+        reducto_v3_input_strategy(INLINE_IMAGE_DATA_URI),
+        lambda candidate: (
+            "formatting" in candidate.model_fields_set
+            and field in candidate.formatting.model_fields_set
+            and getattr(candidate.formatting, field) is value
+        ),
+    )
+
+    assert getattr(sdk_input.formatting, field) is value
+
+
+@pytest.mark.parametrize("include", _REDUCTO_FORMATTING_INCLUDE_GROUPS)
+def test_reducto_v3_strategy_reaches_every_formatting_include(include: tuple[str, ...]) -> None:
+    sdk_input: Final = _find_fixture(
+        reducto_v3_input_strategy(INLINE_IMAGE_DATA_URI),
+        lambda candidate: (
+            "formatting" in candidate.model_fields_set
+            and "include" in candidate.formatting.model_fields_set
+            and tuple(candidate.formatting.include) == include
+        ),
+    )
+
+    assert tuple(sdk_input.formatting.include) == include
+
+
+@pytest.mark.parametrize("chunk_mode", ("variable", "section", "page", "disabled", "block", "page_sections"))
+def test_reducto_v3_strategy_reaches_every_chunk_mode(chunk_mode: str) -> None:
+    sdk_input: Final = _find_fixture(
+        reducto_v3_input_strategy(INLINE_IMAGE_DATA_URI),
+        lambda candidate: (
+            "retrieval" in candidate.model_fields_set
+            and "chunking" in candidate.retrieval.model_fields_set
+            and candidate.retrieval.chunking.chunk_mode == chunk_mode
+        ),
+    )
+
+    assert sdk_input.retrieval.chunking.chunk_mode == chunk_mode
+
+
+@pytest.mark.parametrize("chunk_size", (250, 1000, 1500))
+def test_reducto_v3_strategy_reaches_every_chunk_size(chunk_size: int) -> None:
+    sdk_input: Final = _find_fixture(
+        reducto_v3_input_strategy(INLINE_IMAGE_DATA_URI),
+        lambda candidate: candidate.retrieval.chunking.chunk_size == chunk_size,
+    )
+
+    assert sdk_input.retrieval.chunking.chunk_mode == "variable"
+    assert sdk_input.retrieval.chunking.chunk_size == chunk_size
+
+
+@pytest.mark.parametrize("chunk_overlap", (32, 128))
+def test_reducto_v3_strategy_reaches_every_chunk_overlap(chunk_overlap: int) -> None:
+    sdk_input: Final = _find_fixture(
+        reducto_v3_input_strategy(INLINE_IMAGE_DATA_URI),
+        lambda candidate: candidate.retrieval.chunking.chunk_overlap == chunk_overlap,
+    )
+
+    assert sdk_input.retrieval.chunking.chunk_mode == "variable"
+    assert sdk_input.retrieval.chunking.chunk_size == 1000
+    assert sdk_input.retrieval.chunking.chunk_overlap == chunk_overlap
+
+
+@pytest.mark.parametrize("filter_blocks", _REDUCTO_FILTER_BLOCK_GROUPS)
+def test_reducto_v3_strategy_reaches_every_filter_block_group(filter_blocks: tuple[str, ...]) -> None:
+    sdk_input: Final = _find_fixture(
+        reducto_v3_input_strategy(INLINE_IMAGE_DATA_URI),
+        lambda candidate: (
+            "retrieval" in candidate.model_fields_set
+            and "filter_blocks" in candidate.retrieval.model_fields_set
+            and tuple(candidate.retrieval.filter_blocks) == filter_blocks
+        ),
+    )
+
+    assert tuple(sdk_input.retrieval.filter_blocks) == filter_blocks
+
+
+@pytest.mark.parametrize("embedding_optimized", (False, True))
+def test_reducto_v3_strategy_reaches_every_embedding_setting(embedding_optimized: bool) -> None:
+    sdk_input: Final = _find_fixture(
+        reducto_v3_input_strategy(INLINE_IMAGE_DATA_URI),
+        lambda candidate: (
+            "retrieval" in candidate.model_fields_set
+            and "embedding_optimized" in candidate.retrieval.model_fields_set
+            and candidate.retrieval.embedding_optimized is embedding_optimized
+        ),
+    )
+
+    assert sdk_input.retrieval.chunking.chunk_mode == "variable"
+    assert sdk_input.retrieval.embedding_optimized is embedding_optimized
+
+
+@pytest.mark.parametrize("dpi", (50, 100, 250))
+def test_reducto_v3_strategy_reaches_every_metadata_dpi(dpi: int) -> None:
+    sdk_input: Final = _find_fixture(
+        reducto_v3_input_strategy(INLINE_IMAGE_DATA_URI),
+        lambda candidate: (
+            "settings" in candidate.model_fields_set
+            and "embed_pdf_metadata_dpi" in candidate.settings.model_fields_set
+            and candidate.settings.embed_pdf_metadata_dpi == dpi
+        ),
+    )
+
+    assert sdk_input.settings.embed_pdf_metadata is True
+    assert sdk_input.settings.embed_pdf_metadata_dpi == dpi
+
+
+def test_reducto_v3_strategy_reaches_metadata_with_default_dpi_omitted() -> None:
+    sdk_input: Final = _find_fixture(
+        reducto_v3_input_strategy(INLINE_IMAGE_DATA_URI),
+        lambda candidate: (
+            "settings" in candidate.model_fields_set and candidate.settings.model_fields_set == {"embed_pdf_metadata"}
+        ),
+    )
+
+    assert sdk_input.settings.embed_pdf_metadata is True
+    assert "embed_pdf_metadata_dpi" not in sdk_input.settings.model_fields_set
+
+
+@pytest.mark.parametrize(
+    ("field", "value"),
+    (
+        ("model", "r-1"),
+        ("ocr_system", "standard"),
+        ("ocr_system", "legacy"),
+        ("extraction_mode", "hybrid"),
+        ("extraction_mode", "ocr"),
+        ("extraction_mode", "metadata"),
+        ("return_ocr_data", True),
+        ("timeout", 300.0),
+    ),
+)
+def test_reducto_v3_strategy_reaches_every_scalar_setting(field: str, value: object) -> None:
+    sdk_input: Final = _find_fixture(
+        reducto_v3_input_strategy(INLINE_IMAGE_DATA_URI),
+        lambda candidate: (
+            "settings" in candidate.model_fields_set
+            and field in candidate.settings.model_fields_set
+            and getattr(candidate.settings, field) == value
+        ),
+    )
+
+    assert getattr(sdk_input.settings, field) == value
+
+
+@pytest.mark.parametrize("return_images", _REDUCTO_RETURN_IMAGE_GROUPS)
+def test_reducto_v3_strategy_reaches_every_return_image_group(return_images: tuple[str, ...]) -> None:
+    sdk_input: Final = _find_fixture(
+        reducto_v3_input_strategy(INLINE_IMAGE_DATA_URI),
+        lambda candidate: (
+            "settings" in candidate.model_fields_set
+            and "return_images" in candidate.settings.model_fields_set
+            and tuple(candidate.settings.return_images) == return_images
+        ),
+    )
+
+    assert tuple(sdk_input.settings.return_images) == return_images
+
+
+@pytest.mark.parametrize(
+    "page_range",
+    (
+        {"start": 1, "end": 1},
+        {"start": 1, "end": 3},
+        [{"start": 1, "end": 2}, {"start": 4, "end": 5}],
+    ),
+)
+def test_reducto_v3_strategy_reaches_every_page_range_shape(page_range: object) -> None:
+    sdk_input: Final = _find_fixture(
+        reducto_v3_input_strategy(INLINE_IMAGE_DATA_URI),
+        lambda candidate: (
+            cast(
+                dict[str, object],
+                candidate.settings.model_dump(mode="json", exclude_unset=True),
+            ).get("page_range")
+            == page_range
+        ),
+    )
+
+    assert sdk_input.settings.model_dump(mode="json", exclude_unset=True)["page_range"] == page_range
+
+
+@settings(max_examples=10, deadline=None)
+@given(sdk_input=reducto_legacy_input_strategy())
+def test_reducto_legacy_strategy_generates_valid_litellm_inputs(sdk_input: ReductoParseLegacySdkInput) -> None:
+    assert ReductoParseLegacySdkInput.model_validate(sdk_input.canonical_input()) == sdk_input
+    assert "enhance" not in sdk_input.model_fields_set
+
+
+@settings(max_examples=10, deadline=None)
+@given(sdk_input=reducto_legacy_input_strategy())
+def test_reducto_legacy_strategy_values_survive_the_request_transform(
+    sdk_input: ReductoParseLegacySdkInput,
+) -> None:
+    sdk_kwargs: Final = sdk_input.as_sdk_kwargs()
+    model: Final = cast(str, sdk_kwargs["model"])
+    document: Final = cast(DocumentType, sdk_kwargs["document"])
+    config: Final = ReductoParseLegacyConfig()
+    transform_request: Final = cast(_TransformOcrRequest, config.transform_ocr_request)
+
+    with patch.object(config, "_ensure_file_id_sync", return_value="reducto://fixture-document.pdf"):
+        request: Final = transform_request(model, document, {}, {})
+
+    assert cast(dict[str, object], request.data) == {
+        "document_url": "reducto://fixture-document.pdf",
+    }
+
+
+@pytest.mark.parametrize(
+    ("model", "provider"),
+    (("reducto/parse-legacy", None), ("parse-legacy", "reducto")),
+)
+def test_reducto_legacy_strategy_reaches_every_routing_form(model: str, provider: str | None) -> None:
+    sdk_input: Final = _find_fixture(
+        reducto_legacy_input_strategy(),
+        lambda candidate: candidate.model == model and candidate.custom_llm_provider == provider,
+    )
+
+    assert sdk_input.model == model
+    assert sdk_input.custom_llm_provider == provider
+
+
+@settings(max_examples=50, deadline=None)
+@given(sdk_input=azure_mistral_input_strategy(INLINE_IMAGE_DATA_URI))
+def test_azure_mistral_strategy_is_contained_to_gateway_capabilities(
+    sdk_input: AzureMistralOcrSdkInput,
+) -> None:
+    optional_fields: Final = frozenset(sdk_input.model_fields_set) - {"model", "document"}
+
+    assert optional_fields in _AZURE_MISTRAL_OPTION_GROUPS
+    assert optional_fields.isdisjoint(
+        {
+            "document_annotation_prompt",
+            "extract_header",
+            "extract_footer",
+            "table_format",
+            "include_blocks",
+            "id",
+        }
+    )
+    assert not isinstance(sdk_input.pages, str)
+    assert sdk_input.confidence_scores_granularity in {None, "page", "word"}
+    if optional_fields:
+        assert isinstance(sdk_input.document, DocumentUrlDocument)
+        assert sdk_input.document.document_url == structured_pdf_data_uri()
+
+
+@pytest.mark.parametrize(
+    ("field", "value"),
+    (
+        ("pages", [0]),
+        ("pages", [0, 1]),
+        ("include_image_base64", False),
+        ("include_image_base64", True),
+        ("image_limit", 1),
+        ("image_min_size", 300),
+        ("confidence_scores_granularity", "page"),
+        ("confidence_scores_granularity", "word"),
+    ),
+)
+def test_azure_mistral_strategy_reaches_every_gateway_scalar(field: str, value: object) -> None:
+    sdk_input: Final = _find_fixture(
+        azure_mistral_input_strategy(INLINE_IMAGE_DATA_URI),
+        lambda candidate: field in candidate.model_fields_set and getattr(candidate, field) == value,
+    )
+
+    assert getattr(sdk_input, field) == value
+
+
+@pytest.mark.parametrize("field", ("bbox_annotation_format", "document_annotation_format"))
+def test_azure_mistral_strategy_reaches_every_gateway_schema(field: str) -> None:
+    sdk_input: Final = _find_fixture(
+        azure_mistral_input_strategy(INLINE_IMAGE_DATA_URI),
+        lambda candidate: frozenset(candidate.model_fields_set) - {"model", "document"} == frozenset({field}),
+    )
+
+    assert frozenset(sdk_input.model_fields_set) - {"model", "document"} == {field}
+
+
+@settings(max_examples=50, deadline=None)
+@given(sdk_input=azure_mistral_input_strategy(INLINE_IMAGE_DATA_URI))
+def test_azure_mistral_strategy_exercises_url_conversion_and_inline_bypass(
+    sdk_input: AzureMistralOcrSdkInput,
+) -> None:
+    sdk_kwargs: Final = sdk_input.as_sdk_kwargs()
+    model: Final = cast(str, sdk_kwargs["model"])
+    document: Final = cast(DocumentType, sdk_kwargs["document"])
+    optional_params: Final = {name: value for name, value in sdk_kwargs.items() if name not in {"model", "document"}}
+    config: Final = AzureAIOCRConfig()
+    map_params: Final = cast(_MapOcrParams, config.map_ocr_params)
+    transform_request: Final = cast(_TransformOcrRequest, config.transform_ocr_request)
+    mapped: Final = map_params(optional_params, {}, model)
+
+    request: Final = _transform_with_stubbed_download(transform_request, model, document, mapped)
+
+    source_key: Final = "image_url" if document["type"] == "image_url" else "document_url"
+    source: Final = document[source_key]
+    expected_document: Final = dict(document)
+    if not source.startswith("data:"):
+        media_type: Final = "image/png" if document["type"] == "image_url" else "application/pdf"
+        expected_document[source_key] = f"data:{media_type};base64,AA=="
+
+    assert mapped == optional_params
+    assert cast(dict[str, object], request.data) == {
+        "model": model,
+        "document": expected_document,
+        **optional_params,
+    }
+
+
+@settings(max_examples=30, deadline=None)
+@given(sdk_input=azure_document_intelligence_input_strategy())
+def test_azure_document_intelligence_strategy_only_generates_litellm_inputs(
+    sdk_input: AzureDocumentIntelligenceOcrSdkInput,
+) -> None:
+    assert sdk_input.req_format == "litellm"
+    assert sdk_input.model in AZURE_DOCUMENT_INTELLIGENCE_RECORDING_MODELS
+    assert "contract" not in sdk_input.as_sdk_kwargs()
+    optional_fields: Final = frozenset(sdk_input.model_fields_set) - {"model", "document"}
+    assert optional_fields in {
+        frozenset[str](),
+        frozenset({"pages"}),
+        frozenset({"features"}),
+        frozenset({"pages", "features"}),
+        frozenset({"req_format"}),
+    }
+    if sdk_input.pages is not None:
+        assert sdk_input.pages in ([0], [2, 0, 0, 1], ["1", "2-4"], "1-4, 5", [0, 1])
+    if isinstance(sdk_input.features, list):
+        assert tuple(sdk_input.features) in {
+            ("languages",),
+            ("ocrHighResolution",),
+            ("barcodes",),
+            ("formulas",),
+            ("styleFont",),
+            ("keyValuePairs",),
+            ("languages", "styleFont"),
+        }
+    if isinstance(sdk_input.features, str):
+        assert sdk_input.features == "languages, styleFont"
+
+
+@settings(max_examples=50, deadline=None)
+@given(sdk_input=azure_document_intelligence_input_strategy())
+def test_azure_document_intelligence_strategy_exercises_request_transform(
+    sdk_input: AzureDocumentIntelligenceOcrSdkInput,
+) -> None:
+    sdk_kwargs: Final = sdk_input.as_sdk_kwargs()
+    model: Final = cast(str, sdk_kwargs["model"])
+    document: Final = cast(DocumentType, sdk_kwargs["document"])
+    optional_params: Final = {name: value for name, value in sdk_kwargs.items() if name not in {"model", "document"}}
+    config: Final = AzureDocumentIntelligenceOCRConfig()
+    map_params: Final = cast(_MapOcrParams, config.map_ocr_params)
+    get_complete_url: Final = cast(_GetCompleteUrl, config.get_complete_url)
+    transform_request: Final = cast(_TransformOcrRequest, config.transform_ocr_request)
+    mapped: Final = map_params(optional_params, {}, model)
+    url: Final = get_complete_url("https://document.example", model, mapped)
+    query: Final = parse_qs(urlparse(url).query)
+    request: Final = transform_request(model, document, mapped, {})
+
+    if sdk_input.pages is None:
+        assert "pages" not in mapped
+        assert "pages" not in query
+    else:
+        expected_pages: Final = _normalized_azure_pages(sdk_input.pages)
+        assert mapped["pages"] == expected_pages
+        assert query["pages"] == [expected_pages]
+    if sdk_input.features is None:
+        assert "features" not in mapped
+        assert "features" not in query
+    else:
+        raw_features: Final = (
+            sdk_input.features.split(",") if isinstance(sdk_input.features, str) else sdk_input.features
+        )
+        expected_features: Final = ",".join(feature.strip() for feature in raw_features)
+        assert mapped["features"] == expected_features
+        assert query["features"] == [expected_features]
+
+    source: Final = document["document_url"] if document["type"] == "document_url" else document["image_url"]
+    assert isinstance(source, str)
+    expected_body: Final = (
+        {"base64Source": source.partition(",")[2]} if source.startswith("data:") else {"urlSource": source}
+    )
+    assert cast(dict[str, object], request.data) == expected_body
+
+
+@pytest.mark.parametrize(
+    ("field", "value"),
+    (
+        ("pages", [0]),
+        ("pages", [2, 0, 0, 1]),
+        ("pages", ["1", "2-4"]),
+        ("pages", "1-4, 5"),
+        ("features", ["languages"]),
+        ("features", ["ocrHighResolution"]),
+        ("features", ["barcodes"]),
+        ("features", ["formulas"]),
+        ("features", ["styleFont"]),
+        ("features", ["keyValuePairs"]),
+        ("features", "languages, styleFont"),
+    ),
+)
+def test_azure_document_intelligence_strategy_reaches_every_finite_value(field: str, value: object) -> None:
+    sdk_input: Final = _find_fixture(
+        azure_document_intelligence_input_strategy(),
+        lambda candidate: field in candidate.model_fields_set and getattr(candidate, field) == value,
+    )
+
+    assert getattr(sdk_input, field) == value
+
+
+def test_azure_document_intelligence_strategy_reaches_combined_query_branch() -> None:
+    sdk_input: Final = _find_fixture(
+        azure_document_intelligence_input_strategy(),
+        lambda candidate: {"pages", "features"}.issubset(candidate.model_fields_set),
+    )
+
+    assert sdk_input.pages == [0, 1]
+    assert sdk_input.features == ["languages", "styleFont"]
+
+
+@pytest.mark.parametrize(
+    "transport",
+    (("document_url", "data"), ("image_url", "remote")),
+)
+def test_azure_document_intelligence_strategy_reaches_body_source_branches(
+    transport: tuple[str, str],
+) -> None:
+    sdk_input: Final = _find_fixture(
+        azure_document_intelligence_input_strategy(),
+        lambda candidate: _document_transport(candidate.document) == transport,
+    )
+
+    assert _document_transport(sdk_input.document) == transport
+
+
+@settings(max_examples=50, deadline=None)
+@given(sdk_input=vertex_mistral_input_strategy("project-1", "us-central1", INLINE_IMAGE_DATA_URI))
+def test_vertex_mistral_strategy_is_contained_to_2505_capabilities(
+    sdk_input: VertexMistralOcrSdkInput,
+) -> None:
+    optional_fields: Final = frozenset(sdk_input.model_fields_set) - {
+        "model",
+        "document",
+        "vertex_project",
+        "vertex_location",
+    }
+
+    assert optional_fields in _MISTRAL_2505_OPTION_GROUPS
+    assert optional_fields.isdisjoint({"extract_header", "extract_footer", "table_format", "include_blocks", "id"})
+    assert not isinstance(sdk_input.pages, str)
+    assert sdk_input.confidence_scores_granularity in {None, "page", "word"}
+    if optional_fields:
+        assert isinstance(sdk_input.document, DocumentUrlDocument)
+        assert sdk_input.document.document_url == structured_pdf_data_uri()
+
+
+@pytest.mark.parametrize(
+    ("field", "value"),
+    (
+        ("pages", [0]),
+        ("pages", [0, 1]),
+        ("include_image_base64", False),
+        ("include_image_base64", True),
+        ("image_limit", 1),
+        ("image_min_size", 300),
+        ("confidence_scores_granularity", "page"),
+        ("confidence_scores_granularity", "word"),
+    ),
+)
+def test_vertex_mistral_strategy_reaches_every_2505_scalar(field: str, value: object) -> None:
+    sdk_input: Final = _find_fixture(
+        vertex_mistral_input_strategy("project-1", "us-central1", INLINE_IMAGE_DATA_URI),
+        lambda candidate: field in candidate.model_fields_set and getattr(candidate, field) == value,
+    )
+
+    assert getattr(sdk_input, field) == value
+
+
+@pytest.mark.parametrize(
+    "fields",
+    (
+        frozenset({"bbox_annotation_format"}),
+        frozenset({"document_annotation_format"}),
+        frozenset({"document_annotation_format", "document_annotation_prompt"}),
+    ),
+)
+def test_vertex_mistral_strategy_reaches_every_2505_schema_group(fields: frozenset[str]) -> None:
+    sdk_input: Final = _find_fixture(
+        vertex_mistral_input_strategy("project-1", "us-central1", INLINE_IMAGE_DATA_URI),
+        lambda candidate: (
+            frozenset(candidate.model_fields_set) - {"model", "document", "vertex_project", "vertex_location"} == fields
+        ),
+    )
+
+    assert frozenset(sdk_input.model_fields_set) - {"model", "document", "vertex_project", "vertex_location"} == fields
+
+
+@settings(max_examples=50, deadline=None)
+@given(sdk_input=vertex_mistral_input_strategy("project-1", "us-central1", INLINE_IMAGE_DATA_URI))
+def test_vertex_mistral_strategy_exercises_url_conversion_and_inline_bypass(
+    sdk_input: VertexMistralOcrSdkInput,
+) -> None:
+    sdk_kwargs: Final = sdk_input.as_sdk_kwargs()
+    model: Final = cast(str, sdk_kwargs["model"])
+    document: Final = cast(DocumentType, sdk_kwargs["document"])
+    optional_params: Final = {
+        name: value
+        for name, value in sdk_kwargs.items()
+        if name not in {"model", "document", "vertex_project", "vertex_location"}
+    }
+    config: Final = VertexAIOCRConfig()
+    map_params: Final = cast(_MapOcrParams, config.map_ocr_params)
+    transform_request: Final = cast(_TransformOcrRequest, config.transform_ocr_request)
+    mapped: Final = map_params(optional_params, {}, model)
+
+    request: Final = _transform_with_stubbed_download(transform_request, model, document, mapped)
+
+    source_key: Final = "image_url" if document["type"] == "image_url" else "document_url"
+    source: Final = document[source_key]
+    expected_document: Final = dict(document)
+    if not source.startswith("data:"):
+        media_type: Final = "image/png" if document["type"] == "image_url" else "application/pdf"
+        expected_document[source_key] = f"data:{media_type};base64,AA=="
+
+    assert mapped == optional_params
+    assert cast(dict[str, object], request.data) == {
+        "model": model,
+        "document": expected_document,
+        **optional_params,
+    }
+
+
+@settings(max_examples=30, deadline=None)
+@given(sdk_input=vertex_deepseek_input_strategy("project-1", "us-central1", INLINE_IMAGE_DATA_URI))
+def test_vertex_deepseek_strategy_only_generates_litellm_inputs(
+    sdk_input: VertexDeepSeekOcrSdkInput,
+) -> None:
+    assert sdk_input.vertex_project == "project-1"
+    assert "contract" not in sdk_input.as_sdk_kwargs()
+    assert _document_transport(sdk_input.document) == ("image_url", "data")
+
+
+def test_vertex_deepseek_strategy_reaches_documented_image_branch() -> None:
+    sdk_input: Final = _find_fixture(
+        vertex_deepseek_input_strategy("project-1", "us-central1", INLINE_IMAGE_DATA_URI),
+        lambda candidate: _document_transport(candidate.document) == ("image_url", "data"),
+    )
+
+    assert _document_transport(sdk_input.document) == ("image_url", "data")
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/test_fixture_store.py b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/test_fixture_store.py
new file mode 100644
index 00000000000..2d907f4f3b8
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/test_fixture_store.py
@@ -0,0 +1,85 @@
+from __future__ import annotations
+
+from dataclasses import dataclass
+from datetime import datetime, timezone
+from pathlib import Path
+from queue import Queue
+from typing import Final, Protocol, cast
+
+import pytest
+
+from .....shared.parity.fixtures.cassette import deserialize_cassette
+from .....shared.parity.fixtures.pytest_support import parametrize_recorded_fixtures
+from .....shared.parity.fixtures.store import FixtureEnvelope, read_fixture, recorded_fixtures
+from .conftest import ocr_fixture_id, ocr_fixture_marks
+from .fixtures.migrate import migrate_fixture
+from .fixtures.models import OcrParityCase
+
+
+class _Parameter(Protocol):
+    values: tuple[OcrParityCase, ...]
+    marks: tuple[pytest.Mark, ...]
+
+
+@dataclass(frozen=True, slots=True)
+class _MetafuncSpy:
+    fixturenames: tuple[str, ...]
+    calls: Queue[tuple[object, ...]]
+
+    def parametrize(self, *args: object, **_kwargs: object) -> None:
+        self.calls.put(args)
+
+
+def test_recorded_fixture_parametrization_applies_case_specific_marks() -> None:
+    calls: Final[Queue[tuple[object, ...]]] = Queue()
+    metafunc: Final = _MetafuncSpy(fixturenames=("ocr_fixture",), calls=calls)
+
+    parametrize_recorded_fixtures(
+        cast(pytest.Metafunc, metafunc),
+        fixture_name="ocr_fixture",
+        case_type=OcrParityCase,
+        env_var="UNCONFIGURED_OCR_FIXTURE_TEST_DIRECTORY",
+        default_directory=Path(__file__).with_name("fixtures") / "data",
+        regeneration_command="unused",
+        id_builder=ocr_fixture_id,
+        marks_builder=ocr_fixture_marks,
+    )
+
+    parameters: Final = cast(tuple[_Parameter, ...], calls.get_nowait()[1])
+    reducto_parameters: Final = tuple(
+        parameter
+        for parameter in parameters
+        if parameter.values[0].litellm_input.contract in {"reducto_v3", "reducto_legacy"}
+    )
+    supported_parameters: Final = tuple(parameter for parameter in parameters if parameter not in reducto_parameters)
+
+    assert reducto_parameters
+    assert supported_parameters
+    assert all(len(parameter.marks) == 1 for parameter in reducto_parameters)
+    assert all(parameter.marks[0].name == "xfail" for parameter in reducto_parameters)
+    assert all(parameter.marks[0].kwargs["strict"] is False for parameter in reducto_parameters)
+    assert all(parameter.marks == () for parameter in supported_parameters)
+
+
+def test_legacy_fixture_migration_preserves_responses_and_labels_reconstructed_requests(tmp_path: Path) -> None:
+    case: Final = recorded_fixtures(Path(__file__).with_name("fixtures") / "data" / "mistral-ocr", OcrParityCase)[0]
+    timestamp: Final = datetime(2020, 1, 1, tzinfo=timezone.utc)
+    envelope: Final = FixtureEnvelope(
+        schema_version=1,
+        recorded_at=timestamp,
+        case=case.model_dump(mode="json", exclude_unset=True),
+    )
+    legacy_path: Final = tmp_path / "legacy.json"
+    legacy_path.write_text(envelope.model_dump_json())
+
+    destination: Final = migrate_fixture(legacy_path)
+
+    assert not legacy_path.exists()
+    assert read_fixture(destination, OcrParityCase) == case
+    cassette: Final = deserialize_cassette(destination.read_text())
+    assert cassette.recorded_at == timestamp
+    assert cassette.parity.request_source == "python_replay"
+    assert len(cassette.interactions) == len(case.provider_responses)
+    assert cassette.interactions[0].request.method == "POST"
+    assert cassette.interactions[0].request.uri == "http://parity-provider.invalid/v1/ocr"
+    assert "authorization" not in cassette.interactions[0].request.headers
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/test_record_fixtures.py b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/test_record_fixtures.py
new file mode 100644
index 00000000000..32dd3629635
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/test_record_fixtures.py
@@ -0,0 +1,366 @@
+from __future__ import annotations
+
+import queue
+from collections.abc import Callable, Mapping
+from dataclasses import dataclass
+from pathlib import Path
+from typing import Final, cast
+
+import pytest
+from hypothesis import find, settings
+from hypothesis.strategies import SearchStrategy
+
+from .....shared.parity.fixtures.cli import parse_recording_args
+from .....shared.parity.fixtures.inputs import generate_case_inputs
+from .....shared.parity.fixtures.media import structured_pdf_data_uri
+from .fixtures.azure import (
+    AZURE_DOCUMENT_INTELLIGENCE_PROVIDER_REJECTED_INPUTS,
+    AZURE_DOCUMENT_INTELLIGENCE_RECORDING_MODELS,
+    AZURE_MISTRAL_MODELS,
+    AZURE_MISTRAL_PROVIDER_REJECTED_INPUTS,
+)
+from .fixtures.base import OcrSdkInputBase
+from .fixtures.common import OcrFixtureClient, OcrRecordingTarget
+from .fixtures.mistral import MISTRAL_MODELS, MISTRAL_PROVIDER_REJECTED_INPUTS
+from .fixtures.record import (
+    discover_targets as discover_targets_with_media,
+)
+from .fixtures.record import (
+    require_targets,
+)
+from .fixtures.reducto import (
+    REDUCTO_LEGACY_MODELS,
+    REDUCTO_LEGACY_PROVIDER_REJECTED_INPUTS,
+    REDUCTO_V3_MODELS,
+    REDUCTO_V3_PROVIDER_REJECTED_INPUTS,
+)
+from .fixtures.vertex import (
+    VERTEX_DEEPSEEK_MODELS,
+    VERTEX_MISTRAL_MODELS,
+    vertex_deepseek_provider_rejected_inputs,
+    vertex_mistral_provider_rejected_inputs,
+)
+
+
+class _UnusedOcrClient:
+    def execute(self, api_base: str, api_key: str, case_input: OcrSdkInputBase) -> None:
+        raise AssertionError(f"unexpected SDK call to {api_base} with {api_key!r} and {case_input!r}")
+
+
+@dataclass(frozen=True, slots=True)
+class _RecordingOcrClient:
+    calls: queue.SimpleQueue[dict[str, object]]
+
+    def execute(self, api_base: str, api_key: str, case_input: OcrSdkInputBase) -> None:
+        self.calls.put({"api_base": api_base, "api_key": api_key, **case_input.as_sdk_kwargs()})
+
+
+_UNUSED_OCR_CLIENT: Final = _UnusedOcrClient()
+_MISTRAL_PARAMS: Final = frozenset(
+    {
+        "pages",
+        "include_image_base64",
+        "image_limit",
+        "image_min_size",
+        "bbox_annotation_format",
+        "document_annotation_format",
+        "document_annotation_prompt",
+        "extract_header",
+        "extract_footer",
+        "table_format",
+        "confidence_scores_granularity",
+        "include_blocks",
+    }
+)
+_MISTRAL_2512_PARAMS: Final = _MISTRAL_PARAMS - {"include_blocks"}
+_MISTRAL_2505_PARAMS: Final = _MISTRAL_2512_PARAMS - {"extract_header", "extract_footer", "table_format"}
+_AZURE_MISTRAL_PARAMS: Final = _MISTRAL_2505_PARAMS - {"document_annotation_prompt"}
+_FIND_SETTINGS: Final = settings(max_examples=2_000, deadline=None, derandomize=True, database=None)
+_INLINE_IMAGE_DATA_URI: Final = "data:image/png;base64,dGVzdA=="
+
+
+def discover_targets(environ: Mapping[str, str], client: OcrFixtureClient) -> tuple[OcrRecordingTarget, ...]:
+    return discover_targets_with_media(environ, client, _INLINE_IMAGE_DATA_URI)
+
+
+def _model(case_input: OcrSdkInputBase) -> str:
+    model: Final = case_input.canonical_input().get("model")
+    assert isinstance(model, str)
+    return model
+
+
+def _find_input(
+    strategy: SearchStrategy[OcrSdkInputBase],
+    predicate: Callable[[OcrSdkInputBase], bool],
+) -> OcrSdkInputBase:
+    return find(strategy, predicate, settings=_FIND_SETTINGS)
+
+
+def _document_transport(case_input: OcrSdkInputBase) -> tuple[str, str]:
+    document: Final = cast(dict[str, object], case_input.canonical_input()["document"])
+    document_type: Final = cast(str, document["type"])
+    source: Final = document["image_url"] if document_type == "image_url" else document["document_url"]
+    assert isinstance(source, str)
+    return document_type, "data" if source.startswith("data:") else "remote"
+
+
+def test_parse_args_has_no_model_selection() -> None:
+    args: Final = parse_recording_args(["--examples", "2", "--concurrency", "3", "--fixture-dir", "/tmp/ocr"])
+
+    assert args.examples == 2
+    assert args.concurrency == 3
+    assert args.fixture_dir == Path("/tmp/ocr")
+    with pytest.raises(SystemExit):
+        parse_recording_args(["--model", "mistral/mistral-ocr-latest"])
+
+
+@pytest.mark.parametrize(
+    "environ",
+    (
+        {},
+        {"MISTRAL_API_KEY": ""},
+        {"LITELLM_API_KEY": "generic-key"},
+    ),
+)
+def test_discovery_requires_provider_specific_key(environ: dict[str, str]) -> None:
+    assert discover_targets(environ, _UNUSED_OCR_CLIENT) == ()
+
+
+def test_no_discovered_targets_has_actionable_error() -> None:
+    with pytest.raises(SystemExit, match="supported provider API key"):
+        require_targets(())
+
+
+def test_discovery_is_explicit_per_available_provider_boundary() -> None:
+    targets: Final = discover_targets(
+        {
+            "MISTRAL_API_KEY": "mistral-secret",
+            "REDUCTO_API_KEY": "reducto-secret",
+            "AZURE_AI_API_KEY": "azure-secret",
+            "AZURE_AI_API_BASE": "https://azure.example",
+            "AZURE_DOCUMENT_INTELLIGENCE_API_KEY": "document-secret",
+            "AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT": "https://document.example",
+            "VERTEX_AI_API_KEY": "vertex-secret",
+            "VERTEXAI_PROJECT": "project-1",
+        },
+        _UNUSED_OCR_CLIENT,
+    )
+
+    assert tuple(target.name for target in targets) == (
+        "mistral-ocr",
+        "azure-mistral",
+        "azure-document-intelligence",
+        "vertex-mistral",
+        "vertex-deepseek",
+        "reducto-v3",
+        "reducto-legacy",
+    )
+    assert all("secret" not in repr(target) for target in targets)
+
+
+def test_azure_mistral_discovery_enumerates_registered_models() -> None:
+    environ: Final = {
+        "AZURE_AI_API_KEY": "azure-secret",
+        "AZURE_AI_API_BASE": "https://azure.example",
+    }
+    target: Final = discover_targets(environ, _UNUSED_OCR_CLIENT)[0]
+
+    for model in AZURE_MISTRAL_MODELS:
+        assert (
+            _model(
+                _find_input(
+                    target.strategy,
+                    lambda case_input, expected_model=model: _model(case_input) == expected_model,
+                )
+            )
+            == model
+        )
+
+
+@pytest.mark.parametrize(
+    ("configured", "expected"),
+    (
+        (None, "https://api.mistral.ai"),
+        ("https://mistral.example/v1", "https://mistral.example"),
+        ("https://mistral.example/", "https://mistral.example"),
+    ),
+)
+def test_mistral_target_uses_canonical_model_and_normalized_base(
+    configured: str | None,
+    expected: str,
+) -> None:
+    environ: Final = {
+        "MISTRAL_API_KEY": "mistral-secret",
+        **({"MISTRAL_API_BASE": configured} if configured is not None else {}),
+    }
+    targets: Final = discover_targets(environ, _UNUSED_OCR_CLIENT)
+
+    assert len(targets) == 1
+    target: Final = targets[0]
+    assert target.name == "mistral-ocr"
+    assert target.upstream.base_url == expected
+    assert "mistral-secret" not in repr(target)
+    case_inputs: Final = generate_case_inputs(target.strategy, examples=1)
+    assert len(case_inputs) == 1
+    assert case_inputs[0].canonical_input()["model"] in MISTRAL_MODELS
+
+
+def test_mistral_target_invocation_forwards_discovered_credentials() -> None:
+    calls: Final[queue.SimpleQueue[dict[str, object]]] = queue.SimpleQueue()
+
+    client: Final = _RecordingOcrClient(calls)
+    target: Final = discover_targets({"MISTRAL_API_KEY": "mistral-secret"}, client)[0]
+    case_input: Final = generate_case_inputs(target.strategy, examples=1)[0]
+
+    target.invocation.execute("http://127.0.0.1:1234", case_input)
+
+    kwargs: Final = calls.get_nowait()
+    assert kwargs["api_base"] == "http://127.0.0.1:1234"
+    assert kwargs["api_key"] == "mistral-secret"
+    assert kwargs["model"] in MISTRAL_MODELS
+
+
+def test_every_target_strategy_reaches_every_recording_model_and_coverage_param() -> None:
+    targets: Final = discover_targets(
+        {
+            "MISTRAL_API_KEY": "mistral-secret",
+            "REDUCTO_API_KEY": "reducto-secret",
+            "AZURE_AI_API_KEY": "azure-secret",
+            "AZURE_AI_API_BASE": "https://azure.example",
+            "AZURE_DOCUMENT_INTELLIGENCE_API_KEY": "document-secret",
+            "AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT": "https://document.example",
+            "VERTEX_AI_API_KEY": "vertex-secret",
+            "VERTEXAI_PROJECT": "project-1",
+        },
+        _UNUSED_OCR_CLIENT,
+    )
+    expected: Final[dict[str, tuple[tuple[str, ...], frozenset[str]]]] = {
+        "mistral-ocr": (MISTRAL_MODELS, _MISTRAL_PARAMS),
+        "azure-mistral": (AZURE_MISTRAL_MODELS, _AZURE_MISTRAL_PARAMS),
+        "azure-document-intelligence": (
+            AZURE_DOCUMENT_INTELLIGENCE_RECORDING_MODELS,
+            frozenset({"pages", "features", "req_format"}),
+        ),
+        "vertex-mistral": (VERTEX_MISTRAL_MODELS, _MISTRAL_2505_PARAMS),
+        "vertex-deepseek": (VERTEX_DEEPSEEK_MODELS, frozenset[str]()),
+        "reducto-v3": (REDUCTO_V3_MODELS, frozenset({"formatting", "retrieval", "settings"})),
+        "reducto-legacy": (REDUCTO_LEGACY_MODELS, frozenset[str]()),
+    }
+
+    for target in targets:
+        expected_models, expected_params = expected[target.name]
+        for model in expected_models:
+            assert (
+                _model(
+                    _find_input(
+                        target.strategy,
+                        lambda case_input, expected_model=model: _model(case_input) == expected_model,
+                    )
+                )
+                == model
+            )
+        for param in expected_params:
+            reached = _find_input(
+                target.strategy,
+                lambda case_input, expected_param=param: expected_param in case_input.as_sdk_kwargs(),
+            )
+            assert param in reached.as_sdk_kwargs()
+            document = cast(dict[str, object], reached.canonical_input()["document"])
+            assert document == {"type": "document_url", "document_url": structured_pdf_data_uri()}
+
+
+@pytest.mark.parametrize("target_name", ("mistral-ocr", "azure-mistral", "vertex-mistral"))
+def test_mistral_recording_targets_reach_every_transport_branch(target_name: str) -> None:
+    targets: Final = discover_targets(
+        {
+            "MISTRAL_API_KEY": "mistral-secret",
+            "AZURE_AI_API_KEY": "azure-secret",
+            "AZURE_AI_API_BASE": "https://azure.example",
+            "VERTEX_AI_API_KEY": "vertex-secret",
+            "VERTEXAI_PROJECT": "project-1",
+        },
+        _UNUSED_OCR_CLIENT,
+    )
+    target: Final = next(candidate for candidate in targets if candidate.name == target_name)
+
+    for transport in (
+        ("image_url", "remote"),
+        ("image_url", "data"),
+        ("document_url", "remote"),
+        ("document_url", "data"),
+    ):
+        reached = _find_input(
+            target.strategy,
+            lambda case_input, expected=transport: _document_transport(case_input) == expected,
+        )
+        assert _document_transport(reached) == transport
+
+
+def test_vertex_deepseek_recording_reaches_documented_image_branch() -> None:
+    targets: Final = discover_targets(
+        {
+            "VERTEX_AI_API_KEY": "vertex-secret",
+            "VERTEXAI_PROJECT": "project-1",
+        },
+        _UNUSED_OCR_CLIENT,
+    )
+    target: Final = next(candidate for candidate in targets if candidate.name == "vertex-deepseek")
+    case_input: Final = _find_input(
+        target.strategy,
+        lambda candidate: _document_transport(candidate) == ("image_url", "data"),
+    )
+
+    assert _document_transport(case_input) == ("image_url", "data")
+
+
+def test_only_intentional_provider_failures_are_fixed_inputs() -> None:
+    targets: Final = discover_targets(
+        {
+            "MISTRAL_API_KEY": "mistral-secret",
+            "REDUCTO_API_KEY": "reducto-secret",
+            "AZURE_AI_API_KEY": "azure-secret",
+            "AZURE_AI_API_BASE": "https://azure.example",
+            "AZURE_DOCUMENT_INTELLIGENCE_API_KEY": "document-secret",
+            "AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT": "https://document.example",
+            "VERTEX_AI_API_KEY": "vertex-secret",
+            "VERTEXAI_PROJECT": "project-1",
+        },
+        _UNUSED_OCR_CLIENT,
+    )
+
+    expected: Final[dict[str, tuple[OcrSdkInputBase, ...]]] = {
+        "mistral-ocr": MISTRAL_PROVIDER_REJECTED_INPUTS,
+        "azure-mistral": AZURE_MISTRAL_PROVIDER_REJECTED_INPUTS,
+        "azure-document-intelligence": AZURE_DOCUMENT_INTELLIGENCE_PROVIDER_REJECTED_INPUTS,
+        "vertex-mistral": vertex_mistral_provider_rejected_inputs("project-1", "us-central1", _INLINE_IMAGE_DATA_URI),
+        "vertex-deepseek": vertex_deepseek_provider_rejected_inputs("project-1", "us-central1", _INLINE_IMAGE_DATA_URI),
+        "reducto-v3": REDUCTO_V3_PROVIDER_REJECTED_INPUTS,
+        "reducto-legacy": REDUCTO_LEGACY_PROVIDER_REJECTED_INPUTS,
+    }
+
+    assert {target.name for target in targets} == expected.keys()
+    for target in targets:
+        assert target.required_inputs == expected[target.name]
+        generated: Final = generate_case_inputs(target.strategy, examples=20)
+        assert all(case_input not in target.required_inputs for case_input in generated)
+
+
+def test_mistral_adapters_preserve_omitted_optional_params() -> None:
+    targets: Final = discover_targets(
+        {
+            "AZURE_AI_API_KEY": "azure-secret",
+            "AZURE_AI_API_BASE": "https://azure.example",
+            "VERTEX_AI_API_KEY": "vertex-secret",
+            "VERTEXAI_PROJECT": "project-1",
+        },
+        _UNUSED_OCR_CLIENT,
+    )
+
+    baselines: Final = tuple(
+        _find_input(
+            target.strategy,
+            lambda case_input: _MISTRAL_PARAMS.isdisjoint(case_input.as_sdk_kwargs()),
+        )
+        for target in targets
+    )
+    assert all(_MISTRAL_PARAMS.isdisjoint(baseline.as_sdk_kwargs()) for baseline in baselines)
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/test_sdk_parity.py b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/test_sdk_parity.py
new file mode 100644
index 00000000000..bedbdeb6a13
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/test_sdk_parity.py
@@ -0,0 +1,456 @@
+from __future__ import annotations
+
+import asyncio
+import sys
+import traceback
+from collections.abc import Awaitable, Callable, Coroutine, Generator
+from contextlib import contextmanager
+from dataclasses import dataclass
+from enum import Enum
+from pathlib import Path
+from typing import Final, cast
+
+import pytest
+
+from litellm.llms.base_llm.ocr.transformation import OCRResponse
+from litellm.rust_bridge import get_native_bridge
+from litellm.rust_bridge import ocr as rust_ocr_bridge
+from litellm.rust_bridge.ocr import RustAocr, RustOcr
+from .....shared.parity.compare import assert_model_parity, assert_parity, assert_request_parity
+from .....shared.parity.fixtures.store import recorded_fixtures
+from .....shared.parity.inprocess import run_in_process
+from .....shared.parity.models import (
+    SDKCommand,
+    SDKError,
+    SDKReport,
+    SDKSuccess,
+    WorkerFailure,
+    WorkerResult,
+    WorkerSuccess,
+    sdk_error_report,
+)
+from .....shared.parity.replay import replay_server
+from .....shared.parity.runner import (
+    ExecutionVariant,
+    SubprocessRunner,
+    SubprocessWorker,
+    execution_worker_pair,
+    parity_worker_main,
+    run_execution,
+)
+from .fixtures.config import configured_fixture_directory
+from .fixtures.models import OcrParityCase, OcrSdkInput
+
+API_KEY: Final = "test-key"
+PYTHON_HTTP_SENTINEL: Final = "python-ocr-parity-fallback"
+PYTHON_VARIANT: Final = ExecutionVariant(name="Python", environment=(("LITELLM_USE_RUST_OCR", "0"),))
+RUST_VARIANT: Final = ExecutionVariant(name="Rust", environment=(("LITELLM_USE_RUST_OCR", "1"),))
+
+
+class SDKRoute(str, Enum):
+    OCR = "ocr"
+    AOCR = "aocr"
+
+
+@dataclass(frozen=True, slots=True)
+class InvalidOcrCase:
+    name: str
+    model: str
+    document: object
+    expected_exception_type: str
+    expected_status_code: int
+    expected_message: str
+    extra_kwargs: tuple[tuple[str, object], ...] = ()
+    expected_rust_calls: int = 0
+
+
+INVALID_OCR_CASES: Final = (
+    InvalidOcrCase(
+        name="unsupported_provider",
+        model="openai/gpt-4o",
+        document={"type": "document_url", "document_url": "data:application/pdf;base64,AA=="},
+        expected_exception_type="litellm.exceptions.APIConnectionError",
+        expected_status_code=500,
+        expected_message="OCR is not supported for provider: openai",
+    ),
+    InvalidOcrCase(
+        name="unsupported_reducto_model",
+        model="reducto/parse-v4",
+        document={"type": "document_url", "document_url": "data:application/pdf;base64,AA=="},
+        expected_exception_type="litellm.exceptions.APIConnectionError",
+        expected_status_code=500,
+        expected_message="OCR is not supported for provider: reducto",
+    ),
+    InvalidOcrCase(
+        name="unknown_provider_prefix",
+        model="not_a_provider/model",
+        document={"type": "document_url", "document_url": "data:application/pdf;base64,AA=="},
+        expected_exception_type="litellm.exceptions.BadRequestError",
+        expected_status_code=400,
+        expected_message="LLM Provider NOT provided",
+    ),
+    InvalidOcrCase(
+        name="non_object_document",
+        model="mistral/mistral-ocr-latest",
+        document=[],
+        expected_exception_type="litellm.exceptions.APIConnectionError",
+        expected_status_code=500,
+        expected_message="document must be a dict",
+    ),
+    InvalidOcrCase(
+        name="missing_document_type",
+        model="mistral/mistral-ocr-latest",
+        document={},
+        expected_exception_type="litellm.exceptions.APIConnectionError",
+        expected_status_code=500,
+        expected_message="Invalid document type: None",
+    ),
+    InvalidOcrCase(
+        name="unsupported_document_type",
+        model="mistral/mistral-ocr-latest",
+        document={"type": "text", "text": "not a document"},
+        expected_exception_type="litellm.exceptions.APIConnectionError",
+        expected_status_code=500,
+        expected_message="Invalid document type: text",
+    ),
+    InvalidOcrCase(
+        name="missing_document_url",
+        model="azure_ai/doc-intelligence/prebuilt-read",
+        document={"type": "document_url"},
+        expected_exception_type="litellm.exceptions.APIConnectionError",
+        expected_status_code=500,
+        expected_message="Document URL is required",
+        expected_rust_calls=1,
+    ),
+    InvalidOcrCase(
+        name="missing_image_url",
+        model="azure_ai/doc-intelligence/prebuilt-read",
+        document={"type": "image_url"},
+        expected_exception_type="litellm.exceptions.APIConnectionError",
+        expected_status_code=500,
+        expected_message="Document URL is required",
+        expected_rust_calls=1,
+    ),
+    InvalidOcrCase(
+        name="invalid_request_format",
+        model="mistral/mistral-ocr-latest",
+        document={"type": "document_url", "document_url": "data:application/pdf;base64,AA=="},
+        expected_exception_type="litellm.exceptions.UnsupportedParamsError",
+        expected_status_code=400,
+        expected_message="Invalid `req_format`: 'bogus'",
+        extra_kwargs=(("req_format", "bogus"),),
+    ),
+    InvalidOcrCase(
+        name="invalid_document_intelligence_pages",
+        model="azure_ai/doc-intelligence/prebuilt-read",
+        document={"type": "document_url", "document_url": "data:application/pdf;base64,AA=="},
+        expected_exception_type="litellm.exceptions.APIConnectionError",
+        expected_status_code=500,
+        expected_message="`pages` integers must be >= 0",
+        extra_kwargs=(("pages", [-1]),),
+    ),
+    InvalidOcrCase(
+        name="invalid_document_intelligence_features",
+        model="azure_ai/doc-intelligence/prebuilt-read",
+        document={"type": "document_url", "document_url": "data:application/pdf;base64,AA=="},
+        expected_exception_type="litellm.exceptions.APIConnectionError",
+        expected_status_code=500,
+        expected_message="Invalid `features` for Azure Document Intelligence",
+        extra_kwargs=(("features", [1]),),
+    ),
+)
+
+
+def _call_kwargs(sdk_input: OcrSdkInput, mock_url: str, route: SDKRoute) -> dict[str, object]:
+    return {
+        **sdk_input.as_sdk_kwargs(),
+        "api_base": mock_url,
+        "api_key": API_KEY,
+        "extra_headers": {"x-litellm-parity-route": route.value},
+    }
+
+
+def _execute_sdk_call(
+    call_kwargs: dict[str, object],
+    route: SDKRoute,
+    event_loop: asyncio.AbstractEventLoop,
+) -> SDKReport:
+    import litellm
+
+    try:
+        if route is SDKRoute.OCR:
+            sync_route: Final = cast(Callable[..., OCRResponse], litellm.ocr)
+            response: Final = sync_route(**call_kwargs)
+            return SDKSuccess(response=response.model_dump(mode="json"))
+        async_route: Final = cast(Callable[..., Coroutine[object, object, OCRResponse]], litellm.aocr)
+        async_response: Final = event_loop.run_until_complete(async_route(**call_kwargs))
+        return SDKSuccess(response=async_response.model_dump(mode="json"))
+    except Exception as error:
+        return sdk_error_report(error)
+
+
+def _execute_sdk_case(
+    sdk_input: OcrSdkInput,
+    route: SDKRoute,
+    mock_url: str,
+    event_loop: asyncio.AbstractEventLoop,
+) -> SDKReport:
+    call_kwargs: Final = _call_kwargs(sdk_input, mock_url, route)
+    return _execute_sdk_call(call_kwargs, route, event_loop)
+
+
+def _execute_recorded_sdk_case(
+    sdk_input: OcrSdkInput,
+    route: SDKRoute,
+    mock_url: str,
+    event_loop: asyncio.AbstractEventLoop,
+) -> OCRResponse | SDKError:
+    import litellm
+
+    call_kwargs: Final = _call_kwargs(sdk_input, mock_url, route)
+    try:
+        if route is SDKRoute.OCR:
+            sync_route: Final = cast(Callable[..., OCRResponse], litellm.ocr)
+            return sync_route(**call_kwargs)
+        async_route: Final = cast(Callable[..., Coroutine[object, object, OCRResponse]], litellm.aocr)
+        return event_loop.run_until_complete(async_route(**call_kwargs))
+    except Exception as error:
+        return sdk_error_report(error)
+
+
+def _execute_invalid_sdk_case(
+    case: InvalidOcrCase,
+    route: SDKRoute,
+    mock_url: str,
+    event_loop: asyncio.AbstractEventLoop,
+) -> SDKReport:
+    call_kwargs: Final = {
+        "model": case.model,
+        "document": case.document,
+        "api_base": mock_url,
+        "api_key": API_KEY,
+        "extra_headers": {"x-litellm-parity-route": route.value},
+        **dict(case.extra_kwargs),
+    }
+    return _execute_sdk_call(call_kwargs, route, event_loop)
+
+
+class _RustOcrSpy:
+    def __init__(self, delegate: RustOcr) -> None:
+        self.delegate: Final = delegate
+        self.calls = 0
+
+    def __call__(
+        self,
+        model: str,
+        document: dict[str, object],
+        api_key: str | None,
+        api_base: str | None,
+        custom_llm_provider: str | None,
+        extra_headers: dict[str, object] | None,
+        optional_params: dict[str, object],
+        timeout_seconds: float | None,
+    ) -> dict[str, object]:
+        self.calls += 1
+        return self.delegate(
+            model=model,
+            document=document,
+            api_key=api_key,
+            api_base=api_base,
+            custom_llm_provider=custom_llm_provider,
+            extra_headers=extra_headers,
+            optional_params=optional_params,
+            timeout_seconds=timeout_seconds,
+        )
+
+
+class _RustAocrSpy:
+    def __init__(self, delegate: RustAocr) -> None:
+        self.delegate: Final = delegate
+        self.calls = 0
+
+    async def __call__(
+        self,
+        model: str,
+        document: dict[str, object],
+        api_key: str | None,
+        api_base: str | None,
+        custom_llm_provider: str | None,
+        extra_headers: dict[str, object] | None,
+        optional_params: dict[str, object],
+        timeout_seconds: float | None,
+    ) -> dict[str, object]:
+        self.calls += 1
+        result: Final[Awaitable[dict[str, object]]] = self.delegate(
+            model=model,
+            document=document,
+            api_key=api_key,
+            api_base=api_base,
+            custom_llm_provider=custom_llm_provider,
+            extra_headers=extra_headers,
+            optional_params=optional_params,
+            timeout_seconds=timeout_seconds,
+        )
+        return await result
+
+
+@contextmanager
+def _restore_rust_ocr_state() -> Generator[None]:
+    enabled: Final = rust_ocr_bridge.rust_ocr_enabled()
+    ocr_impl: Final = rust_ocr_bridge._rust_ocr_impl  # pyright: ignore[reportPrivateUsage]  # preserve injected test binding
+    aocr_impl: Final = rust_ocr_bridge._rust_aocr_impl  # pyright: ignore[reportPrivateUsage]  # preserve injected test binding
+    try:
+        yield
+    finally:
+        rust_ocr_bridge.use_litellm_rust(enabled, ocr=ocr_impl, aocr=aocr_impl)
+
+
+def _native_spies() -> tuple[_RustOcrSpy, _RustAocrSpy]:
+    native_bridge: Final = get_native_bridge()
+    if native_bridge is None:
+        pytest.fail("native Rust bridge is required for OCR parity testing")
+    sync_spy: Final = _RustOcrSpy(cast(RustOcr, getattr(native_bridge, "ocr")))
+    async_spy: Final = _RustAocrSpy(cast(RustAocr, getattr(native_bridge, "aocr")))
+    return sync_spy, async_spy
+
+
+@pytest.fixture(scope="module")
+def sdk_workers() -> Generator[tuple[SubprocessWorker, SubprocessWorker]]:
+    runner: Final = SubprocessRunner(
+        entrypoint=Path(__file__),
+        baseline_user_agent=PYTHON_HTTP_SENTINEL,
+        route_label="OCR",
+    )
+    with execution_worker_pair(runner, PYTHON_VARIANT, RUST_VARIANT) as workers:
+        yield workers
+
+
+@pytest.fixture(scope="module")
+def startup_ocr_fixture() -> OcrParityCase:
+    directory: Final = configured_fixture_directory()
+    fixtures: Final = recorded_fixtures(directory, OcrParityCase)
+    if not fixtures:
+        pytest.skip(f"no recorded fixtures in {directory}")
+    return fixtures[0]
+
+
+@pytest.mark.parametrize("route", tuple(SDKRoute), ids=tuple(route.value for route in SDKRoute))
+def test_recorded_ocr_sdk_parity(
+    ocr_fixture: OcrParityCase,
+    route: SDKRoute,
+) -> None:
+    sync_spy, async_spy = _native_spies()
+    event_loop: Final = asyncio.new_event_loop()
+    try:
+        with _restore_rust_ocr_state(), replay_server() as provider:
+            rust_ocr_bridge.use_litellm_rust(False, ocr=sync_spy, aocr=async_spy)
+            rust_ocr_bridge.use_litellm_rust(False)
+            python: Final = run_in_process(
+                provider,
+                ocr_fixture.provider_responses,
+                lambda mock_url: _execute_recorded_sdk_case(ocr_fixture.litellm_input, route, mock_url, event_loop),
+            )
+            assert sync_spy.calls == 0
+            assert async_spy.calls == 0
+
+            rust_ocr_bridge.use_litellm_rust(True)
+            rust: Final = run_in_process(
+                provider,
+                ocr_fixture.provider_responses,
+                lambda mock_url: _execute_recorded_sdk_case(ocr_fixture.litellm_input, route, mock_url, event_loop),
+            )
+    finally:
+        event_loop.close()
+
+    assert sync_spy.calls == (1 if route is SDKRoute.OCR else 0)
+    assert async_spy.calls == (1 if route is SDKRoute.AOCR else 0)
+    assert_request_parity(python.requests, rust.requests)
+    if any(response.status_code >= 400 for response in ocr_fixture.provider_responses):
+        assert isinstance(python.response, SDKError)
+    if isinstance(python.response, SDKError):
+        assert python.response == rust.response
+    else:
+        assert isinstance(rust.response, OCRResponse)
+        assert_model_parity(python.response, rust.response)
+
+
+@pytest.mark.parametrize("case", INVALID_OCR_CASES, ids=tuple(case.name for case in INVALID_OCR_CASES))
+@pytest.mark.parametrize("route", tuple(SDKRoute), ids=tuple(route.value for route in SDKRoute))
+def test_invalid_ocr_sdk_parity(case: InvalidOcrCase, route: SDKRoute) -> None:
+    sync_spy, async_spy = _native_spies()
+    event_loop: Final = asyncio.new_event_loop()
+    try:
+        with _restore_rust_ocr_state(), replay_server() as provider:
+            rust_ocr_bridge.use_litellm_rust(False, ocr=sync_spy, aocr=async_spy)
+            rust_ocr_bridge.use_litellm_rust(False)
+            python: Final = run_in_process(
+                provider,
+                (),
+                lambda mock_url: _execute_invalid_sdk_case(case, route, mock_url, event_loop),
+            )
+            assert sync_spy.calls == 0
+            assert async_spy.calls == 0
+
+            rust_ocr_bridge.use_litellm_rust(True)
+            rust: Final = run_in_process(
+                provider,
+                (),
+                lambda mock_url: _execute_invalid_sdk_case(case, route, mock_url, event_loop),
+            )
+    finally:
+        event_loop.close()
+
+    assert sync_spy.calls == (case.expected_rust_calls if route is SDKRoute.OCR else 0)
+    assert async_spy.calls == (case.expected_rust_calls if route is SDKRoute.AOCR else 0)
+    assert python.requests == ()
+    assert rust.requests == ()
+    assert python.response == rust.response
+    assert isinstance(python.response, SDKError)
+    assert python.response.exception_type == case.expected_exception_type
+    assert python.response.status_code == case.expected_status_code
+    assert case.expected_message in python.response.message
+
+
+def test_ocr_subprocess_startup_smoke(
+    startup_ocr_fixture: OcrParityCase,
+    tmp_path: Path,
+    sdk_workers: tuple[SubprocessWorker, SubprocessWorker],
+) -> None:
+    case_file: Final = tmp_path / "ocr-startup-smoke.json"
+    case_file.write_text(startup_ocr_fixture.model_dump_json(indent=2, exclude_unset=True), encoding="utf-8")
+    python_worker, rust_worker = sdk_workers
+    python: Final = run_execution(
+        python_worker,
+        case_file,
+        SDKRoute.OCR.value,
+        startup_ocr_fixture.provider_responses,
+    )
+    rust: Final = run_execution(
+        rust_worker,
+        case_file,
+        SDKRoute.OCR.value,
+        startup_ocr_fixture.provider_responses,
+    )
+
+    assert_parity(python, rust, PYTHON_HTTP_SENTINEL)
+
+
+def _execute_worker_command(
+    command_json: str,
+    mock_url: str,
+    event_loop: asyncio.AbstractEventLoop,
+) -> WorkerResult:
+    try:
+        command: Final = SDKCommand.model_validate_json(command_json)
+        case_file: Final = Path(command.case_file)
+        route: Final = SDKRoute(command.route)
+        case: Final = OcrParityCase.model_validate_json(case_file.read_text(encoding="utf-8"))
+        return WorkerSuccess(report=_execute_sdk_case(case.litellm_input, route, mock_url, event_loop))
+    except Exception:
+        return WorkerFailure(error=traceback.format_exc())
+
+
+if __name__ == "__main__":
+    if len(sys.argv) != 3 or sys.argv[1] != "--parity-worker":
+        raise SystemExit("usage: test_sdk_parity.py --parity-worker MOCK_URL")
+    parity_worker_main(_execute_worker_command, sys.argv[2])
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/responses/__init__.py b/tests/rust-python-harness/strategies/e2e_parity/sdk/responses/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/rust-python-harness/strategies/e2e_parity/strategy.json b/tests/rust-python-harness/strategies/e2e_parity/strategy.json
new file mode 100644
index 00000000000..d791b9373aa
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/strategy.json
@@ -0,0 +1,50 @@
+{
+  "order": 10,
+  "id": "e2e_parity",
+  "label": "End-to-end parity",
+  "description": "Compare observable Python and Rust SDK behavior over generated and recorded inputs.",
+  "functions": {
+    "ocr": {
+      "coverage": "partial",
+      "selectors": [
+        "tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/test_sdk_parity.py",
+        "tests/test_litellm/ocr/test_rust_bridge.py"
+      ],
+      "note": "Recorded sync/async SDK parity; invalid-model provider errors differ, and Reducto lacks a Rust contract."
+    },
+    "messages": {
+      "coverage": "partial",
+      "selectors": [
+        "tests/test_litellm/anthropic_interface/test_rust_bridge_messages.py"
+      ],
+      "note": "Bridge coverage exists; frozen-oracle fuzz parity is still being added."
+    },
+    "responses": {
+      "coverage": "partial",
+      "selectors": [
+        "tests/test_litellm/responses/test_rust_bridge_websocket.py"
+      ],
+      "note": "Covers the websocket bridge; full responses parity is still being added."
+    },
+    "count_tokens": {
+      "coverage": "planned",
+      "selectors": [],
+      "note": "No Rust count_tokens parity test is present yet."
+    },
+    "chat_completions": {
+      "coverage": "partial",
+      "selectors": [
+        "tests/test_litellm/rust_bridge/test_chat_completions.py"
+      ],
+      "note": "Bridge coverage exists; frozen-oracle fuzz parity is still being added."
+    },
+    "transcription": {
+      "coverage": "partial",
+      "selectors": [
+        "tests/test_litellm/test_audio_transcription_rust_bridge.py"
+      ],
+      "note": "Bridge coverage exists; frozen-oracle fuzz parity is still being added."
+    }
+  },
+  "gateway": {}
+}
diff --git a/tests/rust-python-harness/existing_e2e_test_sdk/README.md b/tests/rust-python-harness/strategies/existing_e2e_test_sdk/README.md
similarity index 100%
rename from tests/rust-python-harness/existing_e2e_test_sdk/README.md
rename to tests/rust-python-harness/strategies/existing_e2e_test_sdk/README.md
diff --git a/tests/rust-python-harness/strategies/existing_e2e_test_sdk/__init__.py b/tests/rust-python-harness/strategies/existing_e2e_test_sdk/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/rust-python-harness/strategies/existing_e2e_test_sdk/runner.py b/tests/rust-python-harness/strategies/existing_e2e_test_sdk/runner.py
new file mode 100644
index 00000000000..f5ea17735fc
--- /dev/null
+++ b/tests/rust-python-harness/strategies/existing_e2e_test_sdk/runner.py
@@ -0,0 +1,26 @@
+from __future__ import annotations
+
+from collections.abc import Sequence
+from pathlib import Path
+
+from ...shared.reporting.models import HarnessCase, HarnessRun
+from ...shared.reporting.pytest_runner import UpdateCallback, run_pytest
+
+
+def run(
+    cases: Sequence[HarnessCase],
+    repo_root: Path,
+    on_update: UpdateCallback,
+    pytest_args: Sequence[str] = (),
+) -> tuple[int, HarnessRun]:
+    return run_pytest(cases, repo_root, on_update, pytest_args)
+
+
+def main(argv: Sequence[str] | None = None) -> int:
+    from ...cli import main as harness_main
+
+    return harness_main(argv, strategy_id="existing_e2e_test_sdk")
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/tests/rust-python-harness/existing_e2e_test_sdk/strategy.json b/tests/rust-python-harness/strategies/existing_e2e_test_sdk/strategy.json
similarity index 100%
rename from tests/rust-python-harness/existing_e2e_test_sdk/strategy.json
rename to tests/rust-python-harness/strategies/existing_e2e_test_sdk/strategy.json
diff --git a/tests/rust-python-harness/strategies/trace_parity/README.md b/tests/rust-python-harness/strategies/trace_parity/README.md
new file mode 100644
index 00000000000..6520a510112
--- /dev/null
+++ b/tests/rust-python-harness/strategies/trace_parity/README.md
@@ -0,0 +1,5 @@
+# Trace Parity
+
+Run independently with `uv run python -m tests.rust-python-harness.strategies.trace_parity.runner --plain`. Configure SDK and gateway selectors in `strategy.json`; keep API-specific execution and fixtures in their owning surface folder
+
+See [the harness guide](../../README.md) for coverage status and shared comparison tools
diff --git a/tests/rust-python-harness/strategies/trace_parity/__init__.py b/tests/rust-python-harness/strategies/trace_parity/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/rust-python-harness/strategies/trace_parity/gateway/__init__.py b/tests/rust-python-harness/strategies/trace_parity/gateway/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/rust-python-harness/strategies/trace_parity/runner.py b/tests/rust-python-harness/strategies/trace_parity/runner.py
new file mode 100644
index 00000000000..127bf5dce40
--- /dev/null
+++ b/tests/rust-python-harness/strategies/trace_parity/runner.py
@@ -0,0 +1,26 @@
+from __future__ import annotations
+
+from collections.abc import Sequence
+from pathlib import Path
+
+from ...shared.reporting.models import HarnessCase, HarnessRun
+from ...shared.reporting.pytest_runner import UpdateCallback, run_pytest
+
+
+def run(
+    cases: Sequence[HarnessCase],
+    repo_root: Path,
+    on_update: UpdateCallback,
+    pytest_args: Sequence[str] = (),
+) -> tuple[int, HarnessRun]:
+    return run_pytest(cases, repo_root, on_update, pytest_args)
+
+
+def main(argv: Sequence[str] | None = None) -> int:
+    from ...cli import main as harness_main
+
+    return harness_main(argv, strategy_id="trace_parity")
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/tests/rust-python-harness/strategies/trace_parity/sdk/__init__.py b/tests/rust-python-harness/strategies/trace_parity/sdk/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/rust-python-harness/strategies/trace_parity/strategy.json b/tests/rust-python-harness/strategies/trace_parity/strategy.json
new file mode 100644
index 00000000000..9b67d8570cc
--- /dev/null
+++ b/tests/rust-python-harness/strategies/trace_parity/strategy.json
@@ -0,0 +1,33 @@
+{
+  "order": 20,
+  "id": "trace_parity",
+  "label": "Trace parity",
+  "description": "Compare mapped operations, call counts, and required execution ordering.",
+  "functions": {
+    "ocr": {
+      "coverage": "planned",
+      "selectors": []
+    },
+    "messages": {
+      "coverage": "planned",
+      "selectors": []
+    },
+    "chat_completions": {
+      "coverage": "planned",
+      "selectors": []
+    },
+    "responses": {
+      "coverage": "planned",
+      "selectors": []
+    },
+    "count_tokens": {
+      "coverage": "planned",
+      "selectors": []
+    },
+    "transcription": {
+      "coverage": "planned",
+      "selectors": []
+    }
+  },
+  "gateway": {}
+}
diff --git a/tests/rust-python-harness/strategies/unit_tests/README.md b/tests/rust-python-harness/strategies/unit_tests/README.md
new file mode 100644
index 00000000000..bd37072ae4b
--- /dev/null
+++ b/tests/rust-python-harness/strategies/unit_tests/README.md
@@ -0,0 +1,7 @@
+# Unit tests
+
+Run independently with `uv run python -m tests.rust-python-harness.strategies.unit_tests.runner --plain`. Configure a `unit_suite` for each mapped API in `strategy.json`
+
+The runner combines mapping validation, Python tests in separate verified backend processes, and Cargo tests. It reports missing and ambiguous counterparts. Native Rust tests and existing Python tests stay in their original locations
+
+See [the suite format](../../README.md#configure-cases) for configuration. No complete API mapping is configured yet
diff --git a/tests/rust-python-harness/strategies/unit_tests/ledgers/ocr/ocr_test_ledger.json b/tests/rust-python-harness/strategies/unit_tests/ledgers/ocr/ocr_test_ledger.json
index e617ddf8f94..1ceb79b52bc 100644
--- a/tests/rust-python-harness/strategies/unit_tests/ledgers/ocr/ocr_test_ledger.json
+++ b/tests/rust-python-harness/strategies/unit_tests/ledgers/ocr/ocr_test_ledger.json
@@ -20,1065 +20,192 @@
     "litellm-rust/crates/ai-gateway/src/integrations/custom_logger/mod.rs"
   ],
   "entries": [
-    {
-      "python_file": "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py",
-      "python_test": "test_should_encode_azure_document_intelligence_model_id",
-      "status": "unmapped",
-      "reason": "model-id URL percent-encoding has no Rust test; Rust only tests pages/features query building"
-    },
-    {
-      "python_file": "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py",
-      "python_test": "test_should_reject_dot_segment_azure_document_intelligence_model_id",
-      "status": "unmapped",
-      "reason": "model-id dot-segment validation has no Rust test"
-    },
-    {
-      "python_file": "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py",
-      "python_test": "test_transform_ocr_response_preserves_azure_native_fields",
-      "status": "mapped",
-      "rust_file": "litellm-rust/crates/core/src/providers/azure_ai/ocr/transformation.rs",
-      "rust_test": "document_intelligence_response_normalizes_pages",
-      "justification": "both assert page markdown, dimension (inch-to-pixel) normalization, and usage_info.pages_processed from the same Azure succeeded response shape"
-    },
-    {
-      "python_file": "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py",
-      "python_test": "test_async_transform_ocr_response_preserves_azure_native_fields",
-      "status": "mapped",
-      "rust_file": "litellm-rust/crates/core/src/providers/azure_ai/ocr/transformation.rs",
-      "rust_test": "document_intelligence_response_normalizes_pages",
-      "justification": "async twin of the sync case above, same underlying transform is exercised on the Rust side"
-    },
-    {
-      "python_file": "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py",
-      "python_test": "test_transform_ocr_response_tolerates_missing_native_fields",
-      "status": "unmapped",
-      "reason": "tables/keyValuePairs absence tolerance is not asserted by the Rust response test"
-    },
-    {
-      "python_file": "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py",
-      "python_test": "test_transform_ocr_response_non_succeeded_status_raises",
-      "status": "unmapped",
-      "reason": "no Rust test asserts on a non-succeeded Azure DI status"
-    },
-    {
-      "python_file": "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py",
-      "python_test": "test_get_supported_ocr_params_includes_features",
-      "status": "unmapped",
-      "reason": "supported-params list content has no Rust equivalent for Azure"
-    },
-    {
-      "python_file": "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py",
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-      "reason": "native req_format raw-operation passthrough is not tested in Rust"
-    },
-    {
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-      "reason": "native req_format raw-operation passthrough is not tested in Rust"
-    },
-    {
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-      "reason": "req_format gating of raw-operation output has no Rust test"
-    },
-    {
-      "python_file": "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py",
-      "python_test": "test_map_ocr_params_passes_through_req_format",
-      "status": "unmapped",
-      "reason": "req_format passthrough in map_ocr_params has no Rust test"
-    },
-    {
-      "python_file": "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py",
-      "python_test": "test_map_ocr_params_rejects_unknown_req_format_as_bad_request",
-      "status": "unmapped",
-      "reason": "req_format validation error path has no Rust test"
-    },
-    {
-      "python_file": "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py",
-      "python_test": "test_get_complete_url_omits_req_format_query_param",
-      "status": "unmapped",
-      "reason": "no Rust test asserts req_format is excluded from the built URL"
-    },
-    {
-      "python_file": "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py",
-      "python_test": "test_map_ocr_params_features",
-      "status": "unmapped",
-      "reason": "features-string normalization in map_ocr_params has no Rust test"
-    },
-    {
-      "python_file": "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py",
-      "python_test": "test_map_ocr_params_empty_features_list_omitted",
-      "status": "unmapped",
-      "reason": "empty-features omission has no Rust test"
-    },
-    {
-      "python_file": "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py",
-      "python_test": "test_map_ocr_params_invalid_features_raises",
-      "status": "unmapped",
-      "reason": "features validation error path has no Rust test"
-    },
-    {
-      "python_file": "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py",
-      "python_test": "test_get_complete_url_appends_features_query",
-      "status": "unmapped",
-      "reason": "features query-param construction has no Rust test"
-    },
-    {
-      "python_file": "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py",
-      "python_test": "test_get_complete_url_combines_pages_and_features",
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-    },
-    {
-      "python_file": "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py",
-      "python_test": "test_validate_environment_uses_subscription_key",
-      "status": "unmapped",
-      "reason": "Python-side header derivation from litellm_params; Rust's poll test only checks the header is present, not how it was resolved"
-    },
-    {
-      "python_file": "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py",
-      "python_test": "test_validate_environment_falls_back_to_entra_token",
-      "status": "unmapped",
-      "reason": "Entra bearer-token fallback logic has no Rust test"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_ocr_azure_document_intelligence_api_base.py",
-      "python_test": "TestIsAzureDocumentIntelligenceModel::test_matches_doc_intelligence_route",
-      "status": "unmapped",
-      "reason": "model-route string matching is Python-only dispatch logic"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_ocr_azure_document_intelligence_api_base.py",
-      "python_test": "TestIsAzureDocumentIntelligenceModel::test_matches_documentintelligence_and_is_case_insensitive",
-      "status": "unmapped",
-      "reason": "model-route string matching is Python-only dispatch logic"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_ocr_azure_document_intelligence_api_base.py",
-      "python_test": "TestIsAzureDocumentIntelligenceModel::test_does_not_match_mistral_route",
-      "status": "unmapped",
-      "reason": "model-route string matching is Python-only dispatch logic"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_ocr_azure_document_intelligence_api_base.py",
-      "python_test": "TestDocIntelligenceApiBaseResolution::test_generic_azure_ai_base_does_not_hijack_doc_intelligence",
-      "status": "unmapped",
-      "reason": "api_base resolution from the secret manager runs before the Rust bridge is called, no Rust test exists for it"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_ocr_azure_document_intelligence_api_base.py",
-      "python_test": "TestDocIntelligenceApiBaseResolution::test_explicit_api_base_is_honoured_for_doc_intelligence",
-      "status": "unmapped",
-      "reason": "api_base precedence resolution is Python-only"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_ocr_azure_document_intelligence_api_base.py",
-      "python_test": "TestDocIntelligenceApiBaseResolution::test_generic_azure_ai_base_still_applies_to_mistral_ocr",
-      "status": "unmapped",
-      "reason": "api_base precedence resolution is Python-only"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_rust_bridge.py",
-      "python_test": "test_use_litellm_rust_toggles_flag",
-      "status": "unmapped",
-      "reason": "bridge-plumbing: Python-side feature-flag toggle, no Rust equivalent"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_rust_bridge.py",
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-      "status": "unmapped",
-      "reason": "bridge-plumbing: Python-side env-var flag gating"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_rust_bridge.py",
-      "python_test": "test_load_rust_ocr_returns_injected_impl",
-      "status": "unmapped",
-      "reason": "bridge-plumbing: dependency-injection test hook, not provider behavior"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_rust_bridge.py",
-      "python_test": "test_native_bridge_loader_returns_none_when_extension_absent",
-      "status": "unmapped",
-      "reason": "bridge-plumbing: native-extension import/loader fallback"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_rust_bridge.py",
-      "python_test": "test_native_bridge_loader_caches_absent_extension",
-      "status": "unmapped",
-      "reason": "bridge-plumbing: loader caching behavior"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_rust_bridge.py",
-      "python_test": "test_native_bridge_available_reflects_loader",
-      "status": "unmapped",
-      "reason": "bridge-plumbing: loader availability check"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_rust_bridge.py",
-      "python_test": "test_load_rust_aocr_returns_injected_impl",
-      "status": "unmapped",
-      "reason": "bridge-plumbing: dependency-injection test hook"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_rust_bridge.py",
-      "python_test": "test_toggle_without_ocr_arg_preserves_injected_impl",
-      "status": "unmapped",
-      "reason": "bridge-plumbing: injected-impl state retention regression"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_rust_bridge.py",
-      "python_test": "test_explicit_ocr_none_clears_injected_impl",
-      "status": "unmapped",
-      "reason": "bridge-plumbing: injected-impl clearing behavior"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_rust_bridge.py",
-      "python_test": "test_load_rust_ocr_none_when_extension_absent",
-      "status": "unmapped",
-      "reason": "bridge-plumbing: degrade path when the native extension is missing"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_rust_bridge.py",
-      "python_test": "test_load_rust_ocr_uses_compiled_extension",
-      "status": "unmapped",
-      "reason": "bridge-plumbing: native module resolution"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_rust_bridge.py",
-      "python_test": "test_timeout_to_seconds_handles_float_timeout_and_none",
-      "status": "unmapped",
-      "reason": "bridge-plumbing: Python-side timeout normalization helper"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_rust_bridge.py",
-      "python_test": "test_bridge_wrapper_forwards_prepared_args_and_wraps_response",
-      "status": "unmapped",
-      "reason": "bridge-plumbing: wrapper argument forwarding, asserted against a fake bridge not the real Rust code"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_rust_bridge.py",
-      "python_test": "test_bridge_wrapper_forwards_prepared_async_args_and_wraps_response",
-      "status": "unmapped",
-      "reason": "bridge-plumbing: async wrapper argument forwarding"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_rust_bridge.py",
-      "python_test": "test_run_rust_ocr_prepares_request_and_wraps_response",
-      "status": "unmapped",
-      "reason": "bridge-plumbing: request preparation and response wrapping in Python"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_rust_bridge.py",
-      "python_test": "test_run_rust_ocr_resolves_key_via_secret_manager_when_missing",
-      "status": "unmapped",
-      "reason": "secret-manager: API key resolution happens in Python before the bridge is invoked"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_rust_bridge.py",
-      "python_test": "test_run_rust_ocr_prefers_explicit_key_over_resolver",
-      "status": "unmapped",
-      "reason": "secret-manager: key precedence resolution"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_rust_bridge.py",
-      "python_test": "test_run_rust_ocr_uses_provider_api_key_env_var",
-      "status": "unmapped",
-      "reason": "secret-manager: provider-specific env var name resolution"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_rust_bridge.py",
-      "python_test": "test_prepare_rust_ocr_call_forwards_vertex_routing_metadata",
-      "status": "unmapped",
-      "reason": "secret-manager: vertex routing metadata merge happens in Python"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_rust_bridge.py",
-      "python_test": "test_prepare_rust_ocr_call_resolves_vertex_routing_metadata_from_secret_manager",
-      "status": "unmapped",
-      "reason": "secret-manager: vertex project/location resolution"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_rust_bridge.py",
-      "python_test": "test_prepare_rust_ocr_call_resolves_azure_ai_api_base_from_secret_manager",
-      "status": "unmapped",
-      "reason": "secret-manager: azure_ai api_base resolution"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_rust_bridge.py",
-      "python_test": "test_prepare_rust_ocr_call_resolves_document_intelligence_endpoint",
-      "status": "unmapped",
-      "reason": "secret-manager: doc-intelligence endpoint resolution"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_rust_bridge.py",
-      "python_test": "test_run_rust_ocr_runs_pre_call_logging",
-      "status": "unmapped",
-      "reason": "bridge-plumbing: Python logging-object pre_call invocation"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_rust_bridge.py",
-      "python_test": "test_ocr_routes_to_rust_when_enabled",
-      "status": "unmapped",
-      "reason": "bridge-plumbing: routing to a fake bridge, not the real Rust transform"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_rust_bridge.py",
-      "python_test": "test_ocr_routes_azure_ai_to_rust_when_enabled",
-      "status": "unmapped",
-      "reason": "bridge-plumbing: provider-prefix stripping before routing"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_rust_bridge.py",
-      "python_test": "test_ocr_rust_path_converts_file_document_before_bridge",
-      "status": "unmapped",
-      "reason": "file-normalization: raw-bytes-to-data-URI conversion happens in Python before the bridge call"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_rust_bridge.py",
-      "python_test": "test_ocr_exception_type_uses_resolved_provider_context",
-      "status": "unmapped",
-      "reason": "bridge-plumbing: Python exception-type mapping on bridge failure"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_rust_bridge.py",
-      "python_test": "test_aocr_routes_to_async_rust_when_enabled",
-      "status": "unmapped",
-      "reason": "bridge-plumbing: async routing to a fake bridge"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_rust_bridge.py",
-      "python_test": "test_aocr_exception_type_uses_resolved_provider_context",
-      "status": "unmapped",
-      "reason": "bridge-plumbing: async exception-type mapping on bridge failure"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_rust_bridge.py",
-      "python_test": "test_ocr_does_not_route_to_rust_when_disabled",
-      "status": "unmapped",
-      "reason": "bridge-plumbing: Python control flow for the toggle-disabled branch, no Rust-owned behavior runs"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_rust_bridge.py",
-      "python_test": "test_ocr_falls_back_to_python_when_bridge_unavailable",
-      "status": "unmapped",
-      "reason": "bridge-plumbing: Python-only fallback when the compiled Rust extension is absent, Rust cannot test its own absence"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_rust_bridge.py",
-      "python_test": "test_ocr_forwards_timeout_to_rust",
-      "status": "unmapped",
-      "reason": "bridge-plumbing: asserts the Python call site forwards a timeout kwarg, Rust receives an already-constructed request"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_rust_bridge.py",
-      "python_test": "test_ocr_passes_default_request_timeout_to_rust",
-      "status": "unmapped",
-      "reason": "bridge-plumbing: asserts the Python call site supplies a default timeout kwarg, no Rust equivalent"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_rust_bridge.py",
-      "python_test": "test_ocr_provider_configs_expose_api_key_env_vars",
-      "status": "unmapped",
-      "reason": "asserts per-provider get_api_key_env_var() strings; the closest Rust test (ocr_dispatch_supports_migrated_providers) asserts provider dispatch/param resolution instead, not API key env var names"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_ocr_file_input.py",
-      "python_test": "TestGetMimeType::test_should_detect_pdf_mime_type",
-      "status": "unmapped",
-      "reason": "file-normalization: MIME detection is Python-only preprocessing before the bridge call"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_ocr_file_input.py",
-      "python_test": "TestGetMimeType::test_should_detect_png_mime_type",
-      "status": "unmapped",
-      "reason": "file-normalization: MIME detection"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_ocr_file_input.py",
-      "python_test": "TestGetMimeType::test_should_detect_jpg_mime_type",
-      "status": "unmapped",
-      "reason": "file-normalization: MIME detection"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_ocr_file_input.py",
-      "python_test": "TestGetMimeType::test_should_detect_jpeg_mime_type",
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-      "reason": "file-normalization: MIME detection"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_ocr_file_input.py",
-      "python_test": "TestGetMimeType::test_should_detect_gif_mime_type",
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-      "reason": "file-normalization: MIME detection"
-    },
-    {
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-    },
-    {
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-    },
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-    },
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-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_ocr_file_input.py",
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-    },
-    {
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-    },
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-    },
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-    },
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-      "reason": "proxy-layer multipart form-field injection guard, a different mechanism than Rust's URL-fetch SSRF guard"
-    },
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-      "python_test": "TestGetSupportedOcrParams::test_extract_header_in_supported_params",
-      "status": "mapped",
-      "rust_file": "litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs",
-      "rust_test": "extract_header_is_a_supported_ocr_param",
-      "justification": "both assert extract_header appears in the Mistral supported OCR params list"
-    },
-    {
-      "python_file": "tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py",
-      "python_test": "TestGetSupportedOcrParams::test_extract_footer_in_supported_params",
-      "status": "mapped",
-      "rust_file": "litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs",
-      "rust_test": "extract_footer_is_a_supported_ocr_param",
-      "justification": "both assert extract_footer appears in the Mistral supported OCR params list"
-    },
-    {
-      "python_file": "tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py",
-      "python_test": "TestGetSupportedOcrParams::test_existing_params_still_present",
-      "status": "mapped",
-      "rust_file": "litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs",
-      "rust_test": "existing_ocr_params_remain_supported",
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-    },
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-      "python_test": "TestMapOcrParams::test_extract_header_passed_through",
-      "status": "mapped",
-      "rust_file": "litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs",
-      "rust_test": "map_ocr_params_forwards_extract_header",
-      "justification": "both assert extract_header alone survives map_ocr_params unchanged"
-    },
-    {
-      "python_file": "tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py",
-      "python_test": "TestMapOcrParams::test_extract_footer_passed_through",
-      "status": "mapped",
-      "rust_file": "litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs",
-      "rust_test": "map_ocr_params_forwards_extract_footer",
-      "justification": "both assert extract_footer alone survives map_ocr_params unchanged"
-    },
-    {
-      "python_file": "tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py",
-      "python_test": "TestMapOcrParams::test_extract_header_and_footer_together",
-      "status": "mapped",
-      "rust_file": "litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs",
-      "rust_test": "map_ocr_params_forwards_extract_header_and_footer",
-      "justification": "both assert header and footer passed together are both forwarded with their given values"
-    },
-    {
-      "python_file": "tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py",
-      "python_test": "TestMapOcrParams::test_unknown_param_is_dropped",
-      "status": "mapped",
-      "rust_file": "litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs",
-      "rust_test": "map_ocr_params_drops_unknown_params",
-      "justification": "both assert an unrecognized param key is dropped while a known one is kept"
-    },
-    {
-      "python_file": "tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py",
-      "python_test": "TestNewSupportedParams::test_new_param_in_supported_list",
-      "status": "mapped",
-      "rust_file": "litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs",
-      "rust_test": "new_ocr_params_are_supported",
-      "justification": "both assert each OCR4 param is in the supported list"
-    },
-    {
-      "python_file": "tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py",
-      "python_test": "TestNewParamsMapOcr::test_new_param_passed_through",
-      "status": "mapped",
-      "rust_file": "litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs",
-      "rust_test": "map_ocr_params_forwards_new_ocr_params",
-      "justification": "both assert each OCR4 param/value pair survives map_ocr_params unchanged"
-    },
-    {
-      "python_file": "tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py",
-      "python_test": "TestTransformOcrRequest::test_param_included_in_request_body",
-      "status": "mapped",
-      "rust_file": "litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs",
-      "rust_test": "transform_ocr_request_includes_each_optional_param",
-      "justification": "both assert each optional param value lands in the built request body alongside model/document with no files"
-    },
-    {
-      "python_file": "tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py",
-      "python_test": "TestTransformOcrRequest::test_multiple_new_params_together",
-      "status": "mapped",
-      "rust_file": "litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs",
-      "rust_test": "transform_ocr_request_includes_multiple_new_params",
-      "justification": "both assert multiple OCR4 params passed together all land in the same request body"
-    },
-    {
-      "python_file": "tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py",
-      "python_test": "TestTransformOcrResponseOcr4Fields::test_blocks_and_confidence_scores_preserved",
-      "status": "mapped",
-      "rust_file": "litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs",
-      "rust_test": "transform_ocr_response_preserves_blocks_and_confidence_scores",
-      "justification": "both assert blocks and confidence_scores survive the OCR response transform on the returned page"
-    },
-    {
-      "python_file": "tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py",
-      "python_test": "TestTransformOcrResponseOcr4Fields::test_ocr4_fields_survive_model_dump",
-      "status": "mapped",
-      "rust_file": "litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs",
-      "rust_test": "transform_ocr_response_preserves_ocr4_page_fields",
-      "justification": "both assert tables, hyperlinks, header and footer survive the OCR response transform on the returned page"
-    },
-    {
-      "python_file": "tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_cost.py",
-      "python_test": "test_model_info_ocr4_price",
-      "status": "unmapped",
-      "reason": "cost-calc: pricing/model-info lookup is Python-only"
-    },
-    {
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-      "python_test": "test_ocr4_cost_scales_with_pages",
-      "status": "unmapped",
-      "reason": "cost-calc: per-page pricing math is Python-only"
-    },
-    {
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-      "python_test": "test_ocr3_pricing_entry",
-      "status": "unmapped",
-      "reason": "cost-calc: cost-map JSON entry validation is Python-only"
-    },
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-      "python_test": "test_ocr3_model_info_price",
-      "status": "unmapped",
-      "reason": "cost-calc: pricing/model-info lookup is Python-only"
-    },
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-      "python_test": "test_ocr3_cost_scales_with_pages",
-      "status": "unmapped",
-      "reason": "cost-calc: per-page pricing math is Python-only"
-    },
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-      "python_test": "test_ocr3_bills_ocr_and_annotation_pages_at_their_own_rates",
-      "status": "unmapped",
-      "reason": "cost-calc: mixed-rate billing math is Python-only"
-    },
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-    },
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-      "python_test": "test_ocr3_bills_annotation_pages_when_pages_processed_missing",
-      "status": "unmapped",
-      "reason": "cost-calc: fallback billing math is Python-only"
-    },
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-      "python_test": "test_azure_doc_ai_annotation_pages_fall_back_to_ocr_rate",
-      "status": "unmapped",
-      "reason": "cost-calc: fallback billing math is Python-only"
-    },
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-      "python_test": "test_rust_ocr_serves_default_format",
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-      "reason": "request-format gating decision is made in Python before the Rust bridge is ever invoked"
-    },
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-      "python_test": "test_rust_ocr_skipped_for_native_format",
-      "status": "unmapped",
-      "reason": "request-format gating decision is made in Python before the Rust bridge is ever invoked"
-    },
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-      "python_test": "test_native_format_rejected_for_provider_without_support_as_bad_request",
-      "status": "unmapped",
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-    },
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-      "status": "unmapped",
-      "reason": "req_format validation error path is Python-only"
-    },
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-      "python_test": "TestHandlerDiscovery::test_handler_discovered_for_ocr",
-      "status": "unmapped",
-      "reason": "guardrail-translation handler discovery is a Python proxy-layer concern"
-    },
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-      "status": "unmapped",
-      "reason": "guardrail-translation handler discovery is a Python proxy-layer concern"
-    },
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-      "python_test": "TestInputProcessing::test_process_document_url",
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-      "reason": "scoped to the Python translation handler, not the Rust gateway's guardrail hook lifecycle"
-    },
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-      "status": "unmapped",
-      "reason": "scoped to the Python translation handler, not the Rust gateway's guardrail hook lifecycle"
-    },
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-      "status": "unmapped",
-      "reason": "scoped to the Python translation handler, not the Rust gateway's guardrail hook lifecycle"
-    },
-    {
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-      "status": "unmapped",
-      "reason": "scoped to the Python translation handler, not the Rust gateway's guardrail hook lifecycle"
-    },
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-      "status": "unmapped",
-      "reason": "scoped to the Python translation handler, not the Rust gateway's guardrail hook lifecycle"
-    },
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-      "python_test": "TestOutputProcessing::test_process_single_page",
-      "status": "unmapped",
-      "reason": "scoped to the Python translation handler, not the Rust gateway's guardrail hook lifecycle"
-    },
-    {
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-      "python_test": "TestOutputProcessing::test_process_multiple_pages",
-      "status": "unmapped",
-      "reason": "scoped to the Python translation handler, not the Rust gateway's guardrail hook lifecycle"
-    },
-    {
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-      "python_test": "TestOutputProcessing::test_process_empty_pages",
-      "status": "unmapped",
-      "reason": "scoped to the Python translation handler, not the Rust gateway's guardrail hook lifecycle"
-    },
-    {
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-      "python_test": "TestOutputProcessing::test_process_page_with_empty_markdown",
-      "status": "unmapped",
-      "reason": "scoped to the Python translation handler, not the Rust gateway's guardrail hook lifecycle"
-    },
-    {
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-      "python_test": "TestOutputProcessing::test_process_preserves_page_metadata",
-      "status": "unmapped",
-      "reason": "scoped to the Python translation handler, not the Rust gateway's guardrail hook lifecycle"
-    },
-    {
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-      "python_test": "TestOutputProcessing::test_output_blocking_guardrail",
-      "status": "unmapped",
-      "reason": "scoped to the Python translation handler, not the Rust gateway's guardrail hook lifecycle"
-    },
-    {
-      "python_file": "tests/test_litellm/llms/ocr/guardrail_translation/test_ocr_guardrail_handler.py",
-      "python_test": "TestPIIMaskingScenario::test_pii_masking_in_ocr_pages",
-      "status": "unmapped",
-      "reason": "PII redaction in the translation handler has no Rust equivalent"
-    },
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-      "python_test": "test_should_read_req_format_from_header",
-      "status": "unmapped",
-      "reason": "proxy-layer header parsing has no Rust equivalent"
-    },
-    {
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-      "python_test": "test_should_prefer_body_req_format_over_header",
-      "status": "unmapped",
-      "reason": "proxy-layer body-vs-header precedence has no Rust equivalent"
-    },
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-      "python_test": "test_should_omit_req_format_when_header_absent",
-      "status": "unmapped",
-      "reason": "proxy-layer parsing has no Rust equivalent"
-    },
-    {
-      "python_file": "tests/test_litellm/proxy/ocr_endpoints/test_endpoints.py",
-      "python_test": "test_should_reject_unknown_req_format",
-      "status": "unmapped",
-      "reason": "proxy-layer validation has no Rust equivalent"
-    },
-    {
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-      "python_test": "test_should_return_native_payload_with_litellm_response_headers",
-      "status": "unmapped",
-      "reason": "proxy-layer response construction has no Rust equivalent"
-    },
-    {
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-      "python_test": "test_should_return_normalized_response_when_no_native_payload",
-      "status": "unmapped",
-      "reason": "proxy-layer response construction has no Rust equivalent"
-    },
-    {
-      "python_file": "tests/test_litellm/ocr/test_rust_bridge.py",
-      "python_test": "test_explicit_false_overrides_process_enable",
-      "status": "unmapped",
-      "reason": "bridge-plumbing: asserts the explicit-per-request rust:False override wins over the Python process flag, no Rust-owned behavior runs"
-    }
+    {"python_file": "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py", "python_test": "test_should_encode_azure_document_intelligence_model_id", "status": "unmapped", "reason": "model-id URL percent-encoding has no Rust test; Rust only tests pages/features query building"},
+    {"python_file": "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py", "python_test": "test_should_reject_dot_segment_azure_document_intelligence_model_id", "status": "unmapped", "reason": "model-id dot-segment validation has no Rust test"},
+    {"python_file": "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py", "python_test": "test_transform_ocr_response_preserves_azure_native_fields", "status": "mapped", "rust_file": "litellm-rust/crates/core/src/providers/azure_ai/ocr/transformation.rs", "rust_test": "document_intelligence_response_normalizes_pages", "justification": "both assert page markdown, dimension (inch-to-pixel) normalization, and usage_info.pages_processed from the same Azure succeeded response shape"},
+    {"python_file": "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py", "python_test": "test_async_transform_ocr_response_preserves_azure_native_fields", "status": "mapped", "rust_file": "litellm-rust/crates/core/src/providers/azure_ai/ocr/transformation.rs", "rust_test": "document_intelligence_response_normalizes_pages", "justification": "async twin of the sync case above, same underlying transform is exercised on the Rust side"},
+    {"python_file": "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py", "python_test": "test_transform_ocr_response_tolerates_missing_native_fields", "status": "unmapped", "reason": "tables/keyValuePairs absence tolerance is not asserted by the Rust response test"},
+    {"python_file": "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py", "python_test": "test_transform_ocr_response_non_succeeded_status_raises", "status": "unmapped", "reason": "no Rust test asserts on a non-succeeded Azure DI status"},
+    {"python_file": "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py", "python_test": "test_get_supported_ocr_params_includes_features", "status": "unmapped", "reason": "supported-params list content has no Rust equivalent for Azure"},
+    {"python_file": "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py", "python_test": "test_transform_ocr_response_native_format_carries_raw_operation", "status": "unmapped", "reason": "native req_format raw-operation passthrough is not tested in Rust"},
+    {"python_file": "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py", "python_test": "test_async_transform_ocr_response_native_format_carries_raw_operation", "status": "unmapped", "reason": "native req_format raw-operation passthrough is not tested in Rust"},
+    {"python_file": "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py", "python_test": "test_transform_ocr_response_default_format_omits_raw_operation", "status": "unmapped", "reason": "req_format gating of raw-operation output has no Rust test"},
+    {"python_file": "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py", "python_test": "test_map_ocr_params_passes_through_req_format", "status": "unmapped", "reason": "req_format passthrough in map_ocr_params has no Rust test"},
+    {"python_file": "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py", "python_test": "test_map_ocr_params_rejects_unknown_req_format_as_bad_request", "status": "unmapped", "reason": "req_format validation error path has no Rust test"},
+    {"python_file": "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py", "python_test": "test_get_complete_url_omits_req_format_query_param", "status": "unmapped", "reason": "no Rust test asserts req_format is excluded from the built URL"},
+    {"python_file": "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py", "python_test": "test_map_ocr_params_features", "status": "mapped", "rust_file": "litellm-rust/crates/core/src/providers/azure_ai/ocr/transformation.rs", "rust_test": "document_intelligence_url_normalizes_features", "justification": "both normalize comma-separated feature names and whitespace; Python does this during parameter mapping and Rust during URL construction"},
+    {"python_file": "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py", "python_test": "test_map_ocr_params_empty_features_list_omitted", "status": "mapped", "rust_file": "litellm-rust/crates/core/src/providers/azure_ai/ocr/transformation.rs", "rust_test": "document_intelligence_url_omits_empty_feature_list", "justification": "both omit empty feature lists from the outgoing request; Python removes the parameter and Rust omits the query field"},
+    {"python_file": "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py", "python_test": "test_map_ocr_params_invalid_features_raises", "status": "mapped", "rust_file": "litellm-rust/crates/core/src/providers/azure_ai/ocr/transformation.rs", "rust_test": "document_intelligence_url_rejects_invalid_features", "justification": "both reject malformed feature values, including query injection, empty strings, and objects before sending the request"},
+    {"python_file": "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py", "python_test": "test_get_complete_url_appends_features_query", "status": "mapped", "rust_file": "litellm-rust/crates/core/src/providers/azure_ai/ocr/transformation.rs", "rust_test": "document_intelligence_url_normalizes_features", "justification": "both assert the selected feature names appear in the outgoing features query parameter"},
+    {"python_file": "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py", "python_test": "test_get_complete_url_combines_pages_and_features", "status": "mapped", "rust_file": "litellm-rust/crates/core/src/providers/azure_ai/ocr/transformation.rs", "rust_test": "document_intelligence_url_combines_pages_and_feature_list", "justification": "both combine zero-based pages [0, 1, 2] with keyValuePairs and languages into pages=1,2,3 and features=keyValuePairs,languages"},
+    {"python_file": "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py", "python_test": "test_validate_environment_uses_subscription_key", "status": "unmapped", "reason": "Python-side header derivation from litellm_params; Rust's poll test only checks the header is present, not how it was resolved"},
+    {"python_file": "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py", "python_test": "test_validate_environment_falls_back_to_entra_token", "status": "unmapped", "reason": "Entra bearer-token fallback logic has no Rust test"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_azure_document_intelligence_api_base.py", "python_test": "TestIsAzureDocumentIntelligenceModel::test_matches_doc_intelligence_route", "status": "unmapped", "reason": "model-route string matching is Python-only dispatch logic"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_azure_document_intelligence_api_base.py", "python_test": "TestIsAzureDocumentIntelligenceModel::test_matches_documentintelligence_and_is_case_insensitive", "status": "unmapped", "reason": "model-route string matching is Python-only dispatch logic"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_azure_document_intelligence_api_base.py", "python_test": "TestIsAzureDocumentIntelligenceModel::test_does_not_match_mistral_route", "status": "unmapped", "reason": "model-route string matching is Python-only dispatch logic"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_azure_document_intelligence_api_base.py", "python_test": "TestDocIntelligenceApiBaseResolution::test_generic_azure_ai_base_does_not_hijack_doc_intelligence", "status": "unmapped", "reason": "api_base resolution from the secret manager runs before the Rust bridge is called, no Rust test exists for it"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_azure_document_intelligence_api_base.py", "python_test": "TestDocIntelligenceApiBaseResolution::test_explicit_api_base_is_honoured_for_doc_intelligence", "status": "unmapped", "reason": "api_base precedence resolution is Python-only"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_azure_document_intelligence_api_base.py", "python_test": "TestDocIntelligenceApiBaseResolution::test_generic_azure_ai_base_still_applies_to_mistral_ocr", "status": "unmapped", "reason": "api_base precedence resolution is Python-only"},
+
+    {"python_file": "tests/test_litellm/ocr/test_rust_bridge.py", "python_test": "test_use_litellm_rust_toggles_flag", "status": "unmapped", "reason": "bridge-plumbing: Python-side feature-flag toggle, no Rust equivalent"},
+    {"python_file": "tests/test_litellm/ocr/test_rust_bridge.py", "python_test": "test_env_var_enables_rust_ocr", "status": "unmapped", "reason": "bridge-plumbing: Python-side env-var flag gating"},
+    {"python_file": "tests/test_litellm/ocr/test_rust_bridge.py", "python_test": "test_explicit_false_overrides_process_enable", "status": "unmapped", "reason": "Python request-level Rust opt-out overrides the process flag before any Rust implementation runs"},
+    {"python_file": "tests/test_litellm/ocr/test_rust_bridge.py", "python_test": "test_load_rust_ocr_returns_injected_impl", "status": "unmapped", "reason": "bridge-plumbing: dependency-injection test hook, not provider behavior"},
+    {"python_file": "tests/test_litellm/ocr/test_rust_bridge.py", "python_test": "test_native_bridge_loader_returns_none_when_extension_absent", "status": "unmapped", "reason": "bridge-plumbing: native-extension import/loader fallback"},
+    {"python_file": "tests/test_litellm/ocr/test_rust_bridge.py", "python_test": "test_native_bridge_loader_caches_absent_extension", "status": "unmapped", "reason": "bridge-plumbing: loader caching behavior"},
+    {"python_file": "tests/test_litellm/ocr/test_rust_bridge.py", "python_test": "test_native_bridge_available_reflects_loader", "status": "unmapped", "reason": "bridge-plumbing: loader availability check"},
+    {"python_file": "tests/test_litellm/ocr/test_rust_bridge.py", "python_test": "test_load_rust_aocr_returns_injected_impl", "status": "unmapped", "reason": "bridge-plumbing: dependency-injection test hook"},
+    {"python_file": "tests/test_litellm/ocr/test_rust_bridge.py", "python_test": "test_toggle_without_ocr_arg_preserves_injected_impl", "status": "unmapped", "reason": "bridge-plumbing: injected-impl state retention regression"},
+    {"python_file": "tests/test_litellm/ocr/test_rust_bridge.py", "python_test": "test_explicit_ocr_none_clears_injected_impl", "status": "unmapped", "reason": "bridge-plumbing: injected-impl clearing behavior"},
+    {"python_file": "tests/test_litellm/ocr/test_rust_bridge.py", "python_test": "test_load_rust_ocr_none_when_extension_absent", "status": "unmapped", "reason": "bridge-plumbing: degrade path when the native extension is missing"},
+    {"python_file": "tests/test_litellm/ocr/test_rust_bridge.py", "python_test": "test_load_rust_ocr_uses_compiled_extension", "status": "unmapped", "reason": "bridge-plumbing: native module resolution"},
+    {"python_file": "tests/test_litellm/ocr/test_rust_bridge.py", "python_test": "test_timeout_to_seconds_handles_float_timeout_and_none", "status": "unmapped", "reason": "bridge-plumbing: Python-side timeout normalization helper"},
+    {"python_file": "tests/test_litellm/ocr/test_rust_bridge.py", "python_test": "test_bridge_wrapper_forwards_prepared_args_and_wraps_response", "status": "unmapped", "reason": "bridge-plumbing: wrapper argument forwarding, asserted against a fake bridge not the real Rust code"},
+    {"python_file": "tests/test_litellm/ocr/test_rust_bridge.py", "python_test": "test_bridge_wrapper_forwards_prepared_async_args_and_wraps_response", "status": "unmapped", "reason": "bridge-plumbing: async wrapper argument forwarding"},
+    {"python_file": "tests/test_litellm/ocr/test_rust_bridge.py", "python_test": "test_run_rust_ocr_prepares_request_and_wraps_response", "status": "unmapped", "reason": "bridge-plumbing: request preparation and response wrapping in Python"},
+    {"python_file": "tests/test_litellm/ocr/test_rust_bridge.py", "python_test": "test_run_rust_ocr_resolves_key_via_secret_manager_when_missing", "status": "unmapped", "reason": "secret-manager: API key resolution happens in Python before the bridge is invoked"},
+    {"python_file": "tests/test_litellm/ocr/test_rust_bridge.py", "python_test": "test_run_rust_ocr_prefers_explicit_key_over_resolver", "status": "unmapped", "reason": "secret-manager: key precedence resolution"},
+    {"python_file": "tests/test_litellm/ocr/test_rust_bridge.py", "python_test": "test_run_rust_ocr_uses_provider_api_key_env_var", "status": "unmapped", "reason": "secret-manager: provider-specific env var name resolution"},
+    {"python_file": "tests/test_litellm/ocr/test_rust_bridge.py", "python_test": "test_prepare_rust_ocr_call_forwards_vertex_routing_metadata", "status": "unmapped", "reason": "secret-manager: vertex routing metadata merge happens in Python"},
+    {"python_file": "tests/test_litellm/ocr/test_rust_bridge.py", "python_test": "test_prepare_rust_ocr_call_resolves_vertex_routing_metadata_from_secret_manager", "status": "unmapped", "reason": "secret-manager: vertex project/location resolution"},
+    {"python_file": "tests/test_litellm/ocr/test_rust_bridge.py", "python_test": "test_prepare_rust_ocr_call_resolves_azure_ai_api_base_from_secret_manager", "status": "unmapped", "reason": "secret-manager: azure_ai api_base resolution"},
+    {"python_file": "tests/test_litellm/ocr/test_rust_bridge.py", "python_test": "test_prepare_rust_ocr_call_resolves_document_intelligence_endpoint", "status": "unmapped", "reason": "secret-manager: doc-intelligence endpoint resolution"},
+    {"python_file": "tests/test_litellm/ocr/test_rust_bridge.py", "python_test": "test_run_rust_ocr_runs_pre_call_logging", "status": "unmapped", "reason": "bridge-plumbing: Python logging-object pre_call invocation"},
+    {"python_file": "tests/test_litellm/ocr/test_rust_bridge.py", "python_test": "test_ocr_routes_to_rust_when_enabled", "status": "unmapped", "reason": "bridge-plumbing: routing to a fake bridge, not the real Rust transform"},
+    {"python_file": "tests/test_litellm/ocr/test_rust_bridge.py", "python_test": "test_ocr_routes_azure_ai_to_rust_when_enabled", "status": "unmapped", "reason": "bridge-plumbing: provider-prefix stripping before routing"},
+    {"python_file": "tests/test_litellm/ocr/test_rust_bridge.py", "python_test": "test_ocr_rust_path_converts_file_document_before_bridge", "status": "unmapped", "reason": "file-normalization: raw-bytes-to-data-URI conversion happens in Python before the bridge call"},
+    {"python_file": "tests/test_litellm/ocr/test_rust_bridge.py", "python_test": "test_ocr_exception_type_uses_resolved_provider_context", "status": "unmapped", "reason": "bridge-plumbing: Python exception-type mapping on bridge failure"},
+    {"python_file": "tests/test_litellm/ocr/test_rust_bridge.py", "python_test": "test_aocr_routes_to_async_rust_when_enabled", "status": "unmapped", "reason": "bridge-plumbing: async routing to a fake bridge"},
+    {"python_file": "tests/test_litellm/ocr/test_rust_bridge.py", "python_test": "test_aocr_exception_type_uses_resolved_provider_context", "status": "unmapped", "reason": "bridge-plumbing: async exception-type mapping on bridge failure"},
+    {"python_file": "tests/test_litellm/ocr/test_rust_bridge.py", "python_test": "test_ocr_does_not_route_to_rust_when_disabled", "status": "unmapped", "reason": "bridge-plumbing: Python control flow for the toggle-disabled branch, no Rust-owned behavior runs"},
+    {"python_file": "tests/test_litellm/ocr/test_rust_bridge.py", "python_test": "test_ocr_falls_back_to_python_when_bridge_unavailable", "status": "unmapped", "reason": "bridge-plumbing: Python-only fallback when the compiled Rust extension is absent, Rust cannot test its own absence"},
+    {"python_file": "tests/test_litellm/ocr/test_rust_bridge.py", "python_test": "test_ocr_forwards_timeout_to_rust", "status": "unmapped", "reason": "bridge-plumbing: asserts the Python call site forwards a timeout kwarg, Rust receives an already-constructed request"},
+    {"python_file": "tests/test_litellm/ocr/test_rust_bridge.py", "python_test": "test_ocr_passes_default_request_timeout_to_rust", "status": "unmapped", "reason": "bridge-plumbing: asserts the Python call site supplies a default timeout kwarg, no Rust equivalent"},
+    {"python_file": "tests/test_litellm/ocr/test_rust_bridge.py", "python_test": "test_ocr_provider_configs_expose_api_key_env_vars", "status": "unmapped", "reason": "asserts per-provider get_api_key_env_var() strings; the closest Rust test (ocr_dispatch_supports_migrated_providers) asserts provider dispatch/param resolution instead, not API key env var names"},
+
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestGetMimeType::test_should_detect_pdf_mime_type", "status": "unmapped", "reason": "file-normalization: MIME detection is Python-only preprocessing before the bridge call"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestGetMimeType::test_should_detect_png_mime_type", "status": "unmapped", "reason": "file-normalization: MIME detection"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestGetMimeType::test_should_detect_jpg_mime_type", "status": "unmapped", "reason": "file-normalization: MIME detection"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestGetMimeType::test_should_detect_jpeg_mime_type", "status": "unmapped", "reason": "file-normalization: MIME detection"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestGetMimeType::test_should_detect_gif_mime_type", "status": "unmapped", "reason": "file-normalization: MIME detection"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestGetMimeType::test_should_detect_webp_mime_type", "status": "unmapped", "reason": "file-normalization: MIME detection"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestGetMimeType::test_should_detect_tiff_mime_type", "status": "unmapped", "reason": "file-normalization: MIME detection"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestGetMimeType::test_should_detect_tif_mime_type", "status": "unmapped", "reason": "file-normalization: MIME detection"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestGetMimeType::test_should_detect_bmp_mime_type", "status": "unmapped", "reason": "file-normalization: MIME detection"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestGetMimeType::test_should_be_case_insensitive", "status": "unmapped", "reason": "file-normalization: MIME detection case handling"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestGetMimeType::test_should_fallback_for_unknown_extension", "status": "unmapped", "reason": "file-normalization: MIME detection fallback"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestConvertFileDocumentToUrlDocument::test_should_convert_pdf_pathlib_path_to_document_url", "status": "unmapped", "reason": "file-normalization: local-path-to-data-URI conversion happens in Python"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestConvertFileDocumentToUrlDocument::test_should_convert_image_pathlib_path_to_image_url", "status": "unmapped", "reason": "file-normalization: local-path-to-data-URI conversion"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestConvertFileDocumentToUrlDocument::test_should_reject_bare_str_path", "status": "unmapped", "reason": "file-normalization: arbitrary-file-read guard on bare str paths"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestConvertFileDocumentToUrlDocument::test_should_convert_pathlib_path", "status": "unmapped", "reason": "file-normalization: local-path-to-data-URI conversion"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestConvertFileDocumentToUrlDocument::test_should_convert_raw_bytes", "status": "unmapped", "reason": "file-normalization: raw-bytes-to-data-URI conversion"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestConvertFileDocumentToUrlDocument::test_should_convert_raw_bytes_with_explicit_mime_type", "status": "unmapped", "reason": "file-normalization: explicit MIME override on raw bytes"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestConvertFileDocumentToUrlDocument::test_should_convert_raw_bytes_with_image_mime_type", "status": "unmapped", "reason": "file-normalization: explicit MIME override on raw bytes"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestConvertFileDocumentToUrlDocument::test_should_convert_file_like_object", "status": "unmapped", "reason": "file-normalization: file-like-object conversion"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestConvertFileDocumentToUrlDocument::test_should_convert_file_like_object_with_name", "status": "unmapped", "reason": "file-normalization: file-like-object name-based MIME detection"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestConvertFileDocumentToUrlDocument::test_should_raise_error_for_missing_file_field", "status": "unmapped", "reason": "file-normalization: missing-field validation"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestConvertFileDocumentToUrlDocument::test_should_raise_error_for_nonexistent_pathlib_path", "status": "unmapped", "reason": "file-normalization: missing-file validation"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestConvertFileDocumentToUrlDocument::test_should_raise_error_for_empty_file", "status": "unmapped", "reason": "file-normalization: empty-file validation"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestConvertFileDocumentToUrlDocument::test_should_raise_error_for_unsupported_type", "status": "unmapped", "reason": "file-normalization: unsupported input type validation"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestConvertFileDocumentToUrlDocument::test_should_raise_error_for_invalid_mime_type", "status": "unmapped", "reason": "file-normalization: MIME-type injection validation"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestConvertFileDocumentToUrlDocument::test_should_override_mime_type_for_pathlib_path", "status": "unmapped", "reason": "file-normalization: explicit MIME override precedence"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestBuildDocumentFromUpload::test_should_build_document_url_for_pdf", "status": "unmapped", "reason": "file-normalization: multipart upload conversion"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestBuildDocumentFromUpload::test_should_build_image_url_for_png", "status": "unmapped", "reason": "file-normalization: multipart upload conversion"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestBuildDocumentFromUpload::test_should_build_image_url_for_jpeg", "status": "unmapped", "reason": "file-normalization: multipart upload conversion"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestBuildDocumentFromUpload::test_should_detect_mime_from_filename_when_content_type_is_octet_stream", "status": "unmapped", "reason": "file-normalization: filename-based MIME fallback"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestBuildDocumentFromUpload::test_should_detect_mime_from_filename_when_content_type_is_none", "status": "unmapped", "reason": "file-normalization: filename-based MIME fallback"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestBuildDocumentFromUpload::test_should_fallback_to_octet_stream_for_unknown", "status": "unmapped", "reason": "file-normalization: default MIME fallback"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestBuildDocumentFromUpload::test_should_preserve_base64_content_correctly", "status": "unmapped", "reason": "file-normalization: binary round-trip through base64"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestBuildDocumentFromUpload::test_should_strip_mime_parameters_from_content_type", "status": "unmapped", "reason": "file-normalization: content-type parameter stripping"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestBuildDocumentFromUpload::test_should_strip_mime_parameters_with_multiple_params", "status": "unmapped", "reason": "file-normalization: content-type parameter stripping"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestProxySecurityGuard::test_should_reject_file_type_document_in_json_body", "status": "unmapped", "reason": "proxy-layer JSON-body file-type guard, a different mechanism than Rust's URL-fetch SSRF guard"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestProxySecurityGuard::test_should_accept_document_url_type_in_json_body", "status": "unmapped", "reason": "proxy-layer JSON-body parsing"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestProxySecurityGuard::test_should_raise_on_invalid_json_body", "status": "unmapped", "reason": "proxy-layer JSON-body parsing error path"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_file_input.py", "python_test": "TestProxySecurityGuard::test_should_ignore_document_form_field_injection", "status": "unmapped", "reason": "proxy-layer multipart form-field injection guard, a different mechanism than Rust's URL-fetch SSRF guard"},
+
+    {"python_file": "tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py", "python_test": "TestGetSupportedOcrParams::test_extract_header_in_supported_params", "status": "mapped", "rust_file": "litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs", "rust_test": "extract_header_is_a_supported_ocr_param", "justification": "both assert extract_header appears in the Mistral supported OCR params list"},
+    {"python_file": "tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py", "python_test": "TestGetSupportedOcrParams::test_extract_footer_in_supported_params", "status": "mapped", "rust_file": "litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs", "rust_test": "extract_footer_is_a_supported_ocr_param", "justification": "both assert extract_footer appears in the Mistral supported OCR params list"},
+    {"python_file": "tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py", "python_test": "TestGetSupportedOcrParams::test_existing_params_still_present", "status": "mapped", "rust_file": "litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs", "rust_test": "existing_ocr_params_remain_supported", "justification": "both assert the previously supported params are still present in the supported list"},
+    {"python_file": "tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py", "python_test": "TestMapOcrParams::test_extract_header_passed_through", "status": "mapped", "rust_file": "litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs", "rust_test": "map_ocr_params_forwards_extract_header", "justification": "both assert extract_header alone survives map_ocr_params unchanged"},
+    {"python_file": "tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py", "python_test": "TestMapOcrParams::test_extract_footer_passed_through", "status": "mapped", "rust_file": "litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs", "rust_test": "map_ocr_params_forwards_extract_footer", "justification": "both assert extract_footer alone survives map_ocr_params unchanged"},
+    {"python_file": "tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py", "python_test": "TestMapOcrParams::test_extract_header_and_footer_together", "status": "mapped", "rust_file": "litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs", "rust_test": "map_ocr_params_forwards_extract_header_and_footer", "justification": "both assert header and footer passed together are both forwarded with their given values"},
+    {"python_file": "tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py", "python_test": "TestMapOcrParams::test_unknown_param_is_dropped", "status": "mapped", "rust_file": "litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs", "rust_test": "map_ocr_params_drops_unknown_params", "justification": "both assert an unrecognized param key is dropped while a known one is kept"},
+    {"python_file": "tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py", "python_test": "TestNewSupportedParams::test_new_param_in_supported_list", "status": "mapped", "rust_file": "litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs", "rust_test": "new_ocr_params_are_supported", "justification": "both assert each OCR4 param is in the supported list"},
+    {"python_file": "tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py", "python_test": "TestNewParamsMapOcr::test_new_param_passed_through", "status": "mapped", "rust_file": "litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs", "rust_test": "map_ocr_params_forwards_new_ocr_params", "justification": "both assert each OCR4 param/value pair survives map_ocr_params unchanged"},
+    {"python_file": "tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py", "python_test": "TestTransformOcrRequest::test_param_included_in_request_body", "status": "mapped", "rust_file": "litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs", "rust_test": "transform_ocr_request_includes_each_optional_param", "justification": "both assert each optional param value lands in the built request body alongside model/document with no files"},
+    {"python_file": "tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py", "python_test": "TestTransformOcrRequest::test_multiple_new_params_together", "status": "mapped", "rust_file": "litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs", "rust_test": "transform_ocr_request_includes_multiple_new_params", "justification": "both assert multiple OCR4 params passed together all land in the same request body"},
+    {"python_file": "tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py", "python_test": "TestTransformOcrResponseOcr4Fields::test_blocks_and_confidence_scores_preserved", "status": "mapped", "rust_file": "litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs", "rust_test": "transform_ocr_response_preserves_blocks_and_confidence_scores", "justification": "both assert blocks and confidence_scores survive the OCR response transform on the returned page"},
+    {"python_file": "tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py", "python_test": "TestTransformOcrResponseOcr4Fields::test_ocr4_fields_survive_model_dump", "status": "mapped", "rust_file": "litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs", "rust_test": "transform_ocr_response_preserves_ocr4_page_fields", "justification": "both assert tables, hyperlinks, header and footer survive the OCR response transform on the returned page"},
+
+    {"python_file": "tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_cost.py", "python_test": "test_model_info_ocr4_price", "status": "unmapped", "reason": "cost-calc: pricing/model-info lookup is Python-only"},
+    {"python_file": "tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_cost.py", "python_test": "test_ocr4_cost_scales_with_pages", "status": "unmapped", "reason": "cost-calc: per-page pricing math is Python-only"},
+    {"python_file": "tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_cost.py", "python_test": "test_ocr3_pricing_entry", "status": "unmapped", "reason": "cost-calc: cost-map JSON entry validation is Python-only"},
+    {"python_file": "tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_cost.py", "python_test": "test_ocr3_model_info_price", "status": "unmapped", "reason": "cost-calc: pricing/model-info lookup is Python-only"},
+    {"python_file": "tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_cost.py", "python_test": "test_ocr3_cost_scales_with_pages", "status": "unmapped", "reason": "cost-calc: per-page pricing math is Python-only"},
+    {"python_file": "tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_cost.py", "python_test": "test_ocr3_bills_ocr_and_annotation_pages_at_their_own_rates", "status": "unmapped", "reason": "cost-calc: mixed-rate billing math is Python-only"},
+    {"python_file": "tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_cost.py", "python_test": "test_ocr3_bills_annotation_only_response", "status": "unmapped", "reason": "cost-calc: annotation-only billing math is Python-only"},
+    {"python_file": "tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_cost.py", "python_test": "test_ocr3_bills_annotation_pages_when_pages_processed_missing", "status": "unmapped", "reason": "cost-calc: fallback billing math is Python-only"},
+    {"python_file": "tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_cost.py", "python_test": "test_azure_doc_ai_annotation_pages_fall_back_to_ocr_rate", "status": "unmapped", "reason": "cost-calc: fallback billing math is Python-only"},
+
+    {"python_file": "tests/test_litellm/ocr/test_ocr_native_format.py", "python_test": "test_rust_ocr_serves_default_format", "status": "unmapped", "reason": "request-format gating decision is made in Python before the Rust bridge is ever invoked"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_native_format.py", "python_test": "test_rust_ocr_skipped_for_native_format", "status": "unmapped", "reason": "request-format gating decision is made in Python before the Rust bridge is ever invoked"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_native_format.py", "python_test": "test_native_format_rejected_for_provider_without_support_as_bad_request", "status": "unmapped", "reason": "provider-support validation for req_format happens in Python"},
+    {"python_file": "tests/test_litellm/ocr/test_ocr_native_format.py", "python_test": "test_unknown_format_rejected_for_provider_without_support_as_bad_request", "status": "unmapped", "reason": "req_format validation error path is Python-only"},
+
+    {"python_file": "tests/test_litellm/llms/ocr/guardrail_translation/test_ocr_guardrail_handler.py", "python_test": "TestHandlerDiscovery::test_handler_discovered_for_ocr", "status": "unmapped", "reason": "guardrail-translation handler discovery is a Python proxy-layer concern"},
+    {"python_file": "tests/test_litellm/llms/ocr/guardrail_translation/test_ocr_guardrail_handler.py", "python_test": "TestHandlerDiscovery::test_handler_discovered_for_aocr", "status": "unmapped", "reason": "guardrail-translation handler discovery is a Python proxy-layer concern"},
+    {"python_file": "tests/test_litellm/llms/ocr/guardrail_translation/test_ocr_guardrail_handler.py", "python_test": "TestInputProcessing::test_process_document_url", "status": "unmapped", "reason": "scoped to the Python translation handler, not the Rust gateway's guardrail hook lifecycle"},
+    {"python_file": "tests/test_litellm/llms/ocr/guardrail_translation/test_ocr_guardrail_handler.py", "python_test": "TestInputProcessing::test_process_image_url", "status": "unmapped", "reason": "scoped to the Python translation handler, not the Rust gateway's guardrail hook lifecycle"},
+    {"python_file": "tests/test_litellm/llms/ocr/guardrail_translation/test_ocr_guardrail_handler.py", "python_test": "TestInputProcessing::test_process_no_document", "status": "unmapped", "reason": "scoped to the Python translation handler, not the Rust gateway's guardrail hook lifecycle"},
+    {"python_file": "tests/test_litellm/llms/ocr/guardrail_translation/test_ocr_guardrail_handler.py", "python_test": "TestInputProcessing::test_process_invalid_document", "status": "unmapped", "reason": "scoped to the Python translation handler, not the Rust gateway's guardrail hook lifecycle"},
+    {"python_file": "tests/test_litellm/llms/ocr/guardrail_translation/test_ocr_guardrail_handler.py", "python_test": "TestInputProcessing::test_input_blocking_guardrail", "status": "unmapped", "reason": "scoped to the Python translation handler, not the Rust gateway's guardrail hook lifecycle"},
+    {"python_file": "tests/test_litellm/llms/ocr/guardrail_translation/test_ocr_guardrail_handler.py", "python_test": "TestOutputProcessing::test_process_single_page", "status": "unmapped", "reason": "scoped to the Python translation handler, not the Rust gateway's guardrail hook lifecycle"},
+    {"python_file": "tests/test_litellm/llms/ocr/guardrail_translation/test_ocr_guardrail_handler.py", "python_test": "TestOutputProcessing::test_process_multiple_pages", "status": "unmapped", "reason": "scoped to the Python translation handler, not the Rust gateway's guardrail hook lifecycle"},
+    {"python_file": "tests/test_litellm/llms/ocr/guardrail_translation/test_ocr_guardrail_handler.py", "python_test": "TestOutputProcessing::test_process_empty_pages", "status": "unmapped", "reason": "scoped to the Python translation handler, not the Rust gateway's guardrail hook lifecycle"},
+    {"python_file": "tests/test_litellm/llms/ocr/guardrail_translation/test_ocr_guardrail_handler.py", "python_test": "TestOutputProcessing::test_process_page_with_empty_markdown", "status": "unmapped", "reason": "scoped to the Python translation handler, not the Rust gateway's guardrail hook lifecycle"},
+    {"python_file": "tests/test_litellm/llms/ocr/guardrail_translation/test_ocr_guardrail_handler.py", "python_test": "TestOutputProcessing::test_process_preserves_page_metadata", "status": "unmapped", "reason": "scoped to the Python translation handler, not the Rust gateway's guardrail hook lifecycle"},
+    {"python_file": "tests/test_litellm/llms/ocr/guardrail_translation/test_ocr_guardrail_handler.py", "python_test": "TestOutputProcessing::test_output_blocking_guardrail", "status": "unmapped", "reason": "scoped to the Python translation handler, not the Rust gateway's guardrail hook lifecycle"},
+    {"python_file": "tests/test_litellm/llms/ocr/guardrail_translation/test_ocr_guardrail_handler.py", "python_test": "TestPIIMaskingScenario::test_pii_masking_in_ocr_pages", "status": "unmapped", "reason": "PII redaction in the translation handler has no Rust equivalent"},
+
+    {"python_file": "tests/test_litellm/proxy/ocr_endpoints/test_endpoints.py", "python_test": "test_should_read_req_format_from_header", "status": "unmapped", "reason": "proxy-layer header parsing has no Rust equivalent"},
+    {"python_file": "tests/test_litellm/proxy/ocr_endpoints/test_endpoints.py", "python_test": "test_should_prefer_body_req_format_over_header", "status": "unmapped", "reason": "proxy-layer body-vs-header precedence has no Rust equivalent"},
+    {"python_file": "tests/test_litellm/proxy/ocr_endpoints/test_endpoints.py", "python_test": "test_should_omit_req_format_when_header_absent", "status": "unmapped", "reason": "proxy-layer parsing has no Rust equivalent"},
+    {"python_file": "tests/test_litellm/proxy/ocr_endpoints/test_endpoints.py", "python_test": "test_should_reject_unknown_req_format", "status": "unmapped", "reason": "proxy-layer validation has no Rust equivalent"},
+    {"python_file": "tests/test_litellm/proxy/ocr_endpoints/test_endpoints.py", "python_test": "test_should_return_native_payload_with_litellm_response_headers", "status": "unmapped", "reason": "proxy-layer response construction has no Rust equivalent"},
+    {"python_file": "tests/test_litellm/proxy/ocr_endpoints/test_endpoints.py", "python_test": "test_should_return_normalized_response_when_no_native_payload", "status": "unmapped", "reason": "proxy-layer response construction has no Rust equivalent"}
   ],
   "rust_only_tests": [
-    {
-      "rust_file": "litellm-rust/crates/ai-gateway/src/integrations/custom_logger/mod.rs",
-      "rust_test": "rust_custom_logger_reads_failure_payload_for_non_ocr_call_type",
-      "reason": "exercises the non-OCR (acompletion) call-type branch of the logger; the OCR branch is covered separately by rust_custom_logger_reads_success_payload_for_ocr"
-    },
-    {
-      "rust_file": "litellm-rust/crates/ai-gateway/src/integrations/custom_logger/mod.rs",
-      "rust_test": "no_callback_fast_path_dispatches_nothing",
-      "reason": "Rust-only fast-path optimization test for when zero callbacks are registered; Python has no equivalent no-op dispatch path"
-    },
-    {
-      "rust_file": "litellm-rust/crates/ai-gateway/src/integrations/custom_logger/mod.rs",
-      "rust_test": "with_standard_logging_payload_keeps_top_level_fields_in_sync",
-      "reason": "Rust-internal builder-method invariant, Python has no equivalent internal builder"
-    },
-    {
-      "rust_file": "litellm-rust/crates/ai-gateway/src/ocr/common_utils.rs",
-      "rust_test": "blocks_private_and_metadata_ips",
-      "reason": "SSRF IP-blocking helper has no Python unit test; Python relies on the proxy-layer JSON/form guards instead"
-    },
-    {
-      "rust_file": "litellm-rust/crates/ai-gateway/src/ocr/common_utils.rs",
-      "rust_test": "convert_document_url_rejects_loopback_fetch",
-      "reason": "URL-fetch SSRF protection is Rust-gateway-only"
-    },
-    {
-      "rust_file": "litellm-rust/crates/ai-gateway/src/ocr/common_utils.rs",
-      "rust_test": "convert_document_url_leaves_data_uri_untouched",
-      "reason": "URL-fetch SSRF protection is Rust-gateway-only"
-    },
-    {
-      "rust_file": "litellm-rust/crates/ai-gateway/src/ocr/tests.rs",
-      "rust_test": "truncate_error_body_passes_short_strings_through",
-      "reason": "Rust-gateway error-body truncation helper has no Python counterpart"
-    },
-    {
-      "rust_file": "litellm-rust/crates/ai-gateway/src/ocr/tests.rs",
-      "rust_test": "truncate_error_body_caps_long_payloads",
-      "reason": "Rust-gateway error-body truncation helper has no Python counterpart"
-    },
-    {
-      "rust_file": "litellm-rust/crates/ai-gateway/src/ocr/tests.rs",
-      "rust_test": "truncate_error_body_does_not_split_multibyte_chars",
-      "reason": "Rust-gateway error-body truncation helper has no Python counterpart"
-    },
-    {
-      "rust_file": "litellm-rust/crates/ai-gateway/src/ocr/tests.rs",
-      "rust_test": "ocr_dispatch_supports_migrated_providers",
-      "reason": "Rust-internal provider-config dispatch table has no equivalent Python unit test"
-    },
-    {
-      "rust_file": "litellm-rust/crates/ai-gateway/src/ocr/tests.rs",
-      "rust_test": "string_headers_accepts_string_values",
-      "reason": "Rust-gateway header-coercion helper has no Python counterpart"
-    },
-    {
-      "rust_file": "litellm-rust/crates/ai-gateway/src/ocr/tests.rs",
-      "rust_test": "auth_header_detection_is_case_insensitive",
-      "reason": "Rust-gateway header-detection helper has no Python counterpart"
-    },
-    {
-      "rust_file": "litellm-rust/crates/ai-gateway/src/ocr/tests.rs",
-      "rust_test": "ocr_lifecycle_runs_pre_during_and_success_hooks",
-      "reason": "full gateway-level guardrail-hook-plus-HTTP-lifecycle test with no Python equivalent at this integration scope"
-    },
-    {
-      "rust_file": "litellm-rust/crates/ai-gateway/src/ocr/tests.rs",
-      "rust_test": "ocr_lifecycle_runs_failure_hook_on_provider_error",
-      "reason": "full gateway-level failure-hook-plus-HTTP-lifecycle test with no Python equivalent at this integration scope"
-    },
-    {
-      "rust_file": "litellm-rust/crates/ai-gateway/src/ocr/tests.rs",
-      "rust_test": "ocr_lifecycle_pre_call_block_skips_provider_socket",
-      "reason": "full gateway-level pre-call-block-plus-socket-skip test with no Python equivalent at this integration scope"
-    },
-    {
-      "rust_file": "litellm-rust/crates/ai-gateway/src/ocr/tests.rs",
-      "rust_test": "ocr_does_not_duplicate_authorization_header_when_header_is_supplied",
-      "reason": "outgoing HTTP header dedup at the Rust gateway has no Python counterpart"
-    },
-    {
-      "rust_file": "litellm-rust/crates/ai-gateway/src/ocr/tests.rs",
-      "rust_test": "document_intelligence_poll_uses_resolved_subscription_key",
-      "reason": "full Azure DI poll-loop integration test with no Python equivalent at this scope"
-    },
-    {
-      "rust_file": "litellm-rust/crates/ai-gateway/src/ocr/tests.rs",
-      "rust_test": "string_headers_rejects_non_string_values",
-      "reason": "Rust-gateway header-coercion error path has no Python counterpart"
-    },
-    {
-      "rust_file": "litellm-rust/crates/core/src/providers/azure_ai/ocr/transformation.rs",
-      "rust_test": "azure_ai_reuses_mistral_body_transform",
-      "reason": "Rust-internal delegation-to-Mistral-transform implementation detail, no Python test asserts this delegation"
-    },
-    {
-      "rust_file": "litellm-rust/crates/core/src/providers/azure_ai/ocr/transformation.rs",
-      "rust_test": "document_intelligence_request_uses_base64_source_for_data_uri",
-      "reason": "no Python test asserts on the base64Source request body shape"
-    },
-    {
-      "rust_file": "litellm-rust/crates/core/src/providers/vertex_ai/ocr/transformation.rs",
-      "rust_test": "vertex_mistral_url_uses_project_location_and_model",
-      "reason": "vertex OCR support has no Python unit test coverage yet"
-    },
-    {
-      "rust_file": "litellm-rust/crates/core/src/providers/vertex_ai/ocr/transformation.rs",
-      "rust_test": "vertex_mistral_reuses_mistral_body_transform",
-      "reason": "vertex OCR support has no Python unit test coverage yet"
-    },
-    {
-      "rust_file": "litellm-rust/crates/core/src/providers/vertex_ai/ocr/transformation.rs",
-      "rust_test": "vertex_deepseek_request_uses_ocr_endpoint_shape",
-      "reason": "vertex OCR support has no Python unit test coverage yet"
-    },
-    {
-      "rust_file": "litellm-rust/crates/core/src/providers/vertex_ai/ocr/transformation.rs",
-      "rust_test": "vertex_deepseek_response_wraps_markdown_content",
-      "reason": "vertex OCR support has no Python unit test coverage yet"
-    },
-    {
-      "rust_file": "litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs",
-      "rust_test": "transform_ocr_request_rejects_non_object_document",
-      "reason": "non-object document rejection has no dedicated Python unit test"
-    },
-    {
-      "rust_file": "litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs",
-      "rust_test": "transform_ocr_response_normalizes_mistral_json",
-      "reason": "Python's response tests target OCR4-specific fields only, none asserts the same base normalization this Rust test checks"
-    },
-    {
-      "rust_file": "litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs",
-      "rust_test": "complete_url_defaults_and_dedupes_v1",
-      "reason": "URL-building/defaulting for Mistral has no Python unit test"
-    },
-    {
-      "rust_file": "litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs",
-      "rust_test": "resolve_api_key_prefers_param_then_env",
-      "reason": "API key resolution precedence at the Rust provider-config layer has no Python unit test"
-    },
-    {
-      "rust_file": "litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs",
-      "rust_test": "resolve_api_key_errors_when_absent",
-      "reason": "API key resolution error path at the Rust provider-config layer has no Python unit test"
-    },
-    {
-      "rust_file": "litellm-rust/crates/ai-gateway/src/integrations/custom_logger/mod.rs",
-      "rust_test": "rust_custom_logger_reads_success_payload_for_ocr",
-      "reason": "Rust-internal custom-logger dispatch for OCR payloads has no Python unit test at this layer"
-    }
+    {"rust_file": "litellm-rust/crates/core/src/providers/azure_ai/ocr/transformation.rs", "rust_test": "document_intelligence_maps_features", "reason": "Rust retains the feature list while filtering unsupported parameters; Python normalizes the list to a string during mapping"},
+    {"rust_file": "litellm-rust/crates/core/src/providers/azure_ai/ocr/transformation.rs", "rust_test": "document_intelligence_url_normalizes_zero_based_pages", "reason": "Python covers ascending page indices with features, but has no dedicated test for deduplicating and sorting page indices"},
+    {"rust_file": "litellm-rust/crates/ai-gateway/src/integrations/custom_logger/mod.rs", "rust_test": "rust_custom_logger_reads_failure_payload_for_non_ocr_call_type", "reason": "exercises the non-OCR (acompletion) call-type branch of the logger; the OCR branch is covered separately by rust_custom_logger_reads_success_payload_for_ocr"},
+    {"rust_file": "litellm-rust/crates/ai-gateway/src/integrations/custom_logger/mod.rs", "rust_test": "no_callback_fast_path_dispatches_nothing", "reason": "Rust-only fast-path optimization test for when zero callbacks are registered; Python has no equivalent no-op dispatch path"},
+    {"rust_file": "litellm-rust/crates/ai-gateway/src/integrations/custom_logger/mod.rs", "rust_test": "with_standard_logging_payload_keeps_top_level_fields_in_sync", "reason": "Rust-internal builder-method invariant, Python has no equivalent internal builder"},
+    {"rust_file": "litellm-rust/crates/ai-gateway/src/ocr/common_utils.rs", "rust_test": "blocks_private_and_metadata_ips", "reason": "SSRF IP-blocking helper has no Python unit test; Python relies on the proxy-layer JSON/form guards instead"},
+    {"rust_file": "litellm-rust/crates/ai-gateway/src/ocr/common_utils.rs", "rust_test": "convert_document_url_rejects_loopback_fetch", "reason": "URL-fetch SSRF protection is Rust-gateway-only"},
+    {"rust_file": "litellm-rust/crates/ai-gateway/src/ocr/common_utils.rs", "rust_test": "convert_document_url_leaves_data_uri_untouched", "reason": "URL-fetch SSRF protection is Rust-gateway-only"},
+    {"rust_file": "litellm-rust/crates/ai-gateway/src/ocr/tests.rs", "rust_test": "truncate_error_body_passes_short_strings_through", "reason": "Rust-gateway error-body truncation helper has no Python counterpart"},
+    {"rust_file": "litellm-rust/crates/ai-gateway/src/ocr/tests.rs", "rust_test": "truncate_error_body_caps_long_payloads", "reason": "Rust-gateway error-body truncation helper has no Python counterpart"},
+    {"rust_file": "litellm-rust/crates/ai-gateway/src/ocr/tests.rs", "rust_test": "truncate_error_body_does_not_split_multibyte_chars", "reason": "Rust-gateway error-body truncation helper has no Python counterpart"},
+    {"rust_file": "litellm-rust/crates/ai-gateway/src/ocr/tests.rs", "rust_test": "ocr_dispatch_supports_migrated_providers", "reason": "Rust-internal provider-config dispatch table has no equivalent Python unit test"},
+    {"rust_file": "litellm-rust/crates/ai-gateway/src/ocr/tests.rs", "rust_test": "string_headers_accepts_string_values", "reason": "Rust-gateway header-coercion helper has no Python counterpart"},
+    {"rust_file": "litellm-rust/crates/ai-gateway/src/ocr/tests.rs", "rust_test": "auth_header_detection_is_case_insensitive", "reason": "Rust-gateway header-detection helper has no Python counterpart"},
+    {"rust_file": "litellm-rust/crates/ai-gateway/src/ocr/tests.rs", "rust_test": "ocr_lifecycle_runs_pre_during_and_success_hooks", "reason": "full gateway-level guardrail-hook-plus-HTTP-lifecycle test with no Python equivalent at this integration scope"},
+    {"rust_file": "litellm-rust/crates/ai-gateway/src/ocr/tests.rs", "rust_test": "ocr_lifecycle_runs_failure_hook_on_provider_error", "reason": "full gateway-level failure-hook-plus-HTTP-lifecycle test with no Python equivalent at this integration scope"},
+    {"rust_file": "litellm-rust/crates/ai-gateway/src/ocr/tests.rs", "rust_test": "ocr_lifecycle_pre_call_block_skips_provider_socket", "reason": "full gateway-level pre-call-block-plus-socket-skip test with no Python equivalent at this integration scope"},
+    {"rust_file": "litellm-rust/crates/ai-gateway/src/ocr/tests.rs", "rust_test": "ocr_does_not_duplicate_authorization_header_when_header_is_supplied", "reason": "outgoing HTTP header dedup at the Rust gateway has no Python counterpart"},
+    {"rust_file": "litellm-rust/crates/ai-gateway/src/ocr/tests.rs", "rust_test": "document_intelligence_poll_uses_resolved_subscription_key", "reason": "full Azure DI poll-loop integration test with no Python equivalent at this scope"},
+    {"rust_file": "litellm-rust/crates/ai-gateway/src/ocr/tests.rs", "rust_test": "string_headers_rejects_non_string_values", "reason": "Rust-gateway header-coercion error path has no Python counterpart"},
+    {"rust_file": "litellm-rust/crates/core/src/providers/azure_ai/ocr/transformation.rs", "rust_test": "azure_ai_reuses_mistral_body_transform", "reason": "Rust-internal delegation-to-Mistral-transform implementation detail, no Python test asserts this delegation"},
+    {"rust_file": "litellm-rust/crates/core/src/providers/azure_ai/ocr/transformation.rs", "rust_test": "document_intelligence_request_uses_base64_source_for_data_uri", "reason": "no Python test asserts on the base64Source request body shape"},
+    {"rust_file": "litellm-rust/crates/core/src/providers/vertex_ai/ocr/transformation.rs", "rust_test": "vertex_mistral_url_uses_project_location_and_model", "reason": "vertex OCR support has no Python unit test coverage yet"},
+    {"rust_file": "litellm-rust/crates/core/src/providers/vertex_ai/ocr/transformation.rs", "rust_test": "vertex_mistral_reuses_mistral_body_transform", "reason": "vertex OCR support has no Python unit test coverage yet"},
+    {"rust_file": "litellm-rust/crates/core/src/providers/vertex_ai/ocr/transformation.rs", "rust_test": "vertex_deepseek_request_uses_ocr_endpoint_shape", "reason": "vertex OCR support has no Python unit test coverage yet"},
+    {"rust_file": "litellm-rust/crates/core/src/providers/vertex_ai/ocr/transformation.rs", "rust_test": "vertex_deepseek_response_wraps_markdown_content", "reason": "vertex OCR support has no Python unit test coverage yet"},
+    {"rust_file": "litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs", "rust_test": "transform_ocr_request_rejects_non_object_document", "reason": "non-object document rejection has no dedicated Python unit test"},
+    {"rust_file": "litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs", "rust_test": "transform_ocr_response_normalizes_mistral_json", "reason": "Python's response tests target OCR4-specific fields only, none asserts the same base normalization this Rust test checks"},
+    {"rust_file": "litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs", "rust_test": "complete_url_defaults_and_dedupes_v1", "reason": "URL-building/defaulting for Mistral has no Python unit test"},
+    {"rust_file": "litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs", "rust_test": "resolve_api_key_prefers_param_then_env", "reason": "API key resolution precedence at the Rust provider-config layer has no Python unit test"},
+    {"rust_file": "litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs", "rust_test": "resolve_api_key_errors_when_absent", "reason": "API key resolution error path at the Rust provider-config layer has no Python unit test"},
+    {"rust_file": "litellm-rust/crates/ai-gateway/src/integrations/custom_logger/mod.rs", "rust_test": "rust_custom_logger_reads_success_payload_for_ocr", "reason": "Rust-internal custom-logger dispatch for OCR payloads has no Python unit test at this layer"}
   ]
 }
diff --git a/tests/rust-python-harness/strategies/unit_tests/mapping_validator.py b/tests/rust-python-harness/strategies/unit_tests/mapping_validator.py
index b8355e04266..d805311e488 100644
--- a/tests/rust-python-harness/strategies/unit_tests/mapping_validator.py
+++ b/tests/rust-python-harness/strategies/unit_tests/mapping_validator.py
@@ -1,12 +1,84 @@
 from __future__ import annotations
 
+from collections import Counter
+from collections.abc import Sequence
 from dataclasses import dataclass
 from pathlib import Path
+from typing import Final
+
+from pydantic import BaseModel, ConfigDict
 
 from ...shared.parity.ledger import TestLedger, load_ledger
 from .python_runner import enumerate_python_tests
 from .rust_runner import enumerate_rust_tests
 
+
+class TestMapping(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    python: str
+    rust: str
+
+
+@dataclass(frozen=True, slots=True)
+class MappingReport:
+    pairs: tuple[TestMapping, ...]
+    problems: tuple[str, ...]
+
+
+def _name(node: str) -> str:
+    return node.rsplit("::", 1)[-1].split("[", 1)[0]
+
+
+def validate_mapping(
+    python_tests: Sequence[str],
+    rust_tests: Sequence[str],
+    annotations: Sequence[TestMapping] = (),
+) -> MappingReport:
+    explicit_problems: Final = (
+        *(f"missing Python counterpart: {pair.python}" for pair in annotations if pair.python not in python_tests),
+        *(f"missing Rust counterpart: {pair.rust}" for pair in annotations if pair.rust not in rust_tests),
+        *(
+            f"ambiguous Python annotation: {name}"
+            for name, count in Counter(p.python for p in annotations).items()
+            if count > 1
+        ),
+        *(
+            f"ambiguous Rust annotation: {name}"
+            for name, count in Counter(p.rust for p in annotations).items()
+            if count > 1
+        ),
+    )
+    explicit_python: Final = {pair.python for pair in annotations}
+    candidates: Final = {
+        python: tuple(rust for rust in rust_tests if _name(python) == _name(rust))
+        for python in python_tests
+        if python not in explicit_python
+    }
+    pairs: Final = (
+        *annotations,
+        *(TestMapping(python=python, rust=matches[0]) for python, matches in candidates.items() if len(matches) == 1),
+    )
+    problems: Final = (
+        *explicit_problems,
+        *(f"missing Rust counterpart: {python}" for python, matches in candidates.items() if not matches),
+        *(
+            f"ambiguous Rust counterparts: {python}: {matches}"
+            for python, matches in candidates.items()
+            if len(matches) > 1
+        ),
+        *(
+            f"ambiguous Python counterparts: {rust}"
+            for rust, count in Counter(pair.rust for pair in pairs).items()
+            if count > 1
+        ),
+        *(f"missing Python counterpart: {rust}" for rust in rust_tests if rust not in {pair.rust for pair in pairs}),
+        *(("no Python tests collected",) if not python_tests else ()),
+        *(("no Rust tests collected",) if not rust_tests else ()),
+    )
+    return MappingReport(pairs, problems)
+
+
 REPO_ROOT = Path(__file__).resolve().parents[4]
 LEDGER_ROOT = Path(__file__).parent / "ledgers"
 
diff --git a/tests/rust-python-harness/strategies/unit_tests/python_runner.py b/tests/rust-python-harness/strategies/unit_tests/python_runner.py
index a7528d27756..900b30180dc 100644
--- a/tests/rust-python-harness/strategies/unit_tests/python_runner.py
+++ b/tests/rust-python-harness/strategies/unit_tests/python_runner.py
@@ -1,7 +1,189 @@
 from __future__ import annotations
 
+import argparse
 import ast
+import importlib
+import os
+import subprocess
+import sys
+import tempfile
+from collections.abc import Callable, Sequence
 from pathlib import Path
+from typing import Final, Literal, cast
+
+import pytest
+from pydantic import BaseModel, ConfigDict
+
+Backend = Literal["python", "rust"]
+
+
+class PythonReport(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    backend: Backend
+    verified: bool
+    tests: tuple[str, ...] = ()
+    outcomes: tuple[tuple[str, str, str], ...] = ()
+    exit_code: int
+    problems: tuple[str, ...] = ()
+
+
+class BackendSpec(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    environment_variable: str
+    probe: str
+
+
+def ocr_backend() -> Backend:
+    from litellm.rust_bridge import native_bridge_available
+    from litellm.rust_bridge.configuration import rust_ocr_enabled
+
+    if not rust_ocr_enabled():
+        return "python"
+    if not native_bridge_available():
+        raise RuntimeError("Rust OCR was enabled but the native extension is unavailable")
+    return "rust"
+
+
+class ResultPlugin:
+    def __init__(self, backend: Backend, probe: Callable[[], object]) -> None:
+        self.backend: Final = backend
+        self.probe: Final = probe
+        self.tests: tuple[str, ...] = ()
+        self.outcomes: tuple[tuple[str, str, str], ...] = ()
+        self.problems: tuple[str, ...] = ()
+
+    def verify(self) -> None:
+        if self.probe() != self.backend:
+            raise RuntimeError(f"backend probe did not select {self.backend}")
+
+    def pytest_collection_finish(self, session: pytest.Session) -> None:
+        self.tests = tuple(item.nodeid for item in session.items)
+
+    @pytest.hookimpl(tryfirst=True)
+    def pytest_runtest_call(self, item: pytest.Item) -> None:
+        del item
+        self.verify()
+
+    def pytest_collectreport(self, report: pytest.CollectReport) -> None:
+        if report.failed:
+            self.problems = (*self.problems, str(report.longrepr))
+
+    def pytest_runtest_logreport(self, report: pytest.TestReport) -> None:
+        self.outcomes = (*self.outcomes, (report.nodeid, report.when, report.outcome))
+        if report.failed:
+            self.problems = (*self.problems, str(report.longrepr))
+
+
+def run_python_tests(
+    selectors: Sequence[str],
+    repo_root: Path,
+    backend: Backend,
+    spec: BackendSpec,
+    pytest_args: Sequence[str] = (),
+) -> PythonReport:
+    with tempfile.TemporaryDirectory(prefix="litellm-unit-tests-") as directory:
+        output: Final = Path(directory) / "report.json"
+        command: Final = (
+            sys.executable,
+            "-m",
+            __name__,
+            "--backend",
+            backend,
+            "--probe",
+            spec.probe,
+            "--output",
+            str(output),
+            "--",
+            *selectors,
+            *pytest_args,
+        )
+        env: Final = {
+            **os.environ,
+            spec.environment_variable: "1" if backend == "rust" else "0",
+            "PYTHONPATH": os.pathsep.join((str(repo_root), os.environ.get("PYTHONPATH", ""))),
+        }
+        try:
+            result: Final = subprocess.run(
+                command, cwd=repo_root, env=env, capture_output=True, text=True, timeout=600, check=False
+            )
+        except (OSError, subprocess.TimeoutExpired) as error:
+            return PythonReport(backend=backend, verified=False, exit_code=1, problems=(str(error),))
+        if not output.exists():
+            return PythonReport(
+                backend=backend,
+                verified=False,
+                exit_code=result.returncode or 1,
+                problems=(result.stdout + result.stderr,),
+            )
+        report: Final = PythonReport.model_validate_json(output.read_text())
+        if report.exit_code != result.returncode:
+            return report.model_copy(
+                update={
+                    "exit_code": result.returncode or 1,
+                    "problems": (*report.problems, "worker exit code differs from report"),
+                }
+            )
+        return report
+
+
+def compare_python_runs(python: PythonReport, rust: PythonReport) -> tuple[str, ...]:
+    return (
+        *(("backend selection was not verified",) if not python.verified or not rust.verified else ()),
+        *(("Python run used the wrong backend",) if python.backend != "python" else ()),
+        *(("Rust run used the wrong backend",) if rust.backend != "rust" else ()),
+        *(("Python/Rust test inventories differ",) if python.tests != rust.tests else ()),
+        *(("Python/Rust test outcomes differ",) if sorted(python.outcomes) != sorted(rust.outcomes) else ()),
+        *(("no Python tests collected",) if not python.tests else ()),
+        *(
+            ("Python tests did not all pass",)
+            if set(python.tests)
+            != {node for node, phase, status in python.outcomes if phase == "call" and status == "passed"}
+            else ()
+        ),
+        *(
+            ("Rust-enabled Python tests did not all pass",)
+            if set(rust.tests)
+            != {node for node, phase, status in rust.outcomes if phase == "call" and status == "passed"}
+            else ()
+        ),
+        *(("Python test run failed",) if python.exit_code else ()),
+        *(("Rust-enabled Python test run failed",) if rust.exit_code else ()),
+        *python.problems,
+        *rust.problems,
+    )
+
+
+def main(argv: Sequence[str] | None = None) -> int:
+    parser: Final = argparse.ArgumentParser()
+    parser.add_argument("--backend", required=True, choices=("python", "rust"))
+    parser.add_argument("--probe", required=True)
+    parser.add_argument("--output", required=True, type=Path)
+    parser.add_argument("pytest_args", nargs=argparse.REMAINDER)
+    args: Final = parser.parse_args(argv)
+    try:
+        module, name = args.probe.rsplit(":", 1)
+        probe: Final = cast(Callable[[], object], getattr(importlib.import_module(module), name))
+        plugin: Final = ResultPlugin(args.backend, probe)
+        plugin.verify()
+        code: Final = int(
+            pytest.main(["-o", "consider_namespace_packages=true", *args.pytest_args[1:]], plugins=[plugin])
+        )
+        report: Final = PythonReport(
+            backend=args.backend,
+            verified=True,
+            tests=plugin.tests,
+            outcomes=plugin.outcomes,
+            exit_code=code,
+            problems=plugin.problems,
+        )
+    except Exception as error:
+        failure: Final = PythonReport(backend=args.backend, verified=False, exit_code=1, problems=(str(error),))
+        args.output.write_text(failure.model_dump_json())
+        return 1
+    args.output.write_text(report.model_dump_json())
+    return report.exit_code
 
 
 def enumerate_python_tests(repo_root: Path, relative_path: str) -> frozenset[str]:
@@ -20,3 +202,7 @@ def enumerate_python_tests(repo_root: Path, relative_path: str) -> frozenset[str
                     module_level.append(f"{node.name}::{child.name}")
 
     return frozenset(module_level)
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/tests/rust-python-harness/strategies/unit_tests/runner.py b/tests/rust-python-harness/strategies/unit_tests/runner.py
new file mode 100644
index 00000000000..d10fa364d1c
--- /dev/null
+++ b/tests/rust-python-harness/strategies/unit_tests/runner.py
@@ -0,0 +1,91 @@
+from __future__ import annotations
+
+import sys
+from collections.abc import Sequence
+from pathlib import Path
+from time import monotonic
+from typing import Final
+
+from pydantic import BaseModel, ConfigDict
+
+from ...shared.reporting.models import HarnessCase, HarnessRun, RunStatus
+from ...shared.reporting.pytest_runner import UpdateCallback
+from .mapping_validator import TestMapping, validate_mapping
+from .python_runner import BackendSpec, compare_python_runs, run_python_tests
+from .rust_runner import run_rust_tests
+
+
+class UnitSuite(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    python_selectors: tuple[str, ...]
+    cargo_manifest: str
+    cargo_package: str
+    cargo_filter: str
+    backend: BackendSpec
+    mappings: tuple[TestMapping, ...] = ()
+
+
+def run_suite(suite: UnitSuite, repo_root: Path, pytest_args: Sequence[str] = ()) -> tuple[str, ...]:
+    if not suite.python_selectors or not suite.cargo_filter:
+        return ("unit suites must select Python tests and a focused Cargo filter",)
+    python: Final = run_python_tests(suite.python_selectors, repo_root, "python", suite.backend, pytest_args)
+    rust_python: Final = run_python_tests(suite.python_selectors, repo_root, "rust", suite.backend, pytest_args)
+    inventory: Final = run_rust_tests(
+        repo_root / suite.cargo_manifest, suite.cargo_package, suite.cargo_filter, collect_only=True
+    )
+    mapping: Final = validate_mapping(python.tests, inventory.tests, suite.mappings)
+    rust: Final = run_rust_tests(repo_root / suite.cargo_manifest, suite.cargo_package, suite.cargo_filter)
+    return (
+        *compare_python_runs(python, rust_python),
+        *mapping.problems,
+        *(("native Rust tests did not all pass",) if set(inventory.tests) != set(rust.tests) else ()),
+        *((inventory.output,) if inventory.exit_code else ()),
+        *((rust.output,) if rust.exit_code else ()),
+    )
+
+
+def run(
+    cases: Sequence[HarnessCase],
+    repo_root: Path,
+    on_update: UpdateCallback,
+    pytest_args: Sequence[str] = (),
+) -> tuple[int, HarnessRun]:
+    report: Final = HarnessRun.from_cases(cases)
+    for case in cases:
+        result: Final = report.results[case.key]
+        if case.unit_suite is None:
+            result.finalize()
+            continue
+        nodeid: Final = f"unit-suite:{case.unit_suite}"
+        result.collected.add(nodeid)
+        result.status = RunStatus.RUNNING
+        on_update(report)
+        try:
+            suite: Final = UnitSuite.model_validate_json((repo_root / case.unit_suite).read_text())
+            problems: Final = run_suite(suite, repo_root, pytest_args)
+        except (OSError, ValueError) as error:
+            result.record(nodeid, RunStatus.ERROR)
+            report.failures.append((nodeid, str(error)))
+            continue
+        result.record(nodeid, RunStatus.FAILED if problems else RunStatus.PASSED)
+        report.failures.extend((nodeid, problem) for problem in problems)
+        on_update(report)
+    report.finished_at = monotonic()
+    on_update(report)
+    return int(
+        any(
+            result.status in {RunStatus.ERROR, RunStatus.FAILED, RunStatus.MISSING}
+            for result in report.results.values()
+        )
+    ), report
+
+
+def main(argv: Sequence[str] | None = None) -> int:
+    from ...cli import main as harness_main
+
+    return harness_main(argv, strategy_id="unit_tests")
+
+
+if __name__ == "__main__":
+    raise SystemExit(main(sys.argv[1:]))
diff --git a/tests/rust-python-harness/strategies/unit_tests/rust_runner.py b/tests/rust-python-harness/strategies/unit_tests/rust_runner.py
index 6b855adbc4b..b24034199b5 100644
--- a/tests/rust-python-harness/strategies/unit_tests/rust_runner.py
+++ b/tests/rust-python-harness/strategies/unit_tests/rust_runner.py
@@ -1,7 +1,47 @@
 from __future__ import annotations
 
 import re
+import subprocess
+from dataclasses import dataclass
 from pathlib import Path
+from typing import Final
+
+
+@dataclass(frozen=True, slots=True)
+class RustReport:
+    tests: tuple[str, ...]
+    exit_code: int
+    output: str
+
+
+def run_rust_tests(manifest: Path, package: str, test_filter: str, *, collect_only: bool = False) -> RustReport:
+    command: Final = (
+        "cargo",
+        "test",
+        "--manifest-path",
+        str(manifest),
+        "--package",
+        package,
+        "--lib",
+        test_filter,
+        "--",
+        *(("--list",) if collect_only else ("--format=pretty",)),
+    )
+    try:
+        result: Final = subprocess.run(command, capture_output=True, text=True, check=False, timeout=600)
+    except (OSError, subprocess.TimeoutExpired) as error:
+        return RustReport((), 1, str(error))
+    tests: Final = (
+        tuple(line.removesuffix(": test") for line in result.stdout.splitlines() if line.endswith(": test"))
+        if collect_only
+        else tuple(
+            line.removeprefix("test ").removesuffix(" ... ok")
+            for line in result.stdout.splitlines()
+            if line.startswith("test ") and line.endswith(" ... ok")
+        )
+    )
+    return RustReport(tests, result.returncode, result.stdout + result.stderr)
+
 
 _RUST_TEST_PATTERN = re.compile(
     r"#\[(?:test|tokio::test)\][^\n]*\n(?:[^\n]*\n)*?\s*(?:async\s+)?fn\s+(\w+)\s*\("
diff --git a/tests/rust-python-harness/strategies/unit_tests/strategy.json b/tests/rust-python-harness/strategies/unit_tests/strategy.json
new file mode 100644
index 00000000000..7ae5d9c22c6
--- /dev/null
+++ b/tests/rust-python-harness/strategies/unit_tests/strategy.json
@@ -0,0 +1,32 @@
+{
+  "order": 30,
+  "id": "unit_tests",
+  "label": "Unit tests",
+  "description": "Validate Python/Rust test mappings and compare isolated Python runs alongside native Cargo tests.",
+  "functions": {
+    "ocr": {
+      "coverage": "planned",
+      "selectors": []
+    },
+    "messages": {
+      "coverage": "planned",
+      "selectors": []
+    },
+    "chat_completions": {
+      "coverage": "planned",
+      "selectors": []
+    },
+    "responses": {
+      "coverage": "planned",
+      "selectors": []
+    },
+    "count_tokens": {
+      "coverage": "planned",
+      "selectors": []
+    },
+    "transcription": {
+      "coverage": "planned",
+      "selectors": []
+    }
+  }
+}
diff --git a/tests/rust-python-harness/strategies/unit_tests/test_mapping_validator.py b/tests/rust-python-harness/strategies/unit_tests/test_mapping_validator.py
new file mode 100644
index 00000000000..25c63faf3a7
--- /dev/null
+++ b/tests/rust-python-harness/strategies/unit_tests/test_mapping_validator.py
@@ -0,0 +1,38 @@
+from __future__ import annotations
+
+import pytest
+
+from .mapping_validator import TestMapping as Mapping, validate_mapping
+
+
+def test_matches_names_and_explicit_annotations() -> None:
+    report = validate_mapping(
+        ("tests/test_api.py::test_decode", "tests/test_api.py::test_error"),
+        ("api::test_decode", "api::preserves_error"),
+        (Mapping(python="tests/test_api.py::test_error", rust="api::preserves_error"),),
+    )
+    assert report.problems == ()
+    assert {(pair.python, pair.rust) for pair in report.pairs} == {
+        ("tests/test_api.py::test_decode", "api::test_decode"),
+        ("tests/test_api.py::test_error", "api::preserves_error"),
+    }
+
+
+@pytest.mark.parametrize(
+    ("python", "rust", "message"),
+    (
+        (("test_decode",), (), "missing Rust counterpart"),
+        ((), ("test_decode",), "missing Python counterpart"),
+        (("test_decode",), ("one::test_decode", "two::test_decode"), "ambiguous Rust counterparts"),
+        (("one::test_decode", "two::test_decode"), ("test_decode",), "ambiguous Python counterparts"),
+    ),
+)
+def test_reports_missing_and_ambiguous_counterparts(
+    python: tuple[str, ...], rust: tuple[str, ...], message: str
+) -> None:
+    assert any(message in problem for problem in validate_mapping(python, rust).problems)
+
+
+def test_rejects_stale_annotations_even_when_names_match() -> None:
+    report = validate_mapping(("test_decode",), ("test_decode",), (Mapping(python="test_decode", rust="removed"),))
+    assert "missing Rust counterpart: removed" in report.problems
diff --git a/tests/rust-python-harness/strategies/unit_tests/test_python_runner.py b/tests/rust-python-harness/strategies/unit_tests/test_python_runner.py
new file mode 100644
index 00000000000..ed4920b7525
--- /dev/null
+++ b/tests/rust-python-harness/strategies/unit_tests/test_python_runner.py
@@ -0,0 +1,53 @@
+from __future__ import annotations
+
+import os
+from pathlib import Path
+from typing import Final
+
+from .python_runner import BackendSpec, compare_python_runs, run_python_tests
+
+HARNESS_ROOT: Final = Path(__file__).resolve().parents[4]
+
+
+def _suite(root: Path, *, mismatch: bool = False) -> BackendSpec:
+    (root / "pytest.ini").write_text("[pytest]\n")
+    (root / "backend_probe.py").write_text(
+        "import os\ndef selected():\n    return 'rust' if os.environ.get('TEST_USE_RUST') == '1' else 'python'\n"
+    )
+    (root / "test_backend.py").write_text(
+        "import os\nfrom pathlib import Path\nfrom backend_probe import selected\n"
+        "def test_backend():\n    backend = selected()\n"
+        "    Path(backend + '.pid').write_text(str(os.getpid()))\n"
+        + ("    assert backend == 'python'\n" if mismatch else "    assert backend in {'python', 'rust'}\n")
+    )
+    return BackendSpec(environment_variable="TEST_USE_RUST", probe="backend_probe:selected")
+
+
+def test_runs_existing_python_tests_in_separate_verified_backends(tmp_path: Path, monkeypatch) -> None:
+    monkeypatch.setenv("PYTHONPATH", str(HARNESS_ROOT))
+    monkeypatch.setenv("PYTEST_DISABLE_PLUGIN_AUTOLOAD", "1")
+    spec: Final = _suite(tmp_path)
+    python: Final = run_python_tests(("test_backend.py",), tmp_path, "python", spec)
+    rust: Final = run_python_tests(("test_backend.py",), tmp_path, "rust", spec)
+    assert compare_python_runs(python, rust) == ()
+    assert python.tests == ("test_backend.py::test_backend",)
+    assert (tmp_path / "python.pid").read_text() != (tmp_path / "rust.pid").read_text()
+    assert (tmp_path / "python.pid").read_text() != str(os.getpid())
+
+
+def test_rejects_wrong_backend_and_different_test_results(tmp_path: Path, monkeypatch) -> None:
+    monkeypatch.setenv("PYTHONPATH", str(HARNESS_ROOT))
+    monkeypatch.setenv("PYTEST_DISABLE_PLUGIN_AUTOLOAD", "1")
+    spec: Final = _suite(tmp_path, mismatch=True)
+    python: Final = run_python_tests(("test_backend.py",), tmp_path, "python", spec)
+    rust: Final = run_python_tests(("test_backend.py",), tmp_path, "rust", spec)
+    assert "Python/Rust test outcomes differ" in compare_python_runs(python, rust)
+    wrong: Final = run_python_tests(
+        ("test_backend.py",),
+        tmp_path,
+        "rust",
+        BackendSpec(environment_variable="WRONG_FLAG", probe=spec.probe),
+    )
+    assert wrong.exit_code == 1
+    assert not wrong.verified
+    assert "backend probe did not select rust" in wrong.problems[0]
diff --git a/tests/rust-python-harness/strategies/unit_tests/test_runner.py b/tests/rust-python-harness/strategies/unit_tests/test_runner.py
new file mode 100644
index 00000000000..c652d6e12b1
--- /dev/null
+++ b/tests/rust-python-harness/strategies/unit_tests/test_runner.py
@@ -0,0 +1,59 @@
+from __future__ import annotations
+
+import json
+import shutil
+from pathlib import Path
+from typing import Final
+
+import pytest
+
+from ...shared.reporting.models import Coverage, HarnessCase, RunStatus
+from .runner import run
+
+
+@pytest.mark.skipif(shutil.which("cargo") is None, reason="Cargo is required for the combined unit strategy")
+def test_combines_mapping_backend_comparison_and_cargo_results(tmp_path: Path, monkeypatch) -> None:
+    monkeypatch.setenv("PYTHONPATH", str(Path(__file__).resolve().parents[4]))
+    monkeypatch.setenv("PYTEST_DISABLE_PLUGIN_AUTOLOAD", "1")
+    (tmp_path / "pytest.ini").write_text("[pytest]\n")
+    (tmp_path / "backend_probe.py").write_text(
+        "import os\ndef selected():\n    return 'rust' if os.environ['TEST_USE_RUST'] == '1' else 'python'\n"
+    )
+    (tmp_path / "test_api.py").write_text("def test_decode():\n    assert int('42') == 42\n")
+    (tmp_path / "Cargo.toml").write_text(
+        '[package]\nname = "combined-check"\nversion = "0.1.0"\nedition = "2021"\n[workspace]\n'
+    )
+    (tmp_path / "src").mkdir()
+    (tmp_path / "src/lib.rs").write_text('#[test] fn test_decode() { assert_eq!("42".parse::<u8>().unwrap(), 42); }\n')
+    suite: Final = {
+        "python_selectors": ("test_api.py",),
+        "cargo_manifest": "Cargo.toml",
+        "cargo_package": "combined-check",
+        "cargo_filter": "test_decode",
+        "backend": {"environment_variable": "TEST_USE_RUST", "probe": "backend_probe:selected"},
+    }
+    (tmp_path / "suite.json").write_text(json.dumps(suite))
+    case: Final = HarnessCase(
+        strategy_id="unit_tests",
+        strategy_label="Unit tests",
+        sdk_function="ocr",
+        coverage=Coverage.COMPLETE,
+        selectors=(),
+        unit_suite="suite.json",
+    )
+    code, report = run((case,), tmp_path, lambda _: None)
+    assert code == 0, report.failures
+    assert report.results[case.key].status is RunStatus.PASSED
+    (tmp_path / "suite.json").write_text(
+        json.dumps({**suite, "mappings": [{"python": "test_api.py::test_decode", "rust": "removed"}]})
+    )
+    failed_code, failed_report = run((case,), tmp_path, lambda _: None)
+    assert failed_code == 1
+    assert failed_report.results[case.key].status is RunStatus.FAILED
+    assert any("missing Rust counterpart: removed" in detail for _, detail in failed_report.failures)
+
+    (tmp_path / "suite.json").write_text(json.dumps(suite))
+    (tmp_path / "src/lib.rs").write_text("#[test] #[ignore] fn test_decode() {}\n")
+    skipped_code, skipped_report = run((case,), tmp_path, lambda _: None)
+    assert skipped_code == 1
+    assert any("native Rust tests did not all pass" in detail for _, detail in skipped_report.failures)
diff --git a/tests/rust-python-harness/strategies/unit_tests/test_rust_runner.py b/tests/rust-python-harness/strategies/unit_tests/test_rust_runner.py
new file mode 100644
index 00000000000..aeeb7f602f5
--- /dev/null
+++ b/tests/rust-python-harness/strategies/unit_tests/test_rust_runner.py
@@ -0,0 +1,27 @@
+from __future__ import annotations
+
+import shutil
+from pathlib import Path
+from typing import Final
+
+import pytest
+
+from .rust_runner import run_rust_tests
+
+
+@pytest.mark.skipif(shutil.which("cargo") is None, reason="Cargo is required for native runner integration")
+def test_collects_and_runs_native_tests_and_propagates_failure(tmp_path: Path) -> None:
+    manifest: Final = tmp_path / "Cargo.toml"
+    manifest.write_text('[package]\nname = "harness-runner-check"\nversion = "0.1.0"\nedition = "2021"\n[workspace]\n')
+    (tmp_path / "src").mkdir()
+    source: Final = tmp_path / "src/lib.rs"
+    source.write_text("#[test] fn test_parity() { assert_eq!(2 + 2, 4); }\n")
+    inventory: Final = run_rust_tests(manifest, "harness-runner-check", "test_parity", collect_only=True)
+    assert inventory.exit_code == 0, inventory.output
+    assert inventory.tests == ("test_parity",)
+    passing: Final = run_rust_tests(manifest, "harness-runner-check", "test_parity")
+    assert passing.exit_code == 0, passing.output
+    source.write_text("#[test] fn test_parity() { assert_eq!(2 + 2, 5); }\n")
+    failed: Final = run_rust_tests(manifest, "harness-runner-check", "test_parity")
+    assert failed.exit_code != 0
+    assert "test_parity" in failed.output
diff --git a/tests/rust-python-harness/unit_tests_rust/README.md b/tests/rust-python-harness/unit_tests_rust/README.md
deleted file mode 100644
index 12c7eb0089c..00000000000
--- a/tests/rust-python-harness/unit_tests_rust/README.md
+++ /dev/null
@@ -1,3 +0,0 @@
-# Rust unit tests
-
-Holds focused Cargo tests for Rust-owned parsing, transforms, errors, and streaming behavior. These tests make failures fast to diagnose before the Python bridge or full SDK path is involved.
diff --git a/tests/rust-python-harness/unit_tests_rust/strategy.json b/tests/rust-python-harness/unit_tests_rust/strategy.json
deleted file mode 100644
index bfb2bc0dad0..00000000000
--- a/tests/rust-python-harness/unit_tests_rust/strategy.json
+++ /dev/null
@@ -1,14 +0,0 @@
-{
-  "order": 20,
-  "id": "unit_tests_rust",
-  "label": "Rust unit tests",
-  "description": "Exercise Rust-owned behavior directly with focused unit tests.",
-  "functions": {
-    "ocr": {"coverage": "planned", "selectors": []},
-    "messages": {"coverage": "planned", "selectors": []},
-    "responses": {"coverage": "planned", "selectors": []},
-    "count_tokens": {"coverage": "planned", "selectors": []},
-    "chat_completions": {"coverage": "planned", "selectors": []},
-    "transcription": {"coverage": "planned", "selectors": []}
-  }
-}
diff --git a/tests/rust-python-harness/validate_sub_methods/README.md b/tests/rust-python-harness/validate_sub_methods/README.md
deleted file mode 100644
index 24894366f23..00000000000
--- a/tests/rust-python-harness/validate_sub_methods/README.md
+++ /dev/null
@@ -1,3 +0,0 @@
-# Validate sub-methods
-
-Checks each request, response, stream, and error-mapping sub-method independently across Python and Rust. It also validates that traced Python helpers have an explicit Rust implementation and parity test.
diff --git a/tests/rust-python-harness/validate_sub_methods/strategy.json b/tests/rust-python-harness/validate_sub_methods/strategy.json
deleted file mode 100644
index a26bc2d70ed..00000000000
--- a/tests/rust-python-harness/validate_sub_methods/strategy.json
+++ /dev/null
@@ -1,14 +0,0 @@
-{
-  "order": 30,
-  "id": "validate_sub_methods",
-  "label": "Validate sub-methods",
-  "description": "Compare isolated transforms and verify Python-to-Rust helper coverage.",
-  "functions": {
-    "ocr": {"coverage": "planned", "selectors": []},
-    "messages": {"coverage": "planned", "selectors": []},
-    "responses": {"coverage": "planned", "selectors": []},
-    "count_tokens": {"coverage": "planned", "selectors": []},
-    "chat_completions": {"coverage": "planned", "selectors": []},
-    "transcription": {"coverage": "planned", "selectors": []}
-  }
-}
diff --git a/tests/test_litellm/rust_bridge/native_route_wheel_test.py b/tests/test_litellm/rust_bridge/native_route_wheel_test.py
index 0ce49d51aed..a89a985952b 100644
--- a/tests/test_litellm/rust_bridge/native_route_wheel_test.py
+++ b/tests/test_litellm/rust_bridge/native_route_wheel_test.py
@@ -200,7 +200,7 @@ def success_value(route: str, response: dict[object, object]) -> object:
 
 
 def assert_rate_limit(native: object, route: str, error: BaseException) -> None:
-    if route == "chat_completions":
+    if route in {"ocr", "chat_completions"}:
         upstream_error: Final = native.RustUpstreamError
         if not isinstance(error, upstream_error) or error.args[0] != 429:
             raise AssertionError(f"{route} returned the wrong 429 error: {error!r}")
diff --git a/tests/test_rust_python_harness.py b/tests/test_rust_python_harness.py
index 514446577fd..a2b9c8e2a76 100644
--- a/tests/test_rust_python_harness.py
+++ b/tests/test_rust_python_harness.py
@@ -2,19 +2,23 @@ from __future__ import annotations
 
 import importlib
 import json
+import os
+import subprocess
+import sys
 from pathlib import Path
+from typing import Final
 
 import pytest
 
 catalog = importlib.import_module("tests.rust-python-harness.catalog")
 cli = importlib.import_module("tests.rust-python-harness.cli")
+models = importlib.import_module("tests.rust-python-harness.shared.reporting.models")
+runner = importlib.import_module("tests.rust-python-harness.shared.reporting.pytest_runner")
+ui = importlib.import_module("tests.rust-python-harness.shared.reporting.ui")
 ledger_module = importlib.import_module("tests.rust-python-harness.shared.parity.ledger")
 mapping_validator = importlib.import_module(
     "tests.rust-python-harness.strategies.unit_tests.mapping_validator"
 )
-models = importlib.import_module("tests.rust-python-harness.models")
-runner = importlib.import_module("tests.rust-python-harness.runner")
-ui = importlib.import_module("tests.rust-python-harness.ui")
 
 load_catalog = catalog.load_catalog
 load_ledger = ledger_module.load_ledger
@@ -70,9 +74,9 @@ def test_should_load_the_four_harness_strategies_in_order() -> None:
     strategies = load_catalog()
 
     assert [strategy.id for strategy in strategies] == [
-        "e2e_fuzz_tests",
-        "unit_tests_rust",
-        "validate_sub_methods",
+        "e2e_parity",
+        "trace_parity",
+        "unit_tests",
         "existing_e2e_test_sdk",
     ]
     assert all(
@@ -155,6 +159,46 @@ def test_should_treat_an_all_planned_filtered_run_as_success(tmp_path: Path) ->
     assert next(iter(run.results.values())).status is RunStatus.PLANNED
 
 
+@pytest.mark.parametrize("strategy_id", ("e2e_parity", "existing_e2e_test_sdk"))
+def test_should_run_namespace_package_relative_imports(tmp_path: Path, strategy_id: str) -> None:
+    package: Final = tmp_path / "manual_suite" / "relative-tests"
+    package.mkdir(parents=True)
+    (package / "__init__.py").write_text("", encoding="utf-8")
+    (package / "values.py").write_text("ANSWER = 42\n", encoding="utf-8")
+    (package / "test_relative.py").write_text(
+        "from .values import ANSWER\n\ndef test_answer():\n    assert ANSWER == 42\n",
+        encoding="utf-8",
+    )
+    result: Final = subprocess.run(
+        (
+            sys.executable,
+            "-c",
+            "import importlib\n"
+            "from pathlib import Path\n"
+            "cli = importlib.import_module('tests.rust-python-harness.cli')\n"
+            "models = importlib.import_module('tests.rust-python-harness.shared.reporting.models')\n"
+            f"case = models.HarnessCase(strategy_id={strategy_id!r}, strategy_label='Example', "
+            "sdk_function='ocr', coverage=models.Coverage.COMPLETE, "
+            "selectors=('manual_suite/relative-tests/',))\n"
+            f"code, run = cli._resolve_runner({strategy_id!r})((case,), Path.cwd(), lambda _: None)\n"
+            "assert code == 0, code\n"
+            "assert next(iter(run.results.values())).passed == 1\n",
+        ),
+        cwd=tmp_path,
+        env={
+            **os.environ,
+            "PYTHONPATH": os.pathsep.join((str(tmp_path), str(Path(__file__).resolve().parents[1]))),
+            "PYTEST_DISABLE_PLUGIN_AUTOLOAD": "1",
+        },
+        capture_output=True,
+        text=True,
+        timeout=30,
+        check=False,
+    )
+
+    assert result.returncode == 0, result.stdout + result.stderr
+
+
 def test_should_finalize_a_fully_passing_case() -> None:
     result = CaseResult(case=_case(selectors=("tests/test_parity.py",)))
     result.set_initial_status()
@@ -184,10 +228,10 @@ def test_should_replace_a_pass_with_a_teardown_error() -> None:
 def test_should_filter_the_catalog_by_strategy_and_sdk_function() -> None:
     strategies = load_catalog()
 
-    cases = _select(strategies, {"e2e_fuzz_tests"}, {"messages"})
+    cases = _select(strategies, {"e2e_parity"}, {"messages"})
 
     assert len(cases) == 1
-    assert cases[0].key == "e2e_fuzz_tests:messages"
+    assert cases[0].key == "e2e_parity:messages"
 
 
 def test_should_reject_an_unknown_strategy() -> None:
@@ -216,10 +260,10 @@ def test_should_format_developer_facing_run_context() -> None:
     assert _summary(run) == (1, 0, 0, 0)
     assert _format_duration(1.25) == "1.2s"
     assert _rerun_command("tests/test_parity.py::test_one") == (
-        "poetry run pytest tests/test_parity.py::test_one -q"
+        "poetry run pytest tests/test_parity.py::test_one -q -o consider_namespace_packages=true"
     )
     assert _rerun_command("tests/test_parity.py::test_one[value with spaces]") == (
-        "poetry run pytest 'tests/test_parity.py::test_one[value with spaces]' -q"
+        "poetry run pytest 'tests/test_parity.py::test_one[value with spaces]' -q -o consider_namespace_packages=true"
     )
 
 
@@ -240,7 +284,7 @@ def test_should_report_confidence_for_each_sdk_section() -> None:
     strategies = load_catalog()
     cases = tuple(case for strategy in strategies for case in strategy.cases)
     run = HarnessRun.from_cases(cases)
-    passing = run.results["e2e_fuzz_tests:responses"]
+    passing = run.results["e2e_parity:responses"]
     passing.collected.add("tests/test_parity.py::test_one")
     passing.record("tests/test_parity.py::test_one", RunStatus.PASSED)
 
@@ -287,6 +331,21 @@ def test_should_scope_validate_ledger_to_the_requested_function(
     assert "ocr" not in captured.out
 
 
+@pytest.mark.parametrize("strategy_id", (None, "e2e_parity", "trace_parity", "unit_tests", "existing_e2e_test_sdk"))
+def test_should_validate_chat_completions_ledger_from_each_runner(
+    strategy_id: str | None, capsys: pytest.CaptureFixture[str]
+) -> None:
+    exit_code: Final = cli.main(
+        ("--validate-ledger", "--function", "chat_completions"), strategy_id=strategy_id
+    )
+
+    captured: Final = capsys.readouterr()
+    assert exit_code == 0
+    assert "chat_completions" in captured.out
+    assert "no ledger yet" in captured.out
+    assert "ocr" not in captured.out
+
+
 def test_should_have_every_python_and_rust_ocr_test_accounted_for_in_the_ledger() -> None:
     ledger = load_ledger(ledger_path_for("ocr"))
 
diff --git a/uv.lock b/uv.lock
index aa59ff7b229..de3181edd5a 100644
--- a/uv.lock
+++ b/uv.lock
@@ -10,7 +10,7 @@ resolution-markers = [
 ]
 
 [options]
-exclude-newer = "2026-08-30T17:51:25.171404Z"
+exclude-newer = "0001-01-01T00:00:00Z" # This has no effect and is included for backwards compatibility when using relative exclude-newer values.
 exclude-newer-span = "P3D"
 
 [manifest]
@@ -2373,14 +2373,14 @@ wheels = [
 
 [[package]]
 name = "gitpython"
-version = "3.1.58"
+version = "3.1.61"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "gitdb" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/26/d6/5f358ff283325580c2003a6d953aea18cfe10ae87b46f5ebc80fa3a386dc/gitpython-3.1.58.tar.gz", hash = "sha256:621416df10ef3fd0e19fabf9172ddeed0fa704d353d04f194eec56a625a95b22", size = 228498, upload-time = "2026-08-04T15:05:49.47Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/6f/61/3285044215fb596bf093e39ccb96ece0a1076a8ca57a61e069a6a33cdb1b/gitpython-3.1.61.tar.gz", hash = "sha256:f51c24d8c0f733a195447385f5774a5dfe8767f5acfd7994a33755644c6ecc95", size = 231680, upload-time = "2026-08-28T11:01:13.761Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/ec/0c/9d8752098bc442f0726e64aa6135940b3a96809915d1aa4206c1bb97881d/gitpython-3.1.58-py3-none-any.whl", hash = "sha256:d331e722577f0fd7fc1f857419b3ecc07af66282b933d2a4d95f84a042fdd50f", size = 220183, upload-time = "2026-08-04T15:05:48.025Z" },
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