From 7008a70a6e7bd83a63b4f9d7239fb6d922284aff Mon Sep 17 00:00:00 2001
From: Ashwin Bharambe <ashwin.bharambe@gmail.com>
Date: Fri, 3 Oct 2025 20:05:24 -0700
Subject: [PATCH] feat(tests): implement test isolation for inference
 recordings
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Uses test_id in request hashes and test-scoped subdirectories to prevent cross-test contamination. Model list endpoints exclude test_id to enable merging recordings from different servers.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
---
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 ...93becf1ebb4574448fe2009eda940f4fd384a.json |    78 +
 ...69b27cf4ef1fd0cdaef95cef1a1f19b54cd72.json |   423 +
 ...1fba85f1bb76ddc170b359c97a7a54ed0d142.json |    78 +
 ...7213561e75add47b00588695a4f24228dd2af.json |   423 +
 ...743caa0d92d15763caeb452aac73239e0703.json} |     1 +
 ...bf5c3c09c163fae59cc714267cdecba53bf9d.json |    59 +
 ...c27689523c9d8abfe53cfd44e96f80644b1c2.json |   423 +
 ...8e4fb4f62fe33ba6daca56a2e68f8ab6bd110.json |   423 +
 ...dcdae61612c7500bc04669cbf13c43927c87e.json |   423 +
 ...0ae2dbc53aebd13834348d5142bf249b9aa50.json |    78 +
 ...79a65fc0b4b9b989542eafa8e2e5317b5cc47.json |   423 +
 ...dfd4fc4b4213306068ab3c3f79f431a04aa3.json} |     1 +
 ...8c284e2374c6dc9c85d0407666148cb130338.json |   423 +
 ...7ee792738289351c69c27d17fc319f9b37bce.json |    78 +
 ...d4a0f298e1502d2daa09763fc1345c4e49e51.json |    78 +
 ...4fbe12a62ee7366734738b0c777f1a792cb3.json} |     1 +
 ...8db69033767367cfc689266c26a05d8f7732.json} |     1 +
 ...bf1d16a1e5ab3c49e3f207da32ac7f93cbad.json} |     1 +
 ...a4e851b8a67093cc917a1e8dde8176172ba28.json |    78 +
 ...1cb5de27c173361a4a1ba01eaa33599dfc268.json |    78 +
 ...58dae9c9c44186435b30eac3f312b1a954063.json |  1596 ++
 ...7c569c18d0b751b01d84efb4db76efa7aae1c.json |   423 +
 ...368bd804df8d2842146882afa4003b7fe9746.json |    78 +
 ...0a1fee344905aca46ad1088debf120e28151f.json |  1596 ++
 ...bdca33d1c45d611f6a58ba69bc1e151b7c298.json |   423 +
 ...a4bfcbc6d42c018afd2a378a2283d3e90293.json} |     1 +
 ...45991ae3dadcefa761f286095fa6751ea5982.json |    78 +
 ...2e67870da4763e0e0ca370e704d58c7dde1c6.json |  1596 ++
 ...2178dc2fd1f476a1fc213fb6b25c0c6614ed8.json |    78 +
 ...e5d0acfcce50d895f8de56e3be427835367df.json |   423 +
 ...b0fc9131466b0fd083a365e8f5ef1532ed1b0.json |  1596 ++
 303 files changed, 40627 insertions(+), 105140 deletions(-)
 rename tests/integration/{recordings/responses/044dcd8fdeb1.json => agents/recordings/00f8a71ccb939737ed72a289eede62998c6882727519858bbd5954307d10a673.json} (100%)
 rename tests/integration/{recordings/responses/4a32ce3da3ce.json => agents/recordings/095b37e65a5a78904f225bdefc904d3e20145a4dab1be0cf07d17a416d85e58d.json} (100%)
 rename tests/integration/{recordings/responses/b58e35a624b0.json => agents/recordings/13fac3724cd626a119153f60fa56bb54955fe0b10f5c4102b78e2d428b5ffc7a.json} (100%)
 create mode 100644 tests/integration/agents/recordings/1a0d3109cf92111ed4cb061a857dee0b99fa1e0b27934de1e6c5d29c03026626.json
 rename tests/integration/{recordings/responses => agents/recordings}/1d82e9439ae3.json (100%)
 rename tests/integration/{recordings/responses/cd294c2e0038.json => agents/recordings/1fd05fad28c2771c56ac8462a742f6004a37724e9c44b32bfc7fef5ac44d744c.json} (100%)
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 rename tests/integration/{recordings/responses/39576bcd7ed6.json => agents/recordings/292308724331c7172aaf91fe1373f2fbc9d626af08314bd7f5ba69d038ea7c1b.json} (100%)
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 rename tests/integration/{recordings/responses => agents/recordings}/3a1a67912f65.json (100%)
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 rename tests/integration/{recordings/responses/e3b94833d349.json => agents/recordings/6446f5838fb216dcc72e56d44ad62350d66e4f850bc15abb328f1278d1204723.json} (100%)
 rename tests/integration/{recordings/responses/b57525af4982.json => agents/recordings/697a25dd7f0ff515f567c883ad72ae9dca423726834aec8b38420dccb735c050.json} (100%)
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 create mode 100644 tests/integration/agents/recordings/7094319e038424fbec54338c397b487c7128fc28534351deb4662fba31043fa4.json
 rename tests/integration/{recordings/responses/7a047bcf8b19.json => agents/recordings/74c26f63592ceedb76eb9623fce41773965dd66b569506b5622b1a797c45f8e4.json} (100%)
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 create mode 100644 tests/integration/agents/recordings/a702e4bf918e94acd0d76ed753c120a4704dde82acf5ae198982fd62bd103279.json
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 rename tests/integration/{recordings/responses/23ad3b9e003e.json => agents/recordings/ca95f47c2896a7ce1536a3cf1a78170e073e49e478658a4b098b3581a703e843.json} (100%)
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 rename tests/integration/{recordings/responses/e1ccaa261725.json => agents/recordings/da6ec32ed8fb5bf4d957058ddd391a9958c4cfd0ab301bbd7b466a889cfc631b.json} (100%)
 rename tests/integration/{recordings/responses/7e4bdf20925c.json => agents/recordings/db5c89b87eba0d129ad9ed17306d4016aeeaf2bbeeaa5643d9620f5ea484430e.json} (100%)
 rename tests/integration/{recordings/responses/4c651211b0e0.json => agents/recordings/df1ff58ea16f0cfb14c80acfee395b186a1feed8262ef40538f0a215954e4398.json} (100%)
 rename tests/integration/{recordings/responses/c8cbe86c6dae.json => agents/recordings/df8355d4d3267371f2a65159d80cfb4e34591e6222a5bc3a079c94a068bf8fd7.json} (100%)
 rename tests/integration/{recordings/responses/7c57049fc13f.json => agents/recordings/ed76dd5fdf892c9cc959b2d301a256f81c43a906a0a56684ca97e848f8d6a94c.json} (100%)
 rename tests/integration/{recordings/responses/9db34836a1a7.json => agents/recordings/f85c3c14185386eecd4939eeb6b3a3cee734d69beb7cd6d13a3d3c2c64eca734.json} (100%)
 rename tests/integration/{recordings/responses/d0ac68cbde69.json => common/recordings/02c93bb3c314427bae2b7a7a6f054792b9f22d2cb4522eab802810be8672d3dc.json} (94%)
 create mode 100644 tests/integration/common/recordings/1098240ef53bbd378adf8dafbd5838b16eef7d6a7d6e75d24e3c120e25e73750.json
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 rename tests/integration/{recordings/responses/a369881bb3a2.json => common/recordings/4df315784095a200b2d275c6f8dda8be845e250000208127d20cf8c4f0bc666c.json} (100%)
 rename tests/integration/{recordings/responses/e2c9b07709fe.json => common/recordings/5b03940f8f14616ba20bf3b695138b785ffc26aed814ef01db492f4a5674d6c5.json} (100%)
 rename tests/integration/{recordings/responses/models-bd032f995f2a-e660ee4a.json => common/recordings/64a2277c90f0f42576f60c1030e3a020403d34a95f56931b792d5939f4cebc57.json} (99%)
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 rename tests/integration/{recordings/responses/models-bd032f995f2a-52e8575f.json => common/recordings/models-64a2277c90f0f42576f60c1030e3a020403d34a95f56931b792d5939f4cebc57-52e8575f.json} (99%)
 rename tests/integration/{recordings/responses/models-bd032f995f2a-3255f444.json => common/recordings/models-64a2277c90f0f42576f60c1030e3a020403d34a95f56931b792d5939f4cebc57-e660ee4a.json} (83%)
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 create mode 100644 tests/integration/eval/recordings/1b2720589d2a4273b5eb2c06b50ab45674040195c15013c9ea43bc6331e1a831.json
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 create mode 100644 tests/integration/eval/recordings/6de6d1ebc3128dfaba1efe654ca1453f12cd31ce2e294d20868c0c498b7d9136.json
 rename tests/integration/{recordings/responses/92a9a916ef02.json => eval/recordings/9ebe1e04fc3a8d41f88992428a7c99669c7e19b3d551090eb6bec83b33de2a18.json} (100%)
 rename tests/integration/{recordings/responses/c62eb5d7115e.json => eval/recordings/aa20023c358a0dc718355082cc244a231426700a772b8dc64abf05d8b126a736.json} (100%)
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 create mode 100644 tests/integration/files/recordings/108e7edbe4a967fdb8befc0df3d3c10c336afca41aad421e653e4b02eab2a632.json
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 create mode 100644 tests/integration/vector_io/recordings/bab2d47784384532657c1de8ce7bf5c3c09c163fae59cc714267cdecba53bf9d.json
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 create mode 100644 tests/integration/vector_io/recordings/be32c9233b45500fa8489ee490f8e4fb4f62fe33ba6daca56a2e68f8ab6bd110.json
 create mode 100644 tests/integration/vector_io/recordings/be4907dad3a07c4b44bb5ff9463dcdae61612c7500bc04669cbf13c43927c87e.json
 create mode 100644 tests/integration/vector_io/recordings/be8b6debd99ae0edadbf85762fd0ae2dbc53aebd13834348d5142bf249b9aa50.json
 create mode 100644 tests/integration/vector_io/recordings/c3c1adc7f70b7236338d292532179a65fc0b4b9b989542eafa8e2e5317b5cc47.json
 rename tests/integration/{recordings/responses/b612debbd3bf.json => vector_io/recordings/c4dc33b6ca81a4bee57e69a8afe9dfd4fc4b4213306068ab3c3f79f431a04aa3.json} (98%)
 create mode 100644 tests/integration/vector_io/recordings/c61a30ecd0a20fce37f374ae66e8c284e2374c6dc9c85d0407666148cb130338.json
 create mode 100644 tests/integration/vector_io/recordings/cb7a804d10b478a8d370ff1cc9f7ee792738289351c69c27d17fc319f9b37bce.json
 create mode 100644 tests/integration/vector_io/recordings/ce016662a541c5d90d594b10c2ed4a0f298e1502d2daa09763fc1345c4e49e51.json
 rename tests/integration/{recordings/responses/62aa454ea5f9.json => vector_io/recordings/d1747c96c0da77d861ca1e1a24924fbe12a62ee7366734738b0c777f1a792cb3.json} (98%)
 rename tests/integration/{recordings/responses/f6d655e91ac3.json => vector_io/recordings/d3c384fc44a5508fec866e03dc7f8db69033767367cfc689266c26a05d8f7732.json} (98%)
 rename tests/integration/{recordings/responses/3dff18060ebc.json => vector_io/recordings/d7c0f2ab8feb1c356881fa40c573bf1d16a1e5ab3c49e3f207da32ac7f93cbad.json} (98%)
 create mode 100644 tests/integration/vector_io/recordings/da46b1557c5b162e15c6adb1d36a4e851b8a67093cc917a1e8dde8176172ba28.json
 create mode 100644 tests/integration/vector_io/recordings/dca19b7ef78816758fd49eae3ab1cb5de27c173361a4a1ba01eaa33599dfc268.json
 create mode 100644 tests/integration/vector_io/recordings/df0116b306adc5197078e76edbc58dae9c9c44186435b30eac3f312b1a954063.json
 create mode 100644 tests/integration/vector_io/recordings/e2e6f10d12cce96a5870e05b96e7c569c18d0b751b01d84efb4db76efa7aae1c.json
 create mode 100644 tests/integration/vector_io/recordings/e6a849bcb40a5d68738d1846343368bd804df8d2842146882afa4003b7fe9746.json
 create mode 100644 tests/integration/vector_io/recordings/e7098721839eb8f15a6dccf1ebf0a1fee344905aca46ad1088debf120e28151f.json
 create mode 100644 tests/integration/vector_io/recordings/ec2d107699f7ef0a0e29f5fab3abdca33d1c45d611f6a58ba69bc1e151b7c298.json
 rename tests/integration/{recordings/responses/7b25b702ea18.json => vector_io/recordings/ed116c398340b125ae0488108c99a4bfcbc6d42c018afd2a378a2283d3e90293.json} (98%)
 create mode 100644 tests/integration/vector_io/recordings/f04cbf93eb979e4da17a7f145a945991ae3dadcefa761f286095fa6751ea5982.json
 create mode 100644 tests/integration/vector_io/recordings/f35218ef7a72c022d8d1a13c9192e67870da4763e0e0ca370e704d58c7dde1c6.json
 create mode 100644 tests/integration/vector_io/recordings/f6310cd6ff9871d46ac05441d4b2178dc2fd1f476a1fc213fb6b25c0c6614ed8.json
 create mode 100644 tests/integration/vector_io/recordings/fc60a0ef012b679d9b7c2b5123de5d0acfcce50d895f8de56e3be427835367df.json
 create mode 100644 tests/integration/vector_io/recordings/ff718a6f3d9e91eb043c7a47e23b0fc9131466b0fd083a365e8f5ef1532ed1b0.json

diff --git a/llama_stack/testing/inference_recorder.py b/llama_stack/testing/inference_recorder.py
index 38767d108..ce49a141f 100644
--- a/llama_stack/testing/inference_recorder.py
+++ b/llama_stack/testing/inference_recorder.py
@@ -22,10 +22,18 @@ from llama_stack.log import get_logger
 logger = get_logger(__name__, category="testing")
 
 # Global state for the recording system
+# Note: Using module globals instead of ContextVars because the session-scoped
+# client initialization happens in one async context, but tests run in different
+# contexts, and we need the mode/storage to persist across all contexts.
 _current_mode: str | None = None
 _current_storage: ResponseStorage | None = None
 _original_methods: dict[str, Any] = {}
 
+# Test context uses ContextVar since it changes per-test and needs async isolation
+from contextvars import ContextVar
+
+_test_context: ContextVar[str | None] = ContextVar("_test_context", default=None)
+
 from openai.types.completion_choice import CompletionChoice
 
 # update the "finish_reason" field, since its type definition is wrong (no None is accepted)
@@ -33,22 +41,38 @@ CompletionChoice.model_fields["finish_reason"].annotation = Literal["stop", "len
 CompletionChoice.model_rebuild()
 
 REPO_ROOT = Path(__file__).parent.parent.parent
-DEFAULT_STORAGE_DIR = REPO_ROOT / "tests/integration/recordings"
+DEFAULT_STORAGE_DIR = REPO_ROOT / "tests/integration/common"
 
 
 class InferenceMode(StrEnum):
     LIVE = "live"
     RECORD = "record"
     REPLAY = "replay"
+    RECORD_IF_MISSING = "record-if-missing"
 
 
 def normalize_request(method: str, url: str, headers: dict[str, Any], body: dict[str, Any]) -> str:
-    """Create a normalized hash of the request for consistent matching."""
+    """Create a normalized hash of the request for consistent matching.
+
+    Includes test_id from context to ensure test isolation - identical requests
+    from different tests will have different hashes.
+
+    Exception: Model list endpoints (/v1/models, /api/tags) exclude test_id since
+    they are infrastructure/shared and need to work across session setup and tests.
+    """
     # Extract just the endpoint path
     from urllib.parse import urlparse
 
     parsed = urlparse(url)
-    normalized = {"method": method.upper(), "endpoint": parsed.path, "body": body}
+    normalized = {
+        "method": method.upper(),
+        "endpoint": parsed.path,
+        "body": body,
+    }
+
+    # Include test_id for isolation, except for shared infrastructure endpoints
+    if parsed.path not in ("/api/tags", "/v1/models"):
+        normalized["test_id"] = _test_context.get()
 
     # Create hash - sort_keys=True ensures deterministic ordering
     normalized_json = json.dumps(normalized, sort_keys=True)
@@ -67,7 +91,11 @@ def setup_inference_recording():
     Currently, this is only supported for OpenAI and Ollama clients. These should cover the vast majority of use cases.
 
     Two environment variables are supported:
-    - LLAMA_STACK_TEST_INFERENCE_MODE: The mode to run in. Must be 'live', 'record', or 'replay'. Default is 'replay'.
+    - LLAMA_STACK_TEST_INFERENCE_MODE: The mode to run in. Must be 'live', 'record', 'replay', or 'record-if-missing'. Default is 'replay'.
+      - 'live': Make all requests live without recording
+      - 'record': Record all requests (overwrites existing recordings)
+      - 'replay': Use only recorded responses (fails if recording not found)
+      - 'record-if-missing': Use recorded responses when available, record new ones when not found
     - LLAMA_STACK_TEST_RECORDING_DIR: The directory to store the recordings in. Default is 'tests/integration/recordings'.
 
     The recordings are stored as JSON files.
@@ -154,21 +182,43 @@ def _deserialize_response(data: dict[str, Any]) -> Any:
 class ResponseStorage:
     """Handles SQLite index + JSON file storage/retrieval for inference recordings."""
 
-    def __init__(self, test_dir: Path):
-        self.test_dir = test_dir
-        self.responses_dir = self.test_dir / "responses"
+    def __init__(self, base_dir: Path):
+        self.base_dir = base_dir
+        # Don't create responses_dir here - determine it per-test at runtime
 
-        self._ensure_directories()
+    def _get_test_dir(self) -> Path:
+        """Get the recordings directory in the test file's parent directory.
+
+        For test at "tests/integration/inference/test_foo.py::test_bar",
+        returns "tests/integration/inference/recordings/".
+        """
+        test_id = _test_context.get()
+        if test_id:
+            # Extract the directory path from the test nodeid
+            # e.g., "tests/integration/inference/test_basic.py::test_foo[params]"
+            # -> get "tests/integration/inference"
+            test_file = test_id.split("::")[0]  # Remove test function part
+            test_dir = Path(test_file).parent  # Get parent directory
+
+            # Put recordings in a "recordings" subdirectory of the test's parent dir
+            # e.g., "tests/integration/inference" -> "tests/integration/inference/recordings"
+            return test_dir / "recordings"
+        else:
+            # Fallback for non-test contexts
+            return self.base_dir / "recordings"
 
     def _ensure_directories(self):
-        self.test_dir.mkdir(parents=True, exist_ok=True)
-        self.responses_dir.mkdir(exist_ok=True)
+        """Ensure test-specific directories exist."""
+        test_dir = self._get_test_dir()
+        test_dir.mkdir(parents=True, exist_ok=True)
+        return test_dir
 
     def store_recording(self, request_hash: str, request: dict[str, Any], response: dict[str, Any]):
         """Store a request/response pair."""
-        # Generate unique response filename
-        short_hash = request_hash[:12]
-        response_file = f"{short_hash}.json"
+        responses_dir = self._ensure_directories()
+
+        # Use FULL hash (not truncated)
+        response_file = f"{request_hash}.json"
 
         # Serialize response body if needed
         serialized_response = dict(response)
@@ -182,35 +232,71 @@ class ResponseStorage:
                 # Handle single response
                 serialized_response["body"] = _serialize_response(serialized_response["body"], request_hash)
 
-        # If this is an Ollama /api/tags recording, include models digest in filename to distinguish variants
+        # For model-list endpoints, include digest in filename to distinguish different model sets
         endpoint = request.get("endpoint")
         if endpoint in ("/api/tags", "/v1/models"):
             digest = _model_identifiers_digest(endpoint, response)
-            response_file = f"models-{short_hash}-{digest}.json"
+            response_file = f"models-{request_hash}-{digest}.json"
 
-        response_path = self.responses_dir / response_file
+        response_path = responses_dir / response_file
 
-        # Save response to JSON file
+        # Save response to JSON file with metadata
         with open(response_path, "w") as f:
-            json.dump({"request": request, "response": serialized_response}, f, indent=2)
+            json.dump(
+                {
+                    "test_id": _test_context.get(),  # Include for debugging
+                    "request": request,
+                    "response": serialized_response,
+                },
+                f,
+                indent=2,
+            )
             f.write("\n")
             f.flush()
 
     def find_recording(self, request_hash: str) -> dict[str, Any] | None:
-        """Find a recorded response by request hash."""
-        response_file = f"{request_hash[:12]}.json"
-        response_path = self.responses_dir / response_file
+        """Find a recorded response by request hash.
 
-        if not response_path.exists():
-            return None
+        Uses fallback: first checks test-specific dir, then falls back to base recordings dir.
+        This handles cases where recordings happen during session setup (no test context) but
+        are requested during tests (with test context).
+        """
+        response_file = f"{request_hash}.json"
 
-        return _recording_from_file(response_path)
+        # Try test-specific directory first
+        test_dir = self._get_test_dir()
+        response_path = test_dir / response_file
 
-    def _model_list_responses(self, short_hash: str) -> list[dict[str, Any]]:
+        if response_path.exists():
+            return _recording_from_file(response_path)
+
+        # Fallback to base recordings directory (for session-level recordings)
+        fallback_dir = self.base_dir / "recordings"
+        fallback_path = fallback_dir / response_file
+
+        if fallback_path.exists():
+            return _recording_from_file(fallback_path)
+
+        return None
+
+    def _model_list_responses(self, request_hash: str) -> list[dict[str, Any]]:
+        """Find all model-list recordings with the given hash (different digests)."""
         results: list[dict[str, Any]] = []
-        for path in self.responses_dir.glob(f"models-{short_hash}-*.json"):
-            data = _recording_from_file(path)
-            results.append(data)
+
+        # Check test-specific directory first
+        test_dir = self._get_test_dir()
+        if test_dir.exists():
+            for path in test_dir.glob(f"models-{request_hash}-*.json"):
+                data = _recording_from_file(path)
+                results.append(data)
+
+        # Also check fallback directory
+        fallback_dir = self.base_dir / "recordings"
+        if fallback_dir.exists():
+            for path in fallback_dir.glob(f"models-{request_hash}-*.json"):
+                data = _recording_from_file(path)
+                results.append(data)
+
         return results
 
 
@@ -231,6 +317,8 @@ def _recording_from_file(response_path) -> dict[str, Any]:
 
 
 def _model_identifiers_digest(endpoint: str, response: dict[str, Any]) -> str:
+    """Generate a digest from model identifiers for distinguishing different model sets."""
+
     def _extract_model_identifiers():
         """Extract a stable set of identifiers for model-list endpoints.
 
@@ -253,7 +341,14 @@ def _model_identifiers_digest(endpoint: str, response: dict[str, Any]) -> str:
 
 
 def _combine_model_list_responses(endpoint: str, records: list[dict[str, Any]]) -> dict[str, Any] | None:
-    """Return a single, unioned recording for supported model-list endpoints."""
+    """Return a single, unioned recording for supported model-list endpoints.
+
+    Merges multiple recordings with different model sets (from different servers) into
+    a single response containing all models.
+    """
+    if not records:
+        return None
+
     seen: dict[str, dict[str, Any]] = {}
     for rec in records:
         body = rec["response"]["body"]
@@ -282,7 +377,10 @@ def _combine_model_list_responses(endpoint: str, records: list[dict[str, Any]])
 async def _patched_inference_method(original_method, self, client_type, endpoint, *args, **kwargs):
     global _current_mode, _current_storage
 
-    if _current_mode == InferenceMode.LIVE or _current_storage is None:
+    mode = _current_mode
+    storage = _current_storage
+
+    if mode == InferenceMode.LIVE or storage is None:
         if endpoint == "/v1/models":
             return original_method(self, *args, **kwargs)
         else:
@@ -313,13 +411,16 @@ async def _patched_inference_method(original_method, self, client_type, endpoint
 
     request_hash = normalize_request(method, url, headers, body)
 
-    if _current_mode == InferenceMode.REPLAY:
-        # Special handling for model-list endpoints: return union of all responses
+    # Try to find existing recording for REPLAY or RECORD_IF_MISSING modes
+    recording = None
+    if mode == InferenceMode.REPLAY or mode == InferenceMode.RECORD_IF_MISSING:
+        # Special handling for model-list endpoints: merge all recordings with this hash
         if endpoint in ("/api/tags", "/v1/models"):
-            records = _current_storage._model_list_responses(request_hash[:12])
+            records = storage._model_list_responses(request_hash)
             recording = _combine_model_list_responses(endpoint, records)
         else:
-            recording = _current_storage.find_recording(request_hash)
+            recording = storage.find_recording(request_hash)
+
         if recording:
             response_body = recording["response"]["body"]
 
@@ -332,7 +433,8 @@ async def _patched_inference_method(original_method, self, client_type, endpoint
                 return replay_stream()
             else:
                 return response_body
-        else:
+        elif mode == InferenceMode.REPLAY:
+            # REPLAY mode requires recording to exist
             raise RuntimeError(
                 f"No recorded response found for request hash: {request_hash}\n"
                 f"Request: {method} {url} {body}\n"
@@ -340,7 +442,7 @@ async def _patched_inference_method(original_method, self, client_type, endpoint
                 f"To record this response, run with LLAMA_STACK_TEST_INFERENCE_MODE=record"
             )
 
-    elif _current_mode == InferenceMode.RECORD:
+    if mode == InferenceMode.RECORD or (mode == InferenceMode.RECORD_IF_MISSING and not recording):
         if endpoint == "/v1/models":
             response = original_method(self, *args, **kwargs)
         else:
@@ -371,7 +473,7 @@ async def _patched_inference_method(original_method, self, client_type, endpoint
 
             # Store the recording immediately
             response_data = {"body": chunks, "is_streaming": True}
-            _current_storage.store_recording(request_hash, request_data, response_data)
+            storage.store_recording(request_hash, request_data, response_data)
 
             # Return a generator that replays the stored chunks
             async def replay_recorded_stream():
@@ -381,11 +483,11 @@ async def _patched_inference_method(original_method, self, client_type, endpoint
             return replay_recorded_stream()
         else:
             response_data = {"body": response, "is_streaming": False}
-            _current_storage.store_recording(request_hash, request_data, response_data)
+            storage.store_recording(request_hash, request_data, response_data)
             return response
 
     else:
-        raise AssertionError(f"Invalid mode: {_current_mode}")
+        raise AssertionError(f"Invalid mode: {mode}")
 
 
 def patch_inference_clients():
@@ -526,9 +628,9 @@ def inference_recording(mode: str, storage_dir: str | Path | None = None) -> Gen
     try:
         _current_mode = mode
 
-        if mode in ["record", "replay"]:
+        if mode in ["record", "replay", "record-if-missing"]:
             if storage_dir is None:
-                raise ValueError("storage_dir is required for record and replay modes")
+                raise ValueError("storage_dir is required for record, replay, and record-if-missing modes")
             _current_storage = ResponseStorage(Path(storage_dir))
             patch_inference_clients()
 
@@ -536,7 +638,7 @@ def inference_recording(mode: str, storage_dir: str | Path | None = None) -> Gen
 
     finally:
         # Restore previous state
-        if mode in ["record", "replay"]:
+        if mode in ["record", "replay", "record-if-missing"]:
             unpatch_inference_clients()
 
         _current_mode = prev_mode
diff --git a/tests/integration/recordings/responses/044dcd8fdeb1.json b/tests/integration/agents/recordings/00f8a71ccb939737ed72a289eede62998c6882727519858bbd5954307d10a673.json
similarity index 100%
rename from tests/integration/recordings/responses/044dcd8fdeb1.json
rename to tests/integration/agents/recordings/00f8a71ccb939737ed72a289eede62998c6882727519858bbd5954307d10a673.json
diff --git a/tests/integration/recordings/responses/4a32ce3da3ce.json b/tests/integration/agents/recordings/095b37e65a5a78904f225bdefc904d3e20145a4dab1be0cf07d17a416d85e58d.json
similarity index 100%
rename from tests/integration/recordings/responses/4a32ce3da3ce.json
rename to tests/integration/agents/recordings/095b37e65a5a78904f225bdefc904d3e20145a4dab1be0cf07d17a416d85e58d.json
diff --git a/tests/integration/recordings/responses/b58e35a624b0.json b/tests/integration/agents/recordings/13fac3724cd626a119153f60fa56bb54955fe0b10f5c4102b78e2d428b5ffc7a.json
similarity index 100%
rename from tests/integration/recordings/responses/b58e35a624b0.json
rename to tests/integration/agents/recordings/13fac3724cd626a119153f60fa56bb54955fe0b10f5c4102b78e2d428b5ffc7a.json
diff --git a/tests/integration/agents/recordings/1a0d3109cf92111ed4cb061a857dee0b99fa1e0b27934de1e6c5d29c03026626.json b/tests/integration/agents/recordings/1a0d3109cf92111ed4cb061a857dee0b99fa1e0b27934de1e6c5d29c03026626.json
new file mode 100644
index 000000000..b8b22f51d
--- /dev/null
+++ b/tests/integration/agents/recordings/1a0d3109cf92111ed4cb061a857dee0b99fa1e0b27934de1e6c5d29c03026626.json
@@ -0,0 +1,58 @@
+{
+  "test_id": "tests/integration/agents/test_agents.py::test_tool_choice_none[ollama/llama3.2:3b-instruct-fp16]",
+  "request": {
+    "method": "POST",
+    "url": "http://0.0.0.0:11434/v1/v1/chat/completions",
+    "headers": {},
+    "body": {
+      "model": "llama-guard3:1b",
+      "messages": [
+        {
+          "role": "user",
+          "content": "Task: Check if there is unsafe content in 'User' messages in conversations according our safety policy with the below categories.\n\n<BEGIN UNSAFE CONTENT CATEGORIES>\nS1: Violent Crimes.\nS2: Non-Violent Crimes.\nS3: Sex Crimes.\nS4: Child Exploitation.\nS5: Defamation.\nS6: Specialized Advice.\nS7: Privacy.\nS8: Intellectual Property.\nS9: Indiscriminate Weapons.\nS10: Hate.\nS11: Self-Harm.\nS12: Sexual Content.\nS13: Elections.\nS14: Code Interpreter Abuse.\n<END UNSAFE CONTENT CATEGORIES>\n\n<BEGIN CONVERSATION>\n\nUser: What is the boiling point of the liquid polyjuice in celsius?\n\n<END CONVERSATION>\n\nProvide your safety assessment for ONLY THE LAST User message in the above conversation:\n - First line must read 'safe' or 'unsafe'.\n - If unsafe, a second line must include a comma-separated list of violated categories."
+        }
+      ],
+      "stream": false,
+      "temperature": 0.0
+    },
+    "endpoint": "/v1/chat/completions",
+    "model": "llama-guard3:1b"
+  },
+  "response": {
+    "body": {
+      "__type__": "openai.types.chat.chat_completion.ChatCompletion",
+      "__data__": {
+        "id": "rec-1a0d3109cf92",
+        "choices": [
+          {
+            "finish_reason": "stop",
+            "index": 0,
+            "logprobs": null,
+            "message": {
+              "content": "safe",
+              "refusal": null,
+              "role": "assistant",
+              "annotations": null,
+              "audio": null,
+              "function_call": null,
+              "tool_calls": null
+            }
+          }
+        ],
+        "created": 0,
+        "model": "llama-guard3:1b",
+        "object": "chat.completion",
+        "service_tier": null,
+        "system_fingerprint": "fp_ollama",
+        "usage": {
+          "completion_tokens": 2,
+          "prompt_tokens": 398,
+          "total_tokens": 400,
+          "completion_tokens_details": null,
+          "prompt_tokens_details": null
+        }
+      }
+    },
+    "is_streaming": false
+  }
+}
diff --git a/tests/integration/recordings/responses/1d82e9439ae3.json b/tests/integration/agents/recordings/1d82e9439ae3.json
similarity index 100%
rename from tests/integration/recordings/responses/1d82e9439ae3.json
rename to tests/integration/agents/recordings/1d82e9439ae3.json
diff --git a/tests/integration/recordings/responses/cd294c2e0038.json b/tests/integration/agents/recordings/1fd05fad28c2771c56ac8462a742f6004a37724e9c44b32bfc7fef5ac44d744c.json
similarity index 100%
rename from tests/integration/recordings/responses/cd294c2e0038.json
rename to tests/integration/agents/recordings/1fd05fad28c2771c56ac8462a742f6004a37724e9c44b32bfc7fef5ac44d744c.json
diff --git a/tests/integration/recordings/responses/278d5568fa92.json b/tests/integration/agents/recordings/28cc2057662b6d13ab1becc3f92e5afbdaa19c2192b588a5795a5fa4c09fb588.json
similarity index 100%
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similarity index 100%
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similarity index 100%
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similarity index 100%
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index 000000000..dce0c2e4d
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+++ b/tests/integration/agents/recordings/7094319e038424fbec54338c397b487c7128fc28534351deb4662fba31043fa4.json
@@ -0,0 +1,58 @@
+{
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+  "request": {
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+    "url": "http://0.0.0.0:11434/v1/v1/chat/completions",
+    "headers": {},
+    "body": {
+      "model": "llama-guard3:1b",
+      "messages": [
+        {
+          "role": "user",
+          "content": "Task: Check if there is unsafe content in 'User' messages in conversations according our safety policy with the below categories.\n\n<BEGIN UNSAFE CONTENT CATEGORIES>\nS1: Violent Crimes.\nS2: Non-Violent Crimes.\nS3: Sex Crimes.\nS4: Child Exploitation.\nS5: Defamation.\nS6: Specialized Advice.\nS7: Privacy.\nS8: Intellectual Property.\nS9: Indiscriminate Weapons.\nS10: Hate.\nS11: Self-Harm.\nS12: Sexual Content.\nS13: Elections.\nS14: Code Interpreter Abuse.\n<END UNSAFE CONTENT CATEGORIES>\n\n<BEGIN CONVERSATION>\n\nUser: What is the boiling point of the liquid polyjuice in celsius?\n\n<END CONVERSATION>\n\nProvide your safety assessment for ONLY THE LAST User message in the above conversation:\n - First line must read 'safe' or 'unsafe'.\n - If unsafe, a second line must include a comma-separated list of violated categories."
+        }
+      ],
+      "stream": false,
+      "temperature": 0.0
+    },
+    "endpoint": "/v1/chat/completions",
+    "model": "llama-guard3:1b"
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+  "response": {
+    "body": {
+      "__type__": "openai.types.chat.chat_completion.ChatCompletion",
+      "__data__": {
+        "id": "rec-7094319e0384",
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@@ -0,0 +1,58 @@
+{
+  "test_id": "tests/integration/agents/test_agents.py::test_tool_choice_get_boiling_point[ollama/llama3.2:3b-instruct-fp16]",
+  "request": {
+    "method": "POST",
+    "url": "http://0.0.0.0:11434/v1/v1/chat/completions",
+    "headers": {},
+    "body": {
+      "model": "llama-guard3:1b",
+      "messages": [
+        {
+          "role": "user",
+          "content": "Task: Check if there is unsafe content in 'Assistant' messages in conversations according our safety policy with the below categories.\n\n<BEGIN UNSAFE CONTENT CATEGORIES>\nS1: Violent Crimes.\nS2: Non-Violent Crimes.\nS3: Sex Crimes.\nS4: Child Exploitation.\nS5: Defamation.\nS6: Specialized Advice.\nS7: Privacy.\nS8: Intellectual Property.\nS9: Indiscriminate Weapons.\nS10: Hate.\nS11: Self-Harm.\nS12: Sexual Content.\nS13: Elections.\nS14: Code Interpreter Abuse.\n<END UNSAFE CONTENT CATEGORIES>\n\n<BEGIN CONVERSATION>\n\nUser: What is the boiling point of the liquid polyjuice in celsius?\n\nAssistant: \n\n<END CONVERSATION>\n\nProvide your safety assessment for ONLY THE LAST Assistant message in the above conversation:\n - First line must read 'safe' or 'unsafe'.\n - If unsafe, a second line must include a comma-separated list of violated categories."
+        }
+      ],
+      "stream": false,
+      "temperature": 0.0
+    },
+    "endpoint": "/v1/chat/completions",
+    "model": "llama-guard3:1b"
+  },
+  "response": {
+    "body": {
+      "__type__": "openai.types.chat.chat_completion.ChatCompletion",
+      "__data__": {
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+        "model": "llama-guard3:1b",
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+        "system_fingerprint": "fp_ollama",
+        "usage": {
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+          "prompt_tokens": 401,
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+          "prompt_tokens_details": null
+        }
+      }
+    },
+    "is_streaming": false
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+}
diff --git a/tests/integration/agents/recordings/9354fb7f3064fe08a633f7e86444f54a53aaa490958df34f881f114c355d2dc2.json b/tests/integration/agents/recordings/9354fb7f3064fe08a633f7e86444f54a53aaa490958df34f881f114c355d2dc2.json
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@@ -0,0 +1,415 @@
+{
+  "test_id": "tests/integration/agents/test_agents.py::test_custom_tool[ollama/llama3.2:3b-instruct-fp16]",
+  "request": {
+    "method": "POST",
+    "url": "http://0.0.0.0:11434/v1/v1/chat/completions",
+    "headers": {},
+    "body": {
+      "model": "llama3.2:3b-instruct-fp16",
+      "messages": [
+        {
+          "role": "system",
+          "content": "You are a helpful assistant"
+        },
+        {
+          "role": "user",
+          "content": "What is the boiling point of the liquid polyjuice in celsius?"
+        },
+        {
+          "role": "assistant",
+          "content": "",
+          "tool_calls": [
+            {
+              "id": "call_4p1xbexa",
+              "type": "function",
+              "function": {
+                "name": "get_boiling_point",
+                "arguments": "{\"celcius\":true,\"liquid_name\":\"polyjuice\"}"
+              }
+            }
+          ]
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+        {
+          "role": "tool",
+          "tool_call_id": "call_4p1xbexa",
+          "content": "-100"
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+      "max_tokens": 512,
+      "stream": true,
+      "temperature": 0.0001,
+      "tool_choice": "auto",
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+            "description": "Returns the boiling point of a liquid in Celcius or Fahrenheit.",
+            "parameters": {
+              "type": "object",
+              "properties": {
+                "liquid_name": {
+                  "type": "string",
+                  "description": "The name of the liquid"
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+                  "description": "Whether to return the boiling point in Celcius"
+                }
+              },
+              "required": [
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+              ]
+            }
+          }
+        }
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+      "top_p": 0.9
+    },
+    "endpoint": "/v1/chat/completions",
+    "model": "llama3.2:3b-instruct-fp16"
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+          "service_tier": null,
+          "system_fingerprint": "fp_ollama",
+          "usage": null
+        }
+      },
+      {
+        "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk",
+        "__data__": {
+          "id": "rec-9354fb7f3064",
+          "choices": [
+            {
+              "delta": {
+                "content": " -",
+                "function_call": null,
+                "refusal": null,
+                "role": "assistant",
+                "tool_calls": null
+              },
+              "finish_reason": null,
+              "index": 0,
+              "logprobs": null
+            }
+          ],
+          "created": 0,
+          "model": "llama3.2:3b-instruct-fp16",
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+          "service_tier": null,
+          "system_fingerprint": "fp_ollama",
+          "usage": null
+        }
+      },
+      {
+        "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk",
+        "__data__": {
+          "id": "rec-9354fb7f3064",
+          "choices": [
+            {
+              "delta": {
+                "content": "100",
+                "function_call": null,
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+              },
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+              "index": 0,
+              "logprobs": null
+            }
+          ],
+          "created": 0,
+          "model": "llama3.2:3b-instruct-fp16",
+          "object": "chat.completion.chunk",
+          "service_tier": null,
+          "system_fingerprint": "fp_ollama",
+          "usage": null
+        }
+      },
+      {
+        "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk",
+        "__data__": {
+          "id": "rec-9354fb7f3064",
+          "choices": [
+            {
+              "delta": {
+                "content": "\u00b0C",
+                "function_call": null,
+                "refusal": null,
+                "role": "assistant",
+                "tool_calls": null
+              },
+              "finish_reason": null,
+              "index": 0,
+              "logprobs": null
+            }
+          ],
+          "created": 0,
+          "model": "llama3.2:3b-instruct-fp16",
+          "object": "chat.completion.chunk",
+          "service_tier": null,
+          "system_fingerprint": "fp_ollama",
+          "usage": null
+        }
+      },
+      {
+        "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk",
+        "__data__": {
+          "id": "rec-9354fb7f3064",
+          "choices": [
+            {
+              "delta": {
+                "content": ".",
+                "function_call": null,
+                "refusal": null,
+                "role": "assistant",
+                "tool_calls": null
+              },
+              "finish_reason": null,
+              "index": 0,
+              "logprobs": null
+            }
+          ],
+          "created": 0,
+          "model": "llama3.2:3b-instruct-fp16",
+          "object": "chat.completion.chunk",
+          "service_tier": null,
+          "system_fingerprint": "fp_ollama",
+          "usage": null
+        }
+      },
+      {
+        "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk",
+        "__data__": {
+          "id": "rec-9354fb7f3064",
+          "choices": [
+            {
+              "delta": {
+                "content": "",
+                "function_call": null,
+                "refusal": null,
+                "role": "assistant",
+                "tool_calls": null
+              },
+              "finish_reason": "stop",
+              "index": 0,
+              "logprobs": null
+            }
+          ],
+          "created": 0,
+          "model": "llama3.2:3b-instruct-fp16",
+          "object": "chat.completion.chunk",
+          "service_tier": null,
+          "system_fingerprint": "fp_ollama",
+          "usage": null
+        }
+      }
+    ],
+    "is_streaming": true
+  }
+}
diff --git a/tests/integration/recordings/responses/67f94c4f8ba0.json b/tests/integration/agents/recordings/958f9b74e98bcf41e4988db8ad15494b8fe0ff707261108305353e4ad980195f.json
similarity index 100%
rename from tests/integration/recordings/responses/67f94c4f8ba0.json
rename to tests/integration/agents/recordings/958f9b74e98bcf41e4988db8ad15494b8fe0ff707261108305353e4ad980195f.json
diff --git a/tests/integration/recordings/responses/c7ff69e043ea.json b/tests/integration/agents/recordings/961052707b2d39c56d3ac2ee7c71d67fffc2c1398c7d64d8e18a7b28135c42c3.json
similarity index 100%
rename from tests/integration/recordings/responses/c7ff69e043ea.json
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diff --git a/tests/integration/recordings/responses/ca5e40a262f5.json b/tests/integration/agents/recordings/96623a251d6e51ee6ba21c53ca111d4aa54882a124d783a8096fd88adf481065.json
similarity index 100%
rename from tests/integration/recordings/responses/ca5e40a262f5.json
rename to tests/integration/agents/recordings/96623a251d6e51ee6ba21c53ca111d4aa54882a124d783a8096fd88adf481065.json
diff --git a/tests/integration/agents/recordings/a702e4bf918e94acd0d76ed753c120a4704dde82acf5ae198982fd62bd103279.json b/tests/integration/agents/recordings/a702e4bf918e94acd0d76ed753c120a4704dde82acf5ae198982fd62bd103279.json
new file mode 100644
index 000000000..1903e3d19
--- /dev/null
+++ b/tests/integration/agents/recordings/a702e4bf918e94acd0d76ed753c120a4704dde82acf5ae198982fd62bd103279.json
@@ -0,0 +1,58 @@
+{
+  "test_id": "tests/integration/agents/test_agents.py::test_tool_choice_get_boiling_point[ollama/llama3.2:3b-instruct-fp16]",
+  "request": {
+    "method": "POST",
+    "url": "http://0.0.0.0:11434/v1/v1/chat/completions",
+    "headers": {},
+    "body": {
+      "model": "llama-guard3:1b",
+      "messages": [
+        {
+          "role": "user",
+          "content": "Task: Check if there is unsafe content in 'User' messages in conversations according our safety policy with the below categories.\n\n<BEGIN UNSAFE CONTENT CATEGORIES>\nS1: Violent Crimes.\nS2: Non-Violent Crimes.\nS3: Sex Crimes.\nS4: Child Exploitation.\nS5: Defamation.\nS6: Specialized Advice.\nS7: Privacy.\nS8: Intellectual Property.\nS9: Indiscriminate Weapons.\nS10: Hate.\nS11: Self-Harm.\nS12: Sexual Content.\nS13: Elections.\nS14: Code Interpreter Abuse.\n<END UNSAFE CONTENT CATEGORIES>\n\n<BEGIN CONVERSATION>\n\nUser: What is the boiling point of the liquid polyjuice in celsius?\n\n<END CONVERSATION>\n\nProvide your safety assessment for ONLY THE LAST User message in the above conversation:\n - First line must read 'safe' or 'unsafe'.\n - If unsafe, a second line must include a comma-separated list of violated categories."
+        }
+      ],
+      "stream": false,
+      "temperature": 0.0
+    },
+    "endpoint": "/v1/chat/completions",
+    "model": "llama-guard3:1b"
+  },
+  "response": {
+    "body": {
+      "__type__": "openai.types.chat.chat_completion.ChatCompletion",
+      "__data__": {
+        "id": "rec-a702e4bf918e",
+        "choices": [
+          {
+            "finish_reason": "stop",
+            "index": 0,
+            "logprobs": null,
+            "message": {
+              "content": "safe",
+              "refusal": null,
+              "role": "assistant",
+              "annotations": null,
+              "audio": null,
+              "function_call": null,
+              "tool_calls": null
+            }
+          }
+        ],
+        "created": 0,
+        "model": "llama-guard3:1b",
+        "object": "chat.completion",
+        "service_tier": null,
+        "system_fingerprint": "fp_ollama",
+        "usage": {
+          "completion_tokens": 2,
+          "prompt_tokens": 398,
+          "total_tokens": 400,
+          "completion_tokens_details": null,
+          "prompt_tokens_details": null
+        }
+      }
+    },
+    "is_streaming": false
+  }
+}
diff --git a/tests/integration/recordings/responses/accd741d4b74.json b/tests/integration/agents/recordings/accd741d4b74.json
similarity index 100%
rename from tests/integration/recordings/responses/accd741d4b74.json
rename to tests/integration/agents/recordings/accd741d4b74.json
diff --git a/tests/integration/recordings/responses/b28f75bd87dc.json b/tests/integration/agents/recordings/ad3f6a2b4031bcd38026c3c50617851f102c12946164a563584e6316bd1b6228.json
similarity index 100%
rename from tests/integration/recordings/responses/b28f75bd87dc.json
rename to tests/integration/agents/recordings/ad3f6a2b4031bcd38026c3c50617851f102c12946164a563584e6316bd1b6228.json
diff --git a/tests/integration/recordings/responses/adf150be9638.json b/tests/integration/agents/recordings/ae230a6062d097d51a5a54cb41852f7f33f6b2c7a400039007c0822cac28d434.json
similarity index 100%
rename from tests/integration/recordings/responses/adf150be9638.json
rename to tests/integration/agents/recordings/ae230a6062d097d51a5a54cb41852f7f33f6b2c7a400039007c0822cac28d434.json
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similarity index 100%
rename from tests/integration/recordings/responses/6f90277933e2.json
rename to tests/integration/agents/recordings/b62d824408e5d5f1e278fb6ed654b18a8c50eeed5cfdd125ec110752595649bc.json
diff --git a/tests/integration/recordings/responses/8965c0df9071.json b/tests/integration/agents/recordings/bcb50763cac6527944653e77df1f2cc9e9481ffae9cff5693b2f669270c9c0a7.json
similarity index 100%
rename from tests/integration/recordings/responses/8965c0df9071.json
rename to tests/integration/agents/recordings/bcb50763cac6527944653e77df1f2cc9e9481ffae9cff5693b2f669270c9c0a7.json
diff --git a/tests/integration/recordings/responses/8f000a878ccd.json b/tests/integration/agents/recordings/c97c102959ea8c64a43e4c752bf5e979c7a298fdbeedec153954ce817da7e3e7.json
similarity index 100%
rename from tests/integration/recordings/responses/8f000a878ccd.json
rename to tests/integration/agents/recordings/c97c102959ea8c64a43e4c752bf5e979c7a298fdbeedec153954ce817da7e3e7.json
diff --git a/tests/integration/recordings/responses/23ad3b9e003e.json b/tests/integration/agents/recordings/ca95f47c2896a7ce1536a3cf1a78170e073e49e478658a4b098b3581a703e843.json
similarity index 100%
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similarity index 100%
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rename to tests/integration/agents/recordings/da6ec32ed8fb5bf4d957058ddd391a9958c4cfd0ab301bbd7b466a889cfc631b.json
diff --git a/tests/integration/recordings/responses/7e4bdf20925c.json b/tests/integration/agents/recordings/db5c89b87eba0d129ad9ed17306d4016aeeaf2bbeeaa5643d9620f5ea484430e.json
similarity index 100%
rename from tests/integration/recordings/responses/7e4bdf20925c.json
rename to tests/integration/agents/recordings/db5c89b87eba0d129ad9ed17306d4016aeeaf2bbeeaa5643d9620f5ea484430e.json
diff --git a/tests/integration/recordings/responses/4c651211b0e0.json b/tests/integration/agents/recordings/df1ff58ea16f0cfb14c80acfee395b186a1feed8262ef40538f0a215954e4398.json
similarity index 100%
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diff --git a/tests/integration/recordings/responses/c8cbe86c6dae.json b/tests/integration/agents/recordings/df8355d4d3267371f2a65159d80cfb4e34591e6222a5bc3a079c94a068bf8fd7.json
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diff --git a/tests/integration/recordings/responses/9db34836a1a7.json b/tests/integration/agents/recordings/f85c3c14185386eecd4939eeb6b3a3cee734d69beb7cd6d13a3d3c2c64eca734.json
similarity index 100%
rename from tests/integration/recordings/responses/9db34836a1a7.json
rename to tests/integration/agents/recordings/f85c3c14185386eecd4939eeb6b3a3cee734d69beb7cd6d13a3d3c2c64eca734.json
diff --git a/tests/integration/recordings/responses/d0ac68cbde69.json b/tests/integration/common/recordings/02c93bb3c314427bae2b7a7a6f054792b9f22d2cb4522eab802810be8672d3dc.json
similarity index 94%
rename from tests/integration/recordings/responses/d0ac68cbde69.json
rename to tests/integration/common/recordings/02c93bb3c314427bae2b7a7a6f054792b9f22d2cb4522eab802810be8672d3dc.json
index b37962fb6..b57937c0a 100644
--- a/tests/integration/recordings/responses/d0ac68cbde69.json
+++ b/tests/integration/common/recordings/02c93bb3c314427bae2b7a7a6f054792b9f22d2cb4522eab802810be8672d3dc.json
@@ -1,4 +1,5 @@
 {
+  "test_id": null,
   "request": {
     "method": "POST",
     "url": "http://localhost:11434/api/ps",
diff --git a/tests/integration/common/recordings/1098240ef53bbd378adf8dafbd5838b16eef7d6a7d6e75d24e3c120e25e73750.json b/tests/integration/common/recordings/1098240ef53bbd378adf8dafbd5838b16eef7d6a7d6e75d24e3c120e25e73750.json
new file mode 100644
index 000000000..01c737d45
--- /dev/null
+++ b/tests/integration/common/recordings/1098240ef53bbd378adf8dafbd5838b16eef7d6a7d6e75d24e3c120e25e73750.json
@@ -0,0 +1,57 @@
+{
+  "test_id": null,
+  "request": {
+    "method": "POST",
+    "url": "http://0.0.0.0:11434/v1/v1/chat/completions",
+    "headers": {},
+    "body": {
+      "model": "llama3.2:3b-instruct-fp16",
+      "messages": [
+        {
+          "role": "user",
+          "content": "Test trace openai 1"
+        }
+      ],
+      "stream": false
+    },
+    "endpoint": "/v1/chat/completions",
+    "model": "llama3.2:3b-instruct-fp16"
+  },
+  "response": {
+    "body": {
+      "__type__": "openai.types.chat.chat_completion.ChatCompletion",
+      "__data__": {
+        "id": "rec-1098240ef53b",
+        "choices": [
+          {
+            "finish_reason": "stop",
+            "index": 0,
+            "logprobs": null,
+            "message": {
+              "content": "I'm happy to help you test the OpenAI API, but I need to clarify that I'm a large language model, not a direct interface to the OpenAI API. However, I can guide you through a simple testing process.\n\nOpenAI provides an API key that allows access to their models, including the powerful \"text-001\" model you mentioned. Here's how you can test it:\n\n**Step 1: Get your API Key**\n\nIf you haven't already, sign up for an OpenAI account at [openai.com](http://openai.com) and obtain a free API key.\n\n**Step 2: Access the API endpoint**\n\nOpenAI provides a few different endpoints for their models. For testing purposes, we'll use the \"API endpoint\" which is `https://api.openai.com/v1/models/text-001`. You can access this URL directly in your web browser or use a tool like `curl` to send an HTTP request.\n\n**Step 3: Test with a simple prompt**\n\nTo test the model, you can use a simple prompt, such as:\n\n`\"Write a short paragraph about AI.\"`\n\nYou can modify this prompt to suit your testing needs. You can also try using more complex prompts or even generating text based on user input.\n\nHere's an example of how you could send a request to the OpenAI endpoint using `curl`:\n```bash\ncurl -X POST \\\n  https://api.openai.com/v1/models/text-001 \\\n  -H 'Authorization: Bearer YOUR_API_KEY' \\\n  -H 'Content-Type: application/json' \\\n  -d '{\"prompt\": \"Write a short paragraph about AI.\"}'\n```\nReplace `YOUR_API_KEY` with your actual OpenAI API key.\n\n**Step 4: Verify the response**\n\nAfter sending the request, you should receive a JSON response from OpenAI. The response will contain the generated text based on your prompt.\n\nIf everything goes well, you should see some text in response to your prompt. This might look something like this:\n```json\n{\n  \"result\": [\n    {\n      \"text\": \"Artificial intelligence has been able to learn and adapt quickly, allowing it to take over various tasks automatically.\"\n    }\n  ]\n}\n```\nThis is just a simple example to demonstrate the process of testing the OpenAI API. Keep in mind that this is just a brief illustration and the actual experience may vary depending on your specific use case.\n\nDo you want me to try using python - gpt-3 via Hugging Face to run some tests ? I can give it a shot if you're not up to the task yourself!",
+              "refusal": null,
+              "role": "assistant",
+              "annotations": null,
+              "audio": null,
+              "function_call": null,
+              "tool_calls": null
+            }
+          }
+        ],
+        "created": 0,
+        "model": "llama3.2:3b-instruct-fp16",
+        "object": "chat.completion",
+        "service_tier": null,
+        "system_fingerprint": "fp_ollama",
+        "usage": {
+          "completion_tokens": 539,
+          "prompt_tokens": 31,
+          "total_tokens": 570,
+          "completion_tokens_details": null,
+          "prompt_tokens_details": null
+        }
+      }
+    },
+    "is_streaming": false
+  }
+}
diff --git a/tests/integration/common/recordings/395c30078677826058a0cbe136dfd07c816854cfb7015ee4ece0e414d16e7e52.json b/tests/integration/common/recordings/395c30078677826058a0cbe136dfd07c816854cfb7015ee4ece0e414d16e7e52.json
new file mode 100644
index 000000000..f0e368e99
--- /dev/null
+++ b/tests/integration/common/recordings/395c30078677826058a0cbe136dfd07c816854cfb7015ee4ece0e414d16e7e52.json
@@ -0,0 +1,57 @@
+{
+  "test_id": null,
+  "request": {
+    "method": "POST",
+    "url": "http://0.0.0.0:11434/v1/v1/chat/completions",
+    "headers": {},
+    "body": {
+      "model": "llama3.2:3b-instruct-fp16",
+      "messages": [
+        {
+          "role": "user",
+          "content": "Test trace openai 2"
+        }
+      ],
+      "stream": false
+    },
+    "endpoint": "/v1/chat/completions",
+    "model": "llama3.2:3b-instruct-fp16"
+  },
+  "response": {
+    "body": {
+      "__type__": "openai.types.chat.chat_completion.ChatCompletion",
+      "__data__": {
+        "id": "rec-395c30078677",
+        "choices": [
+          {
+            "finish_reason": "stop",
+            "index": 0,
+            "logprobs": null,
+            "message": {
+              "content": "I'd be happy to help you test the OpenAI 2.0 model!\n\nPlease note that I need to clarify a few things:\n\n1. **I can only simulate the conversation**: I won't have direct access to the actual OpenAI 2.0 model.\n2. **The simulation might not be perfect**: The testing process will be based on my understanding of the model's capabilities and limitations.\n\nThat being said, here's how you can test the OpenAI 2.0 model with me:\n\n**Testing Scenarios**\n\nChoose one or more of the following scenarios to test the OpenAI 2.0 model:\n\n1. **Basic Conversation**: Test basic conversations, such as asking questions and receiving answers.\n2. **Dialogue Flow**: Test the model's ability to maintain a conversation flow by asking follow-up questions.\n3. **Creative Writing**: Test the model's creativity by asking it to generate paragraphs or short stories.\n4. **Fact Retrieval**: Test the model's knowledge retrieval capabilities by asking it factual questions.\n\n**Input Format**\n\nPlease format your input using plain text. You can use:\n\n* A single question or statement\n* Multiple statements separated by commas\n* A prompt with a specific format (e.g., \"Write a short story about [topic]\")\n\n**Example Input**\n```\nAsk me: What is the capital of France?\n```\n\nGo ahead and choose your testing scenario, and I'll simulate the conversation!",
+              "refusal": null,
+              "role": "assistant",
+              "annotations": null,
+              "audio": null,
+              "function_call": null,
+              "tool_calls": null
+            }
+          }
+        ],
+        "created": 0,
+        "model": "llama3.2:3b-instruct-fp16",
+        "object": "chat.completion",
+        "service_tier": null,
+        "system_fingerprint": "fp_ollama",
+        "usage": {
+          "completion_tokens": 293,
+          "prompt_tokens": 31,
+          "total_tokens": 324,
+          "completion_tokens_details": null,
+          "prompt_tokens_details": null
+        }
+      }
+    },
+    "is_streaming": false
+  }
+}
diff --git a/tests/integration/recordings/responses/234cd70ccae2.json b/tests/integration/common/recordings/41c28019c2c89e5962ae3043dc7015ee45aa5ee235645768a230a5fa5cd45ad9.json
similarity index 100%
rename from tests/integration/recordings/responses/234cd70ccae2.json
rename to tests/integration/common/recordings/41c28019c2c89e5962ae3043dc7015ee45aa5ee235645768a230a5fa5cd45ad9.json
diff --git a/tests/integration/recordings/responses/a369881bb3a2.json b/tests/integration/common/recordings/4df315784095a200b2d275c6f8dda8be845e250000208127d20cf8c4f0bc666c.json
similarity index 100%
rename from tests/integration/recordings/responses/a369881bb3a2.json
rename to tests/integration/common/recordings/4df315784095a200b2d275c6f8dda8be845e250000208127d20cf8c4f0bc666c.json
diff --git a/tests/integration/recordings/responses/e2c9b07709fe.json b/tests/integration/common/recordings/5b03940f8f14616ba20bf3b695138b785ffc26aed814ef01db492f4a5674d6c5.json
similarity index 100%
rename from tests/integration/recordings/responses/e2c9b07709fe.json
rename to tests/integration/common/recordings/5b03940f8f14616ba20bf3b695138b785ffc26aed814ef01db492f4a5674d6c5.json
diff --git a/tests/integration/recordings/responses/models-bd032f995f2a-e660ee4a.json b/tests/integration/common/recordings/64a2277c90f0f42576f60c1030e3a020403d34a95f56931b792d5939f4cebc57.json
similarity index 99%
rename from tests/integration/recordings/responses/models-bd032f995f2a-e660ee4a.json
rename to tests/integration/common/recordings/64a2277c90f0f42576f60c1030e3a020403d34a95f56931b792d5939f4cebc57.json
index 8f1a5a012..cd856545f 100644
--- a/tests/integration/recordings/responses/models-bd032f995f2a-e660ee4a.json
+++ b/tests/integration/common/recordings/64a2277c90f0f42576f60c1030e3a020403d34a95f56931b792d5939f4cebc57.json
@@ -1,4 +1,5 @@
 {
+  "test_id": null,
   "request": {
     "method": "POST",
     "url": "http://0.0.0.0:11434/v1/v1/models",
diff --git a/tests/integration/recordings/responses/382c2f22274c.json b/tests/integration/common/recordings/b2c646582d0a4d9d8986789261c0d630d5b604ee6291cf8aa3d44ab761f2c676.json
similarity index 100%
rename from tests/integration/recordings/responses/382c2f22274c.json
rename to tests/integration/common/recordings/b2c646582d0a4d9d8986789261c0d630d5b604ee6291cf8aa3d44ab761f2c676.json
diff --git a/tests/integration/common/recordings/bfc8818f4ad237ba6c9649d47eaff8946e334ea6a2bcb564d74f4f14dbc3497b.json b/tests/integration/common/recordings/bfc8818f4ad237ba6c9649d47eaff8946e334ea6a2bcb564d74f4f14dbc3497b.json
new file mode 100644
index 000000000..44c583fe4
--- /dev/null
+++ b/tests/integration/common/recordings/bfc8818f4ad237ba6c9649d47eaff8946e334ea6a2bcb564d74f4f14dbc3497b.json
@@ -0,0 +1,56 @@
+{
+  "test_id": null,
+  "request": {
+    "method": "POST",
+    "url": "http://0.0.0.0:11434/v1/v1/chat/completions",
+    "headers": {},
+    "body": {
+      "model": "llama3.2:3b-instruct-fp16",
+      "messages": [
+        {
+          "role": "user",
+          "content": "Test trace 1"
+        }
+      ]
+    },
+    "endpoint": "/v1/chat/completions",
+    "model": "llama3.2:3b-instruct-fp16"
+  },
+  "response": {
+    "body": {
+      "__type__": "openai.types.chat.chat_completion.ChatCompletion",
+      "__data__": {
+        "id": "rec-bfc8818f4ad2",
+        "choices": [
+          {
+            "finish_reason": "stop",
+            "index": 0,
+            "logprobs": null,
+            "message": {
+              "content": "It seems like you'd like to test something, but I'm not sure what. Could you please provide more context or clarify what you're trying to test? I'll do my best to assist you!",
+              "refusal": null,
+              "role": "assistant",
+              "annotations": null,
+              "audio": null,
+              "function_call": null,
+              "tool_calls": null
+            }
+          }
+        ],
+        "created": 0,
+        "model": "llama3.2:3b-instruct-fp16",
+        "object": "chat.completion",
+        "service_tier": null,
+        "system_fingerprint": "fp_ollama",
+        "usage": {
+          "completion_tokens": 42,
+          "prompt_tokens": 29,
+          "total_tokens": 71,
+          "completion_tokens_details": null,
+          "prompt_tokens_details": null
+        }
+      }
+    },
+    "is_streaming": false
+  }
+}
diff --git a/tests/integration/common/recordings/c34cccb2af2fb9f02f7136b0dd350e75e7d2a77d222ef26a9bc419e10fa33c56.json b/tests/integration/common/recordings/c34cccb2af2fb9f02f7136b0dd350e75e7d2a77d222ef26a9bc419e10fa33c56.json
new file mode 100644
index 000000000..a3fb07912
--- /dev/null
+++ b/tests/integration/common/recordings/c34cccb2af2fb9f02f7136b0dd350e75e7d2a77d222ef26a9bc419e10fa33c56.json
@@ -0,0 +1,57 @@
+{
+  "test_id": null,
+  "request": {
+    "method": "POST",
+    "url": "http://0.0.0.0:11434/v1/v1/chat/completions",
+    "headers": {},
+    "body": {
+      "model": "llama3.2:3b-instruct-fp16",
+      "messages": [
+        {
+          "role": "user",
+          "content": "Test trace openai 0"
+        }
+      ],
+      "stream": false
+    },
+    "endpoint": "/v1/chat/completions",
+    "model": "llama3.2:3b-instruct-fp16"
+  },
+  "response": {
+    "body": {
+      "__type__": "openai.types.chat.chat_completion.ChatCompletion",
+      "__data__": {
+        "id": "rec-c34cccb2af2f",
+        "choices": [
+          {
+            "finish_reason": "stop",
+            "index": 0,
+            "logprobs": null,
+            "message": {
+              "content": "I'm not capable of testing or interacting with the OpenAI API directly. However, I can provide some general information about the OpenAI model called \"Trace\" and how it can be used.\n\nThe Trace was a transformer-based language model developed by OpenAI in 2022. It was designed to generate text based on a given prompt, but it never gained widespread use.\n\nUnfortunately, the model is no longer available for public testing because OpenAI removed it from their model hub after some issues were raised about its quality and limitations.\n\nThat being said, there are various other models that you might be interested in using as an alternative to the Trace. Here's a list of popular models:\n\n1. **Text-Transformer**: This model is designed for text classification and generation tasks.\n2, **DALL-E 2**: A text-to-image model capable of generating images based on user-provided input prompts.\n3:**Diffusers**: An AI model that can generate raw pixel data in the form of an image.\n\nTo test these models or others available through OpenAI models hub you may need to complete a sign-up process.",
+              "refusal": null,
+              "role": "assistant",
+              "annotations": null,
+              "audio": null,
+              "function_call": null,
+              "tool_calls": null
+            }
+          }
+        ],
+        "created": 0,
+        "model": "llama3.2:3b-instruct-fp16",
+        "object": "chat.completion",
+        "service_tier": null,
+        "system_fingerprint": "fp_ollama",
+        "usage": {
+          "completion_tokens": 225,
+          "prompt_tokens": 31,
+          "total_tokens": 256,
+          "completion_tokens_details": null,
+          "prompt_tokens_details": null
+        }
+      }
+    },
+    "is_streaming": false
+  }
+}
diff --git a/tests/integration/recordings/responses/930cf0cec376.json b/tests/integration/common/recordings/c4f314b202711805808eb75f1947cb6cca0bf8dbffb0dfabb814f9da0083b3c3.json
similarity index 100%
rename from tests/integration/recordings/responses/930cf0cec376.json
rename to tests/integration/common/recordings/c4f314b202711805808eb75f1947cb6cca0bf8dbffb0dfabb814f9da0083b3c3.json
diff --git a/tests/integration/recordings/responses/models-bd032f995f2a-52e8575f.json b/tests/integration/common/recordings/models-64a2277c90f0f42576f60c1030e3a020403d34a95f56931b792d5939f4cebc57-52e8575f.json
similarity index 99%
rename from tests/integration/recordings/responses/models-bd032f995f2a-52e8575f.json
rename to tests/integration/common/recordings/models-64a2277c90f0f42576f60c1030e3a020403d34a95f56931b792d5939f4cebc57-52e8575f.json
index 161c12006..734126bfa 100644
--- a/tests/integration/recordings/responses/models-bd032f995f2a-52e8575f.json
+++ b/tests/integration/common/recordings/models-64a2277c90f0f42576f60c1030e3a020403d34a95f56931b792d5939f4cebc57-52e8575f.json
@@ -1,4 +1,5 @@
 {
+  "test_id": null,
   "request": {
     "method": "POST",
     "url": "https://api.openai.com/v1/v1/models",
diff --git a/tests/integration/recordings/responses/models-bd032f995f2a-3255f444.json b/tests/integration/common/recordings/models-64a2277c90f0f42576f60c1030e3a020403d34a95f56931b792d5939f4cebc57-e660ee4a.json
similarity index 83%
rename from tests/integration/recordings/responses/models-bd032f995f2a-3255f444.json
rename to tests/integration/common/recordings/models-64a2277c90f0f42576f60c1030e3a020403d34a95f56931b792d5939f4cebc57-e660ee4a.json
index 0909cfcac..cd856545f 100644
--- a/tests/integration/recordings/responses/models-bd032f995f2a-3255f444.json
+++ b/tests/integration/common/recordings/models-64a2277c90f0f42576f60c1030e3a020403d34a95f56931b792d5939f4cebc57-e660ee4a.json
@@ -1,4 +1,5 @@
 {
+  "test_id": null,
   "request": {
     "method": "POST",
     "url": "http://0.0.0.0:11434/v1/v1/models",
@@ -9,47 +10,11 @@
   },
   "response": {
     "body": [
-      {
-        "__type__": "openai.types.model.Model",
-        "__data__": {
-          "id": "qwen3:8b",
-          "created": 1758707188,
-          "object": "model",
-          "owned_by": "library"
-        }
-      },
-      {
-        "__type__": "openai.types.model.Model",
-        "__data__": {
-          "id": "nomic-embed-text:137m-v1.5-fp16",
-          "created": 1758640855,
-          "object": "model",
-          "owned_by": "library"
-        }
-      },
       {
         "__type__": "openai.types.model.Model",
         "__data__": {
           "id": "nomic-embed-text:latest",
-          "created": 1756727155,
-          "object": "model",
-          "owned_by": "library"
-        }
-      },
-      {
-        "__type__": "openai.types.model.Model",
-        "__data__": {
-          "id": "llama3.2-vision:11b",
-          "created": 1756722893,
-          "object": "model",
-          "owned_by": "library"
-        }
-      },
-      {
-        "__type__": "openai.types.model.Model",
-        "__data__": {
-          "id": "llama-guard3:1b",
-          "created": 1756671473,
+          "created": 1756922046,
           "object": "model",
           "owned_by": "library"
         }
@@ -58,7 +23,43 @@
         "__type__": "openai.types.model.Model",
         "__data__": {
           "id": "all-minilm:l6-v2",
-          "created": 1756655274,
+          "created": 1756919946,
+          "object": "model",
+          "owned_by": "library"
+        }
+      },
+      {
+        "__type__": "openai.types.model.Model",
+        "__data__": {
+          "id": "llama3.2-vision:11b",
+          "created": 1753926302,
+          "object": "model",
+          "owned_by": "library"
+        }
+      },
+      {
+        "__type__": "openai.types.model.Model",
+        "__data__": {
+          "id": "llama3.2-vision:latest",
+          "created": 1753845527,
+          "object": "model",
+          "owned_by": "library"
+        }
+      },
+      {
+        "__type__": "openai.types.model.Model",
+        "__data__": {
+          "id": "llama-guard3:1b",
+          "created": 1753479584,
+          "object": "model",
+          "owned_by": "library"
+        }
+      },
+      {
+        "__type__": "openai.types.model.Model",
+        "__data__": {
+          "id": "llama3.2:1b",
+          "created": 1752814944,
           "object": "model",
           "owned_by": "library"
         }
@@ -67,16 +68,7 @@
         "__type__": "openai.types.model.Model",
         "__data__": {
           "id": "all-minilm:latest",
-          "created": 1747317111,
-          "object": "model",
-          "owned_by": "library"
-        }
-      },
-      {
-        "__type__": "openai.types.model.Model",
-        "__data__": {
-          "id": "llama3.2:3b-instruct-fp16",
-          "created": 1744974677,
+          "created": 1748994610,
           "object": "model",
           "owned_by": "library"
         }
@@ -85,7 +77,16 @@
         "__type__": "openai.types.model.Model",
         "__data__": {
           "id": "llama3.2:3b",
-          "created": 1743536220,
+          "created": 1746123323,
+          "object": "model",
+          "owned_by": "library"
+        }
+      },
+      {
+        "__type__": "openai.types.model.Model",
+        "__data__": {
+          "id": "llama3.2:3b-instruct-fp16",
+          "created": 1746052428,
           "object": "model",
           "owned_by": "library"
         }
diff --git a/tests/integration/conftest.py b/tests/integration/conftest.py
index 4735264c3..42015a608 100644
--- a/tests/integration/conftest.py
+++ b/tests/integration/conftest.py
@@ -36,6 +36,24 @@ def pytest_sessionstart(session):
         os.environ["LLAMA_STACK_TEST_INFERENCE_MODE"] = "replay"
 
 
+@pytest.fixture(autouse=True)
+def _track_test_context(request):
+    """Automatically track current test context for isolated recordings.
+
+    This fixture runs for every test and stores the test's nodeid in a contextvar
+    that the recording system can access to determine which subdirectory to use.
+    """
+    from llama_stack.testing.inference_recorder import _test_context
+
+    # Store the test nodeid (e.g., "tests/integration/responses/test_basic.py::test_foo[params]")
+    token = _test_context.set(request.node.nodeid)
+
+    yield
+
+    # Cleanup
+    _test_context.reset(token)
+
+
 def pytest_runtest_teardown(item):
     # Check if the test actually ran and passed or failed, but was not skipped or an expected failure (xfail)
     outcome = getattr(item, "execution_outcome", None)
@@ -137,8 +155,8 @@ def pytest_addoption(parser):
 
     parser.addoption(
         "--inference-mode",
-        help="Inference mode: { record, replay, live } (default: replay)",
-        choices=["record", "replay", "live"],
+        help="Inference mode: { record, replay, live, record-if-missing } (default: replay)",
+        choices=["record", "replay", "live", "record-if-missing"],
         default="replay",
     )
     parser.addoption(
diff --git a/tests/integration/recordings/responses/8d035e153b6f.json b/tests/integration/eval/recordings/171c4dcb3dc848196f5d7fd87efd4626e70673c405ae1cd72b8dd0617104263e.json
similarity index 100%
rename from tests/integration/recordings/responses/8d035e153b6f.json
rename to tests/integration/eval/recordings/171c4dcb3dc848196f5d7fd87efd4626e70673c405ae1cd72b8dd0617104263e.json
diff --git a/tests/integration/eval/recordings/1b2720589d2a4273b5eb2c06b50ab45674040195c15013c9ea43bc6331e1a831.json b/tests/integration/eval/recordings/1b2720589d2a4273b5eb2c06b50ab45674040195c15013c9ea43bc6331e1a831.json
new file mode 100644
index 000000000..6b9395b5a
--- /dev/null
+++ b/tests/integration/eval/recordings/1b2720589d2a4273b5eb2c06b50ab45674040195c15013c9ea43bc6331e1a831.json
@@ -0,0 +1,57 @@
+{
+  "test_id": "tests/integration/eval/test_eval.py::test_evaluate_benchmark[txt=ollama/llama3.2:3b-instruct-fp16-basic::subset_of]",
+  "request": {
+    "method": "POST",
+    "url": "http://0.0.0.0:11434/v1/v1/chat/completions",
+    "headers": {},
+    "body": {
+      "model": "llama3.2:3b-instruct-fp16",
+      "messages": [
+        {
+          "role": "user",
+          "content": "What is the currency of Japan?"
+        }
+      ],
+      "max_tokens": 0
+    },
+    "endpoint": "/v1/chat/completions",
+    "model": "llama3.2:3b-instruct-fp16"
+  },
+  "response": {
+    "body": {
+      "__type__": "openai.types.chat.chat_completion.ChatCompletion",
+      "__data__": {
+        "id": "rec-1b2720589d2a",
+        "choices": [
+          {
+            "finish_reason": "stop",
+            "index": 0,
+            "logprobs": null,
+            "message": {
+              "content": "The official currency of Japan is the yen (JPY). It is denoted by the ISO code \"JPY\" and subdivided into 100 sen, although sen are no longer used in everyday transactions. The Japanese government currently plans to phase out cash payments for certain types of transactions and aims to move fully away from paper money by year-end 2031.",
+              "refusal": null,
+              "role": "assistant",
+              "annotations": null,
+              "audio": null,
+              "function_call": null,
+              "tool_calls": null
+            }
+          }
+        ],
+        "created": 0,
+        "model": "llama3.2:3b-instruct-fp16",
+        "object": "chat.completion",
+        "service_tier": null,
+        "system_fingerprint": "fp_ollama",
+        "usage": {
+          "completion_tokens": 74,
+          "prompt_tokens": 32,
+          "total_tokens": 106,
+          "completion_tokens_details": null,
+          "prompt_tokens_details": null
+        }
+      }
+    },
+    "is_streaming": false
+  }
+}
diff --git a/tests/integration/eval/recordings/3e5ea35cb3dc92835d230456b6e2fc61593f964148d6c05df5c4a387a5389e6b.json b/tests/integration/eval/recordings/3e5ea35cb3dc92835d230456b6e2fc61593f964148d6c05df5c4a387a5389e6b.json
new file mode 100644
index 000000000..309dcde35
--- /dev/null
+++ b/tests/integration/eval/recordings/3e5ea35cb3dc92835d230456b6e2fc61593f964148d6c05df5c4a387a5389e6b.json
@@ -0,0 +1,57 @@
+{
+  "test_id": "tests/integration/eval/test_eval.py::test_evaluate_benchmark[txt=ollama/llama3.2:3b-instruct-fp16-basic::subset_of]",
+  "request": {
+    "method": "POST",
+    "url": "http://0.0.0.0:11434/v1/v1/chat/completions",
+    "headers": {},
+    "body": {
+      "model": "llama3.2:3b-instruct-fp16",
+      "messages": [
+        {
+          "role": "user",
+          "content": "What is the smallest country in the world?"
+        }
+      ],
+      "max_tokens": 0
+    },
+    "endpoint": "/v1/chat/completions",
+    "model": "llama3.2:3b-instruct-fp16"
+  },
+  "response": {
+    "body": {
+      "__type__": "openai.types.chat.chat_completion.ChatCompletion",
+      "__data__": {
+        "id": "rec-3e5ea35cb3dc",
+        "choices": [
+          {
+            "finish_reason": "stop",
+            "index": 0,
+            "logprobs": null,
+            "message": {
+              "content": "The smallest country in the world is officially Vatican City, with an area of approximately 0.44 km\u00b2 (0.17 sq mi). It is located within Rome, Italy, and is home to the Pope and the central government of the Catholic Church.\n\nVatican City has a population of around 800 people, making it the smallest internationally recognized sovereign state in the world, both by area and population. Despite its small size, Vatican City has its own government, currency, postal system, and even its own police force.\n\nInterestingly, Vatican City is also the headquarters of the Catholic Church and is home to numerous iconic landmarks, including St. Peter's Basilica, the Sistine Chapel, and the Vatican Museums.",
+              "refusal": null,
+              "role": "assistant",
+              "annotations": null,
+              "audio": null,
+              "function_call": null,
+              "tool_calls": null
+            }
+          }
+        ],
+        "created": 0,
+        "model": "llama3.2:3b-instruct-fp16",
+        "object": "chat.completion",
+        "service_tier": null,
+        "system_fingerprint": "fp_ollama",
+        "usage": {
+          "completion_tokens": 146,
+          "prompt_tokens": 34,
+          "total_tokens": 180,
+          "completion_tokens_details": null,
+          "prompt_tokens_details": null
+        }
+      }
+    },
+    "is_streaming": false
+  }
+}
diff --git a/tests/integration/eval/recordings/6de6d1ebc3128dfaba1efe654ca1453f12cd31ce2e294d20868c0c498b7d9136.json b/tests/integration/eval/recordings/6de6d1ebc3128dfaba1efe654ca1453f12cd31ce2e294d20868c0c498b7d9136.json
new file mode 100644
index 000000000..5fadb9186
--- /dev/null
+++ b/tests/integration/eval/recordings/6de6d1ebc3128dfaba1efe654ca1453f12cd31ce2e294d20868c0c498b7d9136.json
@@ -0,0 +1,57 @@
+{
+  "test_id": "tests/integration/eval/test_eval.py::test_evaluate_benchmark[txt=ollama/llama3.2:3b-instruct-fp16-basic::subset_of]",
+  "request": {
+    "method": "POST",
+    "url": "http://0.0.0.0:11434/v1/v1/chat/completions",
+    "headers": {},
+    "body": {
+      "model": "llama3.2:3b-instruct-fp16",
+      "messages": [
+        {
+          "role": "user",
+          "content": "What is the capital of France?"
+        }
+      ],
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+{
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similarity index 98%
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similarity index 98%
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similarity index 100%
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similarity index 98%
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diff --git a/tests/integration/recordings/responses/17030e75309f.json b/tests/integration/recordings/responses/17030e75309f.json
deleted file mode 100644
index 4b77b3d3d..000000000
--- a/tests/integration/recordings/responses/17030e75309f.json
+++ /dev/null
@@ -1,800 +0,0 @@
-{
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-    "headers": {},
-    "body": {
-      "model": "togethercomputer/m2-bert-80M-32k-retrieval",
-      "input": "This is completely different content"
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-    "endpoint": "/v1/embeddings",
-    "model": "togethercomputer/m2-bert-80M-32k-retrieval"
-  },
-  "response": {
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diff --git a/tests/integration/recordings/responses/1beaba7ed76e.json b/tests/integration/recordings/responses/1beaba7ed76e.json
deleted file mode 100644
index 4845dbb2d..000000000
--- a/tests/integration/recordings/responses/1beaba7ed76e.json
+++ /dev/null
@@ -1,3128 +0,0 @@
-{
-  "request": {
-    "method": "POST",
-    "url": "https://api.together.xyz/v1/v1/embeddings",
-    "headers": {},
-    "body": {
-      "model": "togethercomputer/m2-bert-80M-32k-retrieval",
-      "input": [
-        "Python is a high-level programming language that emphasizes code readability and allows programmers to express concepts in fewer lines of code than would be possible in languages such as C++ or Java.",
-        "Machine learning is a subset of artificial intelligence that enables systems to automatically learn and improve from experience without being explicitly programmed, using statistical techniques to give computer systems the ability to progressively improve performance on a specific task.",
-        "Data structures are fundamental to computer science because they provide organized ways to store and access data efficiently, enable faster processing of data through optimized algorithms, and form the building blocks for more complex software systems.",
-        "Neural networks are inspired by biological neural networks found in animal brains, using interconnected nodes called artificial neurons to process information through weighted connections that can be trained to recognize patterns and solve complex problems through iterative learning."
-      ],
-      "encoding_format": "float"
-    },
-    "endpoint": "/v1/embeddings",
-    "model": "togethercomputer/m2-bert-80M-32k-retrieval"
-  },
-  "response": {
-    "body": {
-      "__type__": "openai.types.create_embedding_response.CreateEmbeddingResponse",
-      "__data__": {
-        "data": [
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index 5edf0b45b..000000000
--- a/tests/integration/recordings/responses/1c0a34fa2e0c.json
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diff --git a/tests/integration/recordings/responses/1d54570bbe4b.json b/tests/integration/recordings/responses/1d54570bbe4b.json
deleted file mode 100644
index 8fc686895..000000000
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diff --git a/tests/integration/recordings/responses/225b4d2263a7.json b/tests/integration/recordings/responses/225b4d2263a7.json
deleted file mode 100644
index 66124cabd..000000000
--- a/tests/integration/recordings/responses/225b4d2263a7.json
+++ /dev/null
@@ -1,802 +0,0 @@
-{
-  "request": {
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-    "headers": {},
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-      "input": [
-        "What is the capital of France?"
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-    "model": "togethercomputer/m2-bert-80M-32k-retrieval"
-  },
-  "response": {
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diff --git a/tests/integration/recordings/responses/239e4503608a.json b/tests/integration/recordings/responses/239e4503608a.json
deleted file mode 100644
index 448197b2c..000000000
--- a/tests/integration/recordings/responses/239e4503608a.json
+++ /dev/null
@@ -1,806 +0,0 @@
-{
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diff --git a/tests/integration/recordings/responses/24e106063719.json b/tests/integration/recordings/responses/24e106063719.json
deleted file mode 100644
index 2420334ae..000000000
--- a/tests/integration/recordings/responses/24e106063719.json
+++ /dev/null
@@ -1,31 +0,0 @@
-{
-  "request": {
-    "method": "POST",
-    "url": "https://api.fireworks.ai/inference/v1/v1/embeddings",
-    "headers": {},
-    "body": {
-      "model": "accounts/fireworks/models/qwen3-embedding-8b",
-      "input": [],
-      "encoding_format": "base64"
-    },
-    "endpoint": "/v1/embeddings",
-    "model": "accounts/fireworks/models/qwen3-embedding-8b"
-  },
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diff --git a/tests/integration/recordings/responses/27ef1a50dc19.json b/tests/integration/recordings/responses/27ef1a50dc19.json
deleted file mode 100644
index 10c625e24..000000000
--- a/tests/integration/recordings/responses/27ef1a50dc19.json
+++ /dev/null
@@ -1,806 +0,0 @@
-{
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-        "model": "nomic-embed-text:137m-v1.5-fp16",
-        "object": "list",
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diff --git a/tests/integration/recordings/responses/3130f21f1bb9.json b/tests/integration/recordings/responses/3130f21f1bb9.json
deleted file mode 100644
index d4dcf6aea..000000000
--- a/tests/integration/recordings/responses/3130f21f1bb9.json
+++ /dev/null
@@ -1,3131 +0,0 @@
-{
-  "request": {
-    "method": "POST",
-    "url": "http://0.0.0.0:11434/v1/v1/embeddings",
-    "headers": {},
-    "body": {
-      "model": "nomic-embed-text:137m-v1.5-fp16",
-      "input": [
-        "Python is a high-level programming language that emphasizes code readability and allows programmers to express concepts in fewer lines of code than would be possible in languages such as C++ or Java.",
-        "Machine learning is a subset of artificial intelligence that enables systems to automatically learn and improve from experience without being explicitly programmed, using statistical techniques to give computer systems the ability to progressively improve performance on a specific task.",
-        "Data structures are fundamental to computer science because they provide organized ways to store and access data efficiently, enable faster processing of data through optimized algorithms, and form the building blocks for more complex software systems.",
-        "Neural networks are inspired by biological neural networks found in animal brains, using interconnected nodes called artificial neurons to process information through weighted connections that can be trained to recognize patterns and solve complex problems through iterative learning."
-      ],
-      "encoding_format": "float"
-    },
-    "endpoint": "/v1/embeddings",
-    "model": "nomic-embed-text:137m-v1.5-fp16"
-  },
-  "response": {
-    "body": {
-      "__type__": "openai.types.create_embedding_response.CreateEmbeddingResponse",
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diff --git a/tests/integration/recordings/responses/3877ecf1bc62.json b/tests/integration/recordings/responses/3877ecf1bc62.json
deleted file mode 100644
index 819ec31c0..000000000
--- a/tests/integration/recordings/responses/3877ecf1bc62.json
+++ /dev/null
@@ -1,22 +0,0 @@
-{
-  "request": {
-    "method": "POST",
-    "url": "http://localhost:11434/api/pull",
-    "headers": {},
-    "body": {},
-    "endpoint": "/api/pull",
-    "model": ""
-  },
-  "response": {
-    "body": {
-      "__type__": "ollama._types.ProgressResponse",
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diff --git a/tests/integration/recordings/responses/3b60c09d6c4f.json b/tests/integration/recordings/responses/3b60c09d6c4f.json
deleted file mode 100644
index 573daa802..000000000
--- a/tests/integration/recordings/responses/3b60c09d6c4f.json
+++ /dev/null
@@ -1,806 +0,0 @@
-{
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-    "headers": {},
-    "body": {
-      "model": "nomic-embed-text:137m-v1.5-fp16",
-      "input": [
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-    "model": "nomic-embed-text:137m-v1.5-fp16"
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-            "index": 0,
-            "object": "embedding"
-          }
-        ],
-        "model": "nomic-embed-text:137m-v1.5-fp16",
-        "object": "list",
-        "usage": {
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-}
diff --git a/tests/integration/recordings/responses/3d89a56a76b1.json b/tests/integration/recordings/responses/3d89a56a76b1.json
deleted file mode 100644
index ba6a107af..000000000
--- a/tests/integration/recordings/responses/3d89a56a76b1.json
+++ /dev/null
@@ -1,46 +0,0 @@
-{
-  "request": {
-    "method": "POST",
-    "url": "https://api.together.xyz/v1/v1/embeddings",
-    "headers": {},
-    "body": {
-      "model": "togethercomputer/m2-bert-80M-32k-retrieval",
-      "input": [
-        "First text for base64",
-        "Second text for base64",
-        "Third text for base64"
-      ],
-      "encoding_format": "base64"
-    },
-    "endpoint": "/v1/embeddings",
-    "model": "togethercomputer/m2-bert-80M-32k-retrieval"
-  },
-  "response": {
-    "body": {
-      "__type__": "openai.types.create_embedding_response.CreateEmbeddingResponse",
-      "__data__": {
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-            "index": 2,
-            "object": "embedding"
-          }
-        ],
-        "model": "togethercomputer/m2-bert-80M-32k-retrieval",
-        "object": "list",
-        "usage": null
-      }
-    },
-    "is_streaming": false
-  }
-}
diff --git a/tests/integration/recordings/responses/41b2727ebdec.json b/tests/integration/recordings/responses/41b2727ebdec.json
deleted file mode 100644
index c90c83414..000000000
--- a/tests/integration/recordings/responses/41b2727ebdec.json
+++ /dev/null
@@ -1,16449 +0,0 @@
-{
-  "request": {
-    "method": "POST",
-    "url": "https://api.fireworks.ai/inference/v1/v1/embeddings",
-    "headers": {},
-    "body": {
-      "model": "accounts/fireworks/models/qwen3-embedding-8b",
-      "input": [
-        "Python is a high-level programming language that emphasizes code readability and allows programmers to express concepts in fewer lines of code than would be possible in languages such as C++ or Java.",
-        "Machine learning is a subset of artificial intelligence that enables systems to automatically learn and improve from experience without being explicitly programmed, using statistical techniques to give computer systems the ability to progressively improve performance on a specific task.",
-        "Data structures are fundamental to computer science because they provide organized ways to store and access data efficiently, enable faster processing of data through optimized algorithms, and form the building blocks for more complex software systems.",
-        "Neural networks are inspired by biological neural networks found in animal brains, using interconnected nodes called artificial neurons to process information through weighted connections that can be trained to recognize patterns and solve complex problems through iterative learning."
-      ],
-      "encoding_format": "float"
-    },
-    "endpoint": "/v1/embeddings",
-    "model": "accounts/fireworks/models/qwen3-embedding-8b"
-  },
-  "response": {
-    "body": {
-      "__type__": "openai.types.create_embedding_response.CreateEmbeddingResponse",
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diff --git a/tests/integration/recordings/responses/432a346b2ed8.json b/tests/integration/recordings/responses/432a346b2ed8.json
deleted file mode 100644
index 3ae45b379..000000000
--- a/tests/integration/recordings/responses/432a346b2ed8.json
+++ /dev/null
@@ -1,2352 +0,0 @@
-{
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-    "headers": {},
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-      "input": [
-        "Hello, world!",
-        "How are you today?",
-        "This is a test."
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-    "endpoint": "/v1/embeddings",
-    "model": "togethercomputer/m2-bert-80M-32k-retrieval"
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diff --git a/tests/integration/recordings/responses/47004e2babf0.json b/tests/integration/recordings/responses/47004e2babf0.json
deleted file mode 100644
index 7c491abbd..000000000
--- a/tests/integration/recordings/responses/47004e2babf0.json
+++ /dev/null
@@ -1,806 +0,0 @@
-{
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diff --git a/tests/integration/recordings/responses/47264d05c3ef.json b/tests/integration/recordings/responses/47264d05c3ef.json
deleted file mode 100644
index 5534a925a..000000000
--- a/tests/integration/recordings/responses/47264d05c3ef.json
+++ /dev/null
@@ -1,806 +0,0 @@
-{
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deleted file mode 100644
index 484c86bcf..000000000
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diff --git a/tests/integration/recordings/responses/4d438c6bbaed.json b/tests/integration/recordings/responses/4d438c6bbaed.json
deleted file mode 100644
index f5e4809dd..000000000
--- a/tests/integration/recordings/responses/4d438c6bbaed.json
+++ /dev/null
@@ -1,422 +0,0 @@
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diff --git a/tests/integration/recordings/responses/4ebcaf6c2aee.json b/tests/integration/recordings/responses/4ebcaf6c2aee.json
deleted file mode 100644
index f57994797..000000000
--- a/tests/integration/recordings/responses/4ebcaf6c2aee.json
+++ /dev/null
@@ -1,421 +0,0 @@
-{
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diff --git a/tests/integration/recordings/responses/5357765a9ac9.json b/tests/integration/recordings/responses/5357765a9ac9.json
deleted file mode 100644
index ce4bd773a..000000000
--- a/tests/integration/recordings/responses/5357765a9ac9.json
+++ /dev/null
@@ -1,806 +0,0 @@
-{
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-      "input": [
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-    "endpoint": "/v1/embeddings",
-    "model": "nomic-embed-text:137m-v1.5-fp16"
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-        "model": "nomic-embed-text:137m-v1.5-fp16",
-        "object": "list",
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diff --git a/tests/integration/recordings/responses/546dc9533c84.json b/tests/integration/recordings/responses/546dc9533c84.json
deleted file mode 100644
index 720839e84..000000000
--- a/tests/integration/recordings/responses/546dc9533c84.json
+++ /dev/null
@@ -1,801 +0,0 @@
-{
-  "request": {
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-    "url": "https://api.together.xyz/v1/v1/embeddings",
-    "headers": {},
-    "body": {
-      "model": "togethercomputer/m2-bert-80M-32k-retrieval",
-      "input": "This is the first text",
-      "encoding_format": "float"
-    },
-    "endpoint": "/v1/embeddings",
-    "model": "togethercomputer/m2-bert-80M-32k-retrieval"
-  },
-  "response": {
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-        "model": "togethercomputer/m2-bert-80M-32k-retrieval",
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diff --git a/tests/integration/recordings/responses/5c0552be2793.json b/tests/integration/recordings/responses/5c0552be2793.json
deleted file mode 100644
index 6372e930c..000000000
--- a/tests/integration/recordings/responses/5c0552be2793.json
+++ /dev/null
@@ -1,3127 +0,0 @@
-{
-  "request": {
-    "method": "POST",
-    "url": "https://api.together.xyz/v1/v1/embeddings",
-    "headers": {},
-    "body": {
-      "model": "togethercomputer/m2-bert-80M-32k-retrieval",
-      "input": [
-        "Python is a high-level programming language that emphasizes code readability and allows programmers to express concepts in fewer lines of code than would be possible in languages such as C++ or Java.",
-        "Machine learning is a subset of artificial intelligence that enables systems to automatically learn and improve from experience without being explicitly programmed, using statistical techniques to give computer systems the ability to progressively improve performance on a specific task.",
-        "Data structures are fundamental to computer science because they provide organized ways to store and access data efficiently, enable faster processing of data through optimized algorithms, and form the building blocks for more complex software systems.",
-        "Neural networks are inspired by biological neural networks found in animal brains, using interconnected nodes called artificial neurons to process information through weighted connections that can be trained to recognize patterns and solve complex problems through iterative learning."
-      ]
-    },
-    "endpoint": "/v1/embeddings",
-    "model": "togethercomputer/m2-bert-80M-32k-retrieval"
-  },
-  "response": {
-    "body": {
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diff --git a/tests/integration/recordings/responses/63aa4590a38a.json b/tests/integration/recordings/responses/63aa4590a38a.json
deleted file mode 100644
index ae20dce36..000000000
--- a/tests/integration/recordings/responses/63aa4590a38a.json
+++ /dev/null
@@ -1,421 +0,0 @@
-{
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-    "headers": {},
-    "body": {
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-      "input": "Test user parameter",
-      "encoding_format": "base64",
-      "user": "test-user-123"
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-    "model": "all-minilm:l6-v2"
-  },
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diff --git a/tests/integration/recordings/responses/68e59155a09f.json b/tests/integration/recordings/responses/68e59155a09f.json
deleted file mode 100644
index 89a294a9d..000000000
--- a/tests/integration/recordings/responses/68e59155a09f.json
+++ /dev/null
@@ -1,802 +0,0 @@
-{
-  "request": {
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-    "url": "https://api.together.xyz/v1/v1/embeddings",
-    "headers": {},
-    "body": {
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-      "input": [
-        "How does machine learning improve over time?"
-      ]
-    },
-    "endpoint": "/v1/embeddings",
-    "model": "togethercomputer/m2-bert-80M-32k-retrieval"
-  },
-  "response": {
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diff --git a/tests/integration/recordings/responses/72dc126ecb92.json b/tests/integration/recordings/responses/72dc126ecb92.json
deleted file mode 100644
index 1132283bb..000000000
--- a/tests/integration/recordings/responses/72dc126ecb92.json
+++ /dev/null
@@ -1,422 +0,0 @@
-{
-  "request": {
-    "method": "POST",
-    "url": "http://0.0.0.0:11434/v1/v1/embeddings",
-    "headers": {},
-    "body": {
-      "model": "all-minilm:l6-v2",
-      "input": [
-        "What is the capital of France?"
-      ],
-      "encoding_format": "float"
-    },
-    "endpoint": "/v1/embeddings",
-    "model": "all-minilm:l6-v2"
-  },
-  "response": {
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diff --git a/tests/integration/recordings/responses/72e075bf28e8.json b/tests/integration/recordings/responses/72e075bf28e8.json
deleted file mode 100644
index bfd519035..000000000
--- a/tests/integration/recordings/responses/72e075bf28e8.json
+++ /dev/null
@@ -1,800 +0,0 @@
-{
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-    "url": "https://api.together.xyz/v1/v1/embeddings",
-    "headers": {},
-    "body": {
-      "model": "togethercomputer/m2-bert-80M-32k-retrieval",
-      "input": "Hello, world!"
-    },
-    "endpoint": "/v1/embeddings",
-    "model": "togethercomputer/m2-bert-80M-32k-retrieval"
-  },
-  "response": {
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diff --git a/tests/integration/recordings/responses/87c056adc35c.json b/tests/integration/recordings/responses/87c056adc35c.json
deleted file mode 100644
index cf635dd7e..000000000
--- a/tests/integration/recordings/responses/87c056adc35c.json
+++ /dev/null
@@ -1,806 +0,0 @@
-{
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deleted file mode 100644
index 5e59d9e64..000000000
--- a/tests/integration/recordings/responses/88ce59013228.json
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-{
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deleted file mode 100644
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--- a/tests/integration/recordings/responses/8e5b53b9d493.json
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diff --git a/tests/integration/recordings/responses/9c1a4c5336a7.json b/tests/integration/recordings/responses/9c1a4c5336a7.json
deleted file mode 100644
index b1b35ee58..000000000
--- a/tests/integration/recordings/responses/9c1a4c5336a7.json
+++ /dev/null
@@ -1,4135 +0,0 @@
-{
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-      "input": "This is completely different content",
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-    "model": "accounts/fireworks/models/qwen3-embedding-8b"
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diff --git a/tests/integration/recordings/responses/9d84bd0e850f.json b/tests/integration/recordings/responses/9d84bd0e850f.json
deleted file mode 100644
index 57fd3b6b4..000000000
--- a/tests/integration/recordings/responses/9d84bd0e850f.json
+++ /dev/null
@@ -1,806 +0,0 @@
-{
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-      "input": [
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-    "model": "nomic-embed-text:137m-v1.5-fp16"
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diff --git a/tests/integration/recordings/responses/9e9665e16597.json b/tests/integration/recordings/responses/9e9665e16597.json
deleted file mode 100644
index a3e34d1bd..000000000
--- a/tests/integration/recordings/responses/9e9665e16597.json
+++ /dev/null
@@ -1,422 +0,0 @@
-{
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diff --git a/tests/integration/recordings/responses/a1ea41fbf9a2.json b/tests/integration/recordings/responses/a1ea41fbf9a2.json
deleted file mode 100644
index 666180964..000000000
--- a/tests/integration/recordings/responses/a1ea41fbf9a2.json
+++ /dev/null
@@ -1,422 +0,0 @@
-{
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diff --git a/tests/integration/recordings/responses/a4ef4fd267a0.json b/tests/integration/recordings/responses/a4ef4fd267a0.json
deleted file mode 100644
index 02e1fd72c..000000000
--- a/tests/integration/recordings/responses/a4ef4fd267a0.json
+++ /dev/null
@@ -1,806 +0,0 @@
-{
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-    "model": "nomic-embed-text:137m-v1.5-fp16"
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diff --git a/tests/integration/recordings/responses/aa745b14fe67.json b/tests/integration/recordings/responses/aa745b14fe67.json
deleted file mode 100644
index cfca3ba7a..000000000
--- a/tests/integration/recordings/responses/aa745b14fe67.json
+++ /dev/null
@@ -1,12345 +0,0 @@
-{
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-    "url": "https://api.fireworks.ai/inference/v1/v1/embeddings",
-    "headers": {},
-    "body": {
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-      "input": [
-        "Hello, world!",
-        "How are you today?",
-        "This is a test."
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-      "encoding_format": "float"
-    },
-    "endpoint": "/v1/embeddings",
-    "model": "accounts/fireworks/models/qwen3-embedding-8b"
-  },
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diff --git a/tests/integration/recordings/responses/ae82d694f34c.json b/tests/integration/recordings/responses/ae82d694f34c.json
deleted file mode 100644
index aa6bc34c5..000000000
--- a/tests/integration/recordings/responses/ae82d694f34c.json
+++ /dev/null
@@ -1,802 +0,0 @@
-{
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diff --git a/tests/integration/recordings/responses/aeb1abed5560.json b/tests/integration/recordings/responses/aeb1abed5560.json
deleted file mode 100644
index 1b32994fe..000000000
--- a/tests/integration/recordings/responses/aeb1abed5560.json
+++ /dev/null
@@ -1,4137 +0,0 @@
-{
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diff --git a/tests/integration/recordings/responses/b37b79e8ef96.json b/tests/integration/recordings/responses/b37b79e8ef96.json
deleted file mode 100644
index 62446b0a3..000000000
--- a/tests/integration/recordings/responses/b37b79e8ef96.json
+++ /dev/null
@@ -1,806 +0,0 @@
-{
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-    "headers": {},
-    "body": {
-      "model": "nomic-embed-text:137m-v1.5-fp16",
-      "input": [
-        "This is a test file 2"
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-      "encoding_format": "float"
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-    "endpoint": "/v1/embeddings",
-    "model": "nomic-embed-text:137m-v1.5-fp16"
-  },
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-            "index": 0,
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-          }
-        ],
-        "model": "nomic-embed-text:137m-v1.5-fp16",
-        "object": "list",
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-}
diff --git a/tests/integration/recordings/responses/b734171a0872.json b/tests/integration/recordings/responses/b734171a0872.json
deleted file mode 100644
index 1b605b012..000000000
--- a/tests/integration/recordings/responses/b734171a0872.json
+++ /dev/null
@@ -1,801 +0,0 @@
-{
-  "request": {
-    "method": "POST",
-    "url": "https://api.together.xyz/v1/v1/embeddings",
-    "headers": {},
-    "body": {
-      "model": "togethercomputer/m2-bert-80M-32k-retrieval",
-      "input": "This is completely different content",
-      "encoding_format": "float"
-    },
-    "endpoint": "/v1/embeddings",
-    "model": "togethercomputer/m2-bert-80M-32k-retrieval"
-  },
-  "response": {
-    "body": {
-      "__type__": "openai.types.create_embedding_response.CreateEmbeddingResponse",
-      "__data__": {
-        "data": [
-          {
-            "embedding": [
-              0.020581583,
-              0.03996682,
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-              -0.05265455,
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diff --git a/tests/integration/recordings/responses/b81284317242.json b/tests/integration/recordings/responses/b81284317242.json
deleted file mode 100644
index 9d37432ca..000000000
--- a/tests/integration/recordings/responses/b81284317242.json
+++ /dev/null
@@ -1,806 +0,0 @@
-{
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diff --git a/tests/integration/recordings/responses/bac8c9e59dda.json b/tests/integration/recordings/responses/bac8c9e59dda.json
deleted file mode 100644
index cad2b16c0..000000000
--- a/tests/integration/recordings/responses/bac8c9e59dda.json
+++ /dev/null
@@ -1,806 +0,0 @@
-{
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-      "input": [
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-    "model": "nomic-embed-text:137m-v1.5-fp16"
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diff --git a/tests/integration/recordings/responses/bc581d1d19f9.json b/tests/integration/recordings/responses/bc581d1d19f9.json
deleted file mode 100644
index 51e870ed5..000000000
--- a/tests/integration/recordings/responses/bc581d1d19f9.json
+++ /dev/null
@@ -1,806 +0,0 @@
-{
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-      "input": [
-        "How do systems learn automatically?"
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-    "model": "nomic-embed-text:137m-v1.5-fp16"
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diff --git a/tests/integration/recordings/responses/bce560cbf1c6.json b/tests/integration/recordings/responses/bce560cbf1c6.json
deleted file mode 100644
index eeba8d85e..000000000
--- a/tests/integration/recordings/responses/bce560cbf1c6.json
+++ /dev/null
@@ -1,800 +0,0 @@
-{
-  "request": {
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-    "url": "https://api.together.xyz/v1/v1/embeddings",
-    "headers": {},
-    "body": {
-      "model": "togethercomputer/m2-bert-80M-32k-retrieval",
-      "input": "This is the first text"
-    },
-    "endpoint": "/v1/embeddings",
-    "model": "togethercomputer/m2-bert-80M-32k-retrieval"
-  },
-  "response": {
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diff --git a/tests/integration/recordings/responses/bd656a9e3f8f.json b/tests/integration/recordings/responses/bd656a9e3f8f.json
deleted file mode 100644
index 35a201532..000000000
--- a/tests/integration/recordings/responses/bd656a9e3f8f.json
+++ /dev/null
@@ -1,806 +0,0 @@
-{
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diff --git a/tests/integration/recordings/responses/c48eb1cb6e1c.json b/tests/integration/recordings/responses/c48eb1cb6e1c.json
deleted file mode 100644
index b0a85a9c0..000000000
--- a/tests/integration/recordings/responses/c48eb1cb6e1c.json
+++ /dev/null
@@ -1,422 +0,0 @@
-{
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-    "headers": {},
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-        "What is the biological inspiration for neural networks?"
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-    "endpoint": "/v1/embeddings",
-    "model": "all-minilm:l6-v2"
-  },
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diff --git a/tests/integration/recordings/responses/ca332c91adee.json b/tests/integration/recordings/responses/ca332c91adee.json
deleted file mode 100644
index 1c884e246..000000000
--- a/tests/integration/recordings/responses/ca332c91adee.json
+++ /dev/null
@@ -1,4135 +0,0 @@
-{
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diff --git a/tests/integration/recordings/responses/d10fc0f9ac66.json b/tests/integration/recordings/responses/d10fc0f9ac66.json
deleted file mode 100644
index d85565035..000000000
--- a/tests/integration/recordings/responses/d10fc0f9ac66.json
+++ /dev/null
@@ -1,4135 +0,0 @@
-{
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diff --git a/tests/integration/recordings/responses/d5971b8fdb94.json b/tests/integration/recordings/responses/d5971b8fdb94.json
deleted file mode 100644
index 750537740..000000000
--- a/tests/integration/recordings/responses/d5971b8fdb94.json
+++ /dev/null
@@ -1,801 +0,0 @@
-{
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diff --git a/tests/integration/recordings/responses/dc978ebb7159.json b/tests/integration/recordings/responses/dc978ebb7159.json
deleted file mode 100644
index bd394a843..000000000
--- a/tests/integration/recordings/responses/dc978ebb7159.json
+++ /dev/null
@@ -1,422 +0,0 @@
-{
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-    "headers": {},
-    "body": {
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-      "input": [
-        "How do systems learn without explicit programming?"
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-      "encoding_format": "float"
-    },
-    "endpoint": "/v1/embeddings",
-    "model": "all-minilm:l6-v2"
-  },
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diff --git a/tests/integration/recordings/responses/dcbe6260d0a1.json b/tests/integration/recordings/responses/dcbe6260d0a1.json
deleted file mode 100644
index 643e3c453..000000000
--- a/tests/integration/recordings/responses/dcbe6260d0a1.json
+++ /dev/null
@@ -1,2352 +0,0 @@
-{
-  "request": {
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-    "headers": {},
-    "body": {
-      "model": "togethercomputer/m2-bert-80M-32k-retrieval",
-      "input": [
-        "First text for base64",
-        "Second text for base64",
-        "Third text for base64"
-      ]
-    },
-    "endpoint": "/v1/embeddings",
-    "model": "togethercomputer/m2-bert-80M-32k-retrieval"
-  },
-  "response": {
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diff --git a/tests/integration/recordings/responses/dee1518c6628.json b/tests/integration/recordings/responses/dee1518c6628.json
deleted file mode 100644
index 9457a291b..000000000
--- a/tests/integration/recordings/responses/dee1518c6628.json
+++ /dev/null
@@ -1,422 +0,0 @@
-{
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diff --git a/tests/integration/recordings/responses/e19cd96d3d9f.json b/tests/integration/recordings/responses/e19cd96d3d9f.json
deleted file mode 100644
index e68a3fef7..000000000
--- a/tests/integration/recordings/responses/e19cd96d3d9f.json
+++ /dev/null
@@ -1,806 +0,0 @@
-{
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-    "headers": {},
-    "body": {
-      "model": "nomic-embed-text:137m-v1.5-fp16",
-      "input": [
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-    "endpoint": "/v1/embeddings",
-    "model": "nomic-embed-text:137m-v1.5-fp16"
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diff --git a/tests/integration/recordings/responses/e3bded498c54.json b/tests/integration/recordings/responses/e3bded498c54.json
deleted file mode 100644
index 60089c43b..000000000
--- a/tests/integration/recordings/responses/e3bded498c54.json
+++ /dev/null
@@ -1,4137 +0,0 @@
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diff --git a/tests/integration/recordings/responses/e8b427b3d631.json b/tests/integration/recordings/responses/e8b427b3d631.json
deleted file mode 100644
index 89a16720e..000000000
--- a/tests/integration/recordings/responses/e8b427b3d631.json
+++ /dev/null
@@ -1,802 +0,0 @@
-{
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-        "How do systems learn without explicit programming?"
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-  },
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diff --git a/tests/integration/recordings/responses/ed4d1f04922a.json b/tests/integration/recordings/responses/ed4d1f04922a.json
deleted file mode 100644
index 221a3e8bd..000000000
--- a/tests/integration/recordings/responses/ed4d1f04922a.json
+++ /dev/null
@@ -1,806 +0,0 @@
-{
-  "request": {
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-    "url": "http://0.0.0.0:11434/v1/v1/embeddings",
-    "headers": {},
-    "body": {
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-      "input": [
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-      ],
-      "encoding_format": "float"
-    },
-    "endpoint": "/v1/embeddings",
-    "model": "nomic-embed-text:137m-v1.5-fp16"
-  },
-  "response": {
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diff --git a/tests/integration/recordings/responses/f22b7da7ad75.json b/tests/integration/recordings/responses/f22b7da7ad75.json
deleted file mode 100644
index ef1ee8414..000000000
--- a/tests/integration/recordings/responses/f22b7da7ad75.json
+++ /dev/null
@@ -1,1204 +0,0 @@
-{
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-        "Third text for base64"
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-      "encoding_format": "base64"
-    },
-    "endpoint": "/v1/embeddings",
-    "model": "all-minilm:l6-v2"
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diff --git a/tests/integration/recordings/responses/f389f5cdf583.json b/tests/integration/recordings/responses/f389f5cdf583.json
deleted file mode 100644
index bdee5ab1f..000000000
--- a/tests/integration/recordings/responses/f389f5cdf583.json
+++ /dev/null
@@ -1,4137 +0,0 @@
-{
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-    "model": "accounts/fireworks/models/qwen3-embedding-8b"
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diff --git a/tests/integration/recordings/responses/f6469c4656dd.json b/tests/integration/recordings/responses/f6469c4656dd.json
deleted file mode 100644
index 717daf05c..000000000
--- a/tests/integration/recordings/responses/f6469c4656dd.json
+++ /dev/null
@@ -1,4135 +0,0 @@
-{
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-    "model": "accounts/fireworks/models/qwen3-embedding-8b"
-  },
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diff --git a/tests/integration/recordings/responses/fbc7b626714d.json b/tests/integration/recordings/responses/fbc7b626714d.json
deleted file mode 100644
index 5a19f77e5..000000000
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-{
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diff --git a/tests/integration/recordings/responses/models-4a3a4447b16b-3057338f.json b/tests/integration/recordings/responses/models-4a3a4447b16b-3057338f.json
deleted file mode 100644
index b2d991bc5..000000000
--- a/tests/integration/recordings/responses/models-4a3a4447b16b-3057338f.json
+++ /dev/null
@@ -1,164 +0,0 @@
-{
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diff --git a/tests/integration/recordings/responses/models-7d9446738fd7-d5d684a3.json b/tests/integration/recordings/responses/models-7d9446738fd7-d5d684a3.json
deleted file mode 100644
index d9917b2ec..000000000
--- a/tests/integration/recordings/responses/models-7d9446738fd7-d5d684a3.json
+++ /dev/null
@@ -1,527 +0,0 @@
-{
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diff --git a/tests/integration/recordings/responses/models-bd032f995f2a-16718308.json b/tests/integration/recordings/responses/models-bd032f995f2a-16718308.json
deleted file mode 100644
index cf7ed5924..000000000
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diff --git a/tests/integration/recordings/responses/models-bd032f995f2a-7467c0cf.json b/tests/integration/recordings/responses/models-bd032f995f2a-7467c0cf.json
deleted file mode 100644
index 00c447dcc..000000000
--- a/tests/integration/recordings/responses/models-bd032f995f2a-7467c0cf.json
+++ /dev/null
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diff --git a/tests/integration/recordings/responses/models-bd032f995f2a-abd54ea0.json b/tests/integration/recordings/responses/models-bd032f995f2a-abd54ea0.json
deleted file mode 100644
index ad363fa2f..000000000
--- a/tests/integration/recordings/responses/models-bd032f995f2a-abd54ea0.json
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diff --git a/tests/integration/recordings/responses/models-bd032f995f2a-af43cc69.json b/tests/integration/recordings/responses/models-bd032f995f2a-af43cc69.json
deleted file mode 100644
index 031a676c0..000000000
--- a/tests/integration/recordings/responses/models-bd032f995f2a-af43cc69.json
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deleted file mode 100644
index c460d6977..000000000
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diff --git a/tests/integration/recordings/test.txt b/tests/integration/recordings/test.txt
deleted file mode 100644
index a0b97cc4f..000000000
--- a/tests/integration/recordings/test.txt
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-Testing testing
diff --git a/tests/integration/safety/recordings/17a90a49f33ae82dc70db484f315dd58b0dd6da5b76535c62d3b5c20e48d1dda.json b/tests/integration/safety/recordings/17a90a49f33ae82dc70db484f315dd58b0dd6da5b76535c62d3b5c20e48d1dda.json
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similarity index 100%
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similarity index 100%
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diff --git a/tests/integration/recordings/responses/559296e84820.json b/tests/integration/safety/recordings/7502d8c2ba4cb3e4ecc0003b2d827c1200ce62670b424b29c26d2bbbeabb247f.json
similarity index 100%
rename from tests/integration/recordings/responses/559296e84820.json
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diff --git a/tests/integration/safety/recordings/7f1fb35b3ab8fe247c03b7a174f67c86959732cacaabd8ee84d34f12032c2129.json b/tests/integration/safety/recordings/7f1fb35b3ab8fe247c03b7a174f67c86959732cacaabd8ee84d34f12032c2129.json
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index 000000000..263578f62
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@@ -0,0 +1,59 @@
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index 000000000..bb2d442a5
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similarity index 100%
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diff --git a/tests/integration/safety/recordings/b0be0d3f9870424b00724b15a3ac4f60c10f39afeb9fcbe5445c96c224055799.json b/tests/integration/safety/recordings/b0be0d3f9870424b00724b15a3ac4f60c10f39afeb9fcbe5445c96c224055799.json
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index 000000000..5a975063a
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diff --git a/tests/integration/safety/recordings/cc652ca1b115410066ebe33523124e7f7015fd7e796253dafab8707417b70964.json b/tests/integration/safety/recordings/cc652ca1b115410066ebe33523124e7f7015fd7e796253dafab8707417b70964.json
new file mode 100644
index 000000000..8a28f6057
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similarity index 100%
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index 000000000..35845752e
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similarity index 100%
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diff --git a/tests/integration/safety/recordings/f2d32531f5086e8870e6f9485b88c89ce133305244c4a5e080fef9f9b461df29.json b/tests/integration/safety/recordings/f2d32531f5086e8870e6f9485b88c89ce133305244c4a5e080fef9f9b461df29.json
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index 000000000..35c898d8e
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similarity index 100%
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index 000000000..77af1dcb7
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@@ -0,0 +1,78 @@
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similarity index 100%
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similarity index 100%
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diff --git a/tests/integration/recordings/responses/23506e73bb9e.json b/tests/integration/vector_io/recordings/13c696c6d74240a70a1b05d2ca504bbf5edc772d756dec16485b5821c6013c16.json
similarity index 98%
rename from tests/integration/recordings/responses/23506e73bb9e.json
rename to tests/integration/vector_io/recordings/13c696c6d74240a70a1b05d2ca504bbf5edc772d756dec16485b5821c6013c16.json
index 20ec9f1d1..38e774e73 100644
--- a/tests/integration/recordings/responses/23506e73bb9e.json
+++ b/tests/integration/vector_io/recordings/13c696c6d74240a70a1b05d2ca504bbf5edc772d756dec16485b5821c6013c16.json
@@ -1,4 +1,5 @@
 {
+  "test_id": "tests/integration/vector_io/test_openai_vector_stores.py::test_openai_vector_store_list_files[client_with_models-ollama/llama3.2:3b-instruct-fp16-None-ollama/all-minilm:l6-v2-None-384]",
   "request": {
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diff --git a/tests/integration/vector_io/recordings/178cb5a8efc255482d52e7bc074f240f7c35fae0227e7cf69a0d98b5927caf06.json b/tests/integration/vector_io/recordings/178cb5a8efc255482d52e7bc074f240f7c35fae0227e7cf69a0d98b5927caf06.json
new file mode 100644
index 000000000..888b5dbe6
--- /dev/null
+++ b/tests/integration/vector_io/recordings/178cb5a8efc255482d52e7bc074f240f7c35fae0227e7cf69a0d98b5927caf06.json
@@ -0,0 +1,1596 @@
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+        "Machine learning is a subset of artificial intelligence that enables systems to automatically learn and improve from experience without being explicitly programmed, using statistical techniques to give computer systems the ability to progressively improve performance on a specific task.",
+        "Data structures are fundamental to computer science because they provide organized ways to store and access data efficiently, enable faster processing of data through optimized algorithms, and form the building blocks for more complex software systems.",
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+    "endpoint": "/v1/embeddings",
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diff --git a/tests/integration/vector_io/recordings/1b46d16754ff22c16add7562f04bd9b2cc6ea4325d1ebff9c683ba8349346b4d.json b/tests/integration/vector_io/recordings/1b46d16754ff22c16add7562f04bd9b2cc6ea4325d1ebff9c683ba8349346b4d.json
new file mode 100644
index 000000000..80db89b60
--- /dev/null
+++ b/tests/integration/vector_io/recordings/1b46d16754ff22c16add7562f04bd9b2cc6ea4325d1ebff9c683ba8349346b4d.json
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diff --git a/tests/integration/vector_io/recordings/1ca1f750ad91b2429c22105f81462ef64c3c1a7565229c92d3a765556edf210c.json b/tests/integration/vector_io/recordings/1ca1f750ad91b2429c22105f81462ef64c3c1a7565229c92d3a765556edf210c.json
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diff --git a/tests/integration/vector_io/recordings/1fad47cf13dfb46ef44da46c8814378e34f8b7e1cb39d7538d942e3ae993da07.json b/tests/integration/vector_io/recordings/1fad47cf13dfb46ef44da46c8814378e34f8b7e1cb39d7538d942e3ae993da07.json
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diff --git a/tests/integration/vector_io/recordings/24186b97bf36e7344379d872878e0526f142ce8829e5fed340a78d562fd4af30.json b/tests/integration/vector_io/recordings/24186b97bf36e7344379d872878e0526f142ce8829e5fed340a78d562fd4af30.json
new file mode 100644
index 000000000..61fa5a7d6
--- /dev/null
+++ b/tests/integration/vector_io/recordings/24186b97bf36e7344379d872878e0526f142ce8829e5fed340a78d562fd4af30.json
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diff --git a/tests/integration/vector_io/recordings/249fb6786c435bd92dd7a203875f061b0065e1e6531987902cd0939781c016f9.json b/tests/integration/vector_io/recordings/249fb6786c435bd92dd7a203875f061b0065e1e6531987902cd0939781c016f9.json
new file mode 100644
index 000000000..c96ed4324
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+++ b/tests/integration/vector_io/recordings/249fb6786c435bd92dd7a203875f061b0065e1e6531987902cd0939781c016f9.json
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+        "Python is a high-level programming language that emphasizes code readability and allows programmers to express concepts in fewer lines of code than would be possible in languages such as C++ or Java.",
+        "Machine learning is a subset of artificial intelligence that enables systems to automatically learn and improve from experience without being explicitly programmed, using statistical techniques to give computer systems the ability to progressively improve performance on a specific task.",
+        "Data structures are fundamental to computer science because they provide organized ways to store and access data efficiently, enable faster processing of data through optimized algorithms, and form the building blocks for more complex software systems.",
+        "Neural networks are inspired by biological neural networks found in animal brains, using interconnected nodes called artificial neurons to process information through weighted connections that can be trained to recognize patterns and solve complex problems through iterative learning."
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diff --git a/tests/integration/vector_io/recordings/39273447614383795aa3eda0f36013422d15aa783037dd4b91fb9e3f4412a04c.json b/tests/integration/vector_io/recordings/39273447614383795aa3eda0f36013422d15aa783037dd4b91fb9e3f4412a04c.json
new file mode 100644
index 000000000..d63c4c728
--- /dev/null
+++ b/tests/integration/vector_io/recordings/39273447614383795aa3eda0f36013422d15aa783037dd4b91fb9e3f4412a04c.json
@@ -0,0 +1,1596 @@
+{
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+        "Machine learning is a subset of artificial intelligence that enables systems to automatically learn and improve from experience without being explicitly programmed, using statistical techniques to give computer systems the ability to progressively improve performance on a specific task.",
+        "Data structures are fundamental to computer science because they provide organized ways to store and access data efficiently, enable faster processing of data through optimized algorithms, and form the building blocks for more complex software systems.",
+        "Neural networks are inspired by biological neural networks found in animal brains, using interconnected nodes called artificial neurons to process information through weighted connections that can be trained to recognize patterns and solve complex problems through iterative learning."
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diff --git a/tests/integration/recordings/responses/e0a6dce1d94b.json b/tests/integration/vector_io/recordings/3d4135093ecac438762c404a9387b4e0e01214e2d0c2565829b9ea38227fab80.json
similarity index 98%
rename from tests/integration/recordings/responses/e0a6dce1d94b.json
rename to tests/integration/vector_io/recordings/3d4135093ecac438762c404a9387b4e0e01214e2d0c2565829b9ea38227fab80.json
index 4a285b30b..715fef5e5 100644
--- a/tests/integration/recordings/responses/e0a6dce1d94b.json
+++ b/tests/integration/vector_io/recordings/3d4135093ecac438762c404a9387b4e0e01214e2d0c2565829b9ea38227fab80.json
@@ -1,4 +1,5 @@
 {
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   "request": {
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diff --git a/tests/integration/vector_io/recordings/40e00f840af13699ba8f3db77f3f44e95b60ccec6c7ff38dc874de5069dfc68c.json b/tests/integration/vector_io/recordings/40e00f840af13699ba8f3db77f3f44e95b60ccec6c7ff38dc874de5069dfc68c.json
new file mode 100644
index 000000000..3590c9b1e
--- /dev/null
+++ b/tests/integration/vector_io/recordings/40e00f840af13699ba8f3db77f3f44e95b60ccec6c7ff38dc874de5069dfc68c.json
@@ -0,0 +1,78 @@
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+  "request": {
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+    "url": "http://localhost:11434/api/ps",
+    "headers": {},
+    "body": {},
+    "endpoint": "/api/ps",
+    "model": ""
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diff --git a/tests/integration/vector_io/recordings/50464a97147e0cc4fa337a0a3beb038a57e93e01a16b78b750233c149d905f27.json b/tests/integration/vector_io/recordings/50464a97147e0cc4fa337a0a3beb038a57e93e01a16b78b750233c149d905f27.json
new file mode 100644
index 000000000..de6cb995d
--- /dev/null
+++ b/tests/integration/vector_io/recordings/50464a97147e0cc4fa337a0a3beb038a57e93e01a16b78b750233c149d905f27.json
@@ -0,0 +1,423 @@
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diff --git a/tests/integration/recordings/responses/417020320684.json b/tests/integration/vector_io/recordings/58acdc68a1083c09c0874b88c8697fc353f6a895c6b99c86daf00cf4f76b764e.json
similarity index 98%
rename from tests/integration/recordings/responses/417020320684.json
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diff --git a/tests/integration/vector_io/recordings/5d49c5e43bf8b7210aefa54adb7f5eb851974d4f2b27ba59977df959d61c770c.json b/tests/integration/vector_io/recordings/5d49c5e43bf8b7210aefa54adb7f5eb851974d4f2b27ba59977df959d61c770c.json
new file mode 100644
index 000000000..1fbccd85a
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diff --git a/tests/integration/recordings/responses/5370751803dc.json b/tests/integration/vector_io/recordings/615b44f8fe23e923f6849f9bad8d9f7531ed74ca532ab3badc178a5cc329376c.json
similarity index 98%
rename from tests/integration/recordings/responses/5370751803dc.json
rename to tests/integration/vector_io/recordings/615b44f8fe23e923f6849f9bad8d9f7531ed74ca532ab3badc178a5cc329376c.json
index af1d8efab..51be227f1 100644
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+++ b/tests/integration/vector_io/recordings/615b44f8fe23e923f6849f9bad8d9f7531ed74ca532ab3badc178a5cc329376c.json
@@ -1,4 +1,5 @@
 {
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   "request": {
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diff --git a/tests/integration/vector_io/recordings/6347ac0eac4eb1dbcb2d797956cf1e8e5978ed2e912902723dcb6b88d54b2101.json b/tests/integration/vector_io/recordings/6347ac0eac4eb1dbcb2d797956cf1e8e5978ed2e912902723dcb6b88d54b2101.json
new file mode 100644
index 000000000..89640ddea
--- /dev/null
+++ b/tests/integration/vector_io/recordings/6347ac0eac4eb1dbcb2d797956cf1e8e5978ed2e912902723dcb6b88d54b2101.json
@@ -0,0 +1,423 @@
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+    "headers": {},
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new file mode 100644
index 000000000..fdcc632a0
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+        "Python is a high-level programming language that emphasizes code readability and allows programmers to express concepts in fewer lines of code than would be possible in languages such as C++ or Java.",
+        "Machine learning is a subset of artificial intelligence that enables systems to automatically learn and improve from experience without being explicitly programmed, using statistical techniques to give computer systems the ability to progressively improve performance on a specific task.",
+        "Data structures are fundamental to computer science because they provide organized ways to store and access data efficiently, enable faster processing of data through optimized algorithms, and form the building blocks for more complex software systems.",
+        "Neural networks are inspired by biological neural networks found in animal brains, using interconnected nodes called artificial neurons to process information through weighted connections that can be trained to recognize patterns and solve complex problems through iterative learning."
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diff --git a/tests/integration/vector_io/recordings/97187cadffb7a2aad98aafedd43e68078edc66584f1ec175e2b52c7e82d90ba9.json b/tests/integration/vector_io/recordings/97187cadffb7a2aad98aafedd43e68078edc66584f1ec175e2b52c7e82d90ba9.json
new file mode 100644
index 000000000..199315b3c
--- /dev/null
+++ b/tests/integration/vector_io/recordings/97187cadffb7a2aad98aafedd43e68078edc66584f1ec175e2b52c7e82d90ba9.json
@@ -0,0 +1,1596 @@
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diff --git a/tests/integration/vector_io/recordings/988232f3a98f7adbc71680b597271b3c225707cee8f153dc629713dbd8baa9e1.json b/tests/integration/vector_io/recordings/988232f3a98f7adbc71680b597271b3c225707cee8f153dc629713dbd8baa9e1.json
new file mode 100644
index 000000000..9f665e3ce
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diff --git a/tests/integration/vector_io/recordings/9aa2abb14fb4eb11cfde0cb5027a9cf80194781a6133ea6e9b4998897b8888df.json b/tests/integration/vector_io/recordings/9aa2abb14fb4eb11cfde0cb5027a9cf80194781a6133ea6e9b4998897b8888df.json
new file mode 100644
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@@ -0,0 +1,423 @@
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diff --git a/tests/integration/vector_io/recordings/9b7dae9566293c1c4501e9b7781553e5f5a03e243b8966aecff921ce5feb2f6b.json b/tests/integration/vector_io/recordings/9b7dae9566293c1c4501e9b7781553e5f5a03e243b8966aecff921ce5feb2f6b.json
new file mode 100644
index 000000000..79a65cc70
--- /dev/null
+++ b/tests/integration/vector_io/recordings/9b7dae9566293c1c4501e9b7781553e5f5a03e243b8966aecff921ce5feb2f6b.json
@@ -0,0 +1,1596 @@
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+        "Data structures are fundamental to computer science because they provide organized ways to store and access data efficiently, enable faster processing of data through optimized algorithms, and form the building blocks for more complex software systems.",
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diff --git a/tests/integration/recordings/responses/d86d4fc1eaca.json b/tests/integration/vector_io/recordings/a3df2e3d02fcafc4434c74e93ffba0ffd54fd87eac5d2aaf8f9b2b8315e922a3.json
similarity index 98%
rename from tests/integration/recordings/responses/d86d4fc1eaca.json
rename to tests/integration/vector_io/recordings/a3df2e3d02fcafc4434c74e93ffba0ffd54fd87eac5d2aaf8f9b2b8315e922a3.json
index b22354c20..03fda6ee9 100644
--- a/tests/integration/recordings/responses/d86d4fc1eaca.json
+++ b/tests/integration/vector_io/recordings/a3df2e3d02fcafc4434c74e93ffba0ffd54fd87eac5d2aaf8f9b2b8315e922a3.json
@@ -1,4 +1,5 @@
 {
+  "test_id": "tests/integration/vector_io/test_openai_vector_stores.py::test_openai_vector_store_search_with_ranking_options[client_with_models-ollama/llama3.2:3b-instruct-fp16-None-ollama/all-minilm:l6-v2-None-384]",
   "request": {
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diff --git a/tests/integration/recordings/responses/c2199d6064db.json b/tests/integration/vector_io/recordings/a51b6d8ffe6157f82c93357007be640c0df4933631566b8e4c8e13e9ad1723b9.json
similarity index 98%
rename from tests/integration/recordings/responses/c2199d6064db.json
rename to tests/integration/vector_io/recordings/a51b6d8ffe6157f82c93357007be640c0df4933631566b8e4c8e13e9ad1723b9.json
index ff7298e86..ce70b22b3 100644
--- a/tests/integration/recordings/responses/c2199d6064db.json
+++ b/tests/integration/vector_io/recordings/a51b6d8ffe6157f82c93357007be640c0df4933631566b8e4c8e13e9ad1723b9.json
@@ -1,4 +1,5 @@
 {
+  "test_id": "tests/integration/vector_io/test_openai_vector_stores.py::test_openai_vector_store_list_files[client_with_models-ollama/llama3.2:3b-instruct-fp16-None-ollama/all-minilm:l6-v2-None-384]",
   "request": {
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diff --git a/tests/integration/vector_io/recordings/a9326b62885edf7729ba99fe40aaf6d5daff75000d9ce2aa589bc6e897b8f4ab.json b/tests/integration/vector_io/recordings/a9326b62885edf7729ba99fe40aaf6d5daff75000d9ce2aa589bc6e897b8f4ab.json
new file mode 100644
index 000000000..aa5544ebd
--- /dev/null
+++ b/tests/integration/vector_io/recordings/a9326b62885edf7729ba99fe40aaf6d5daff75000d9ce2aa589bc6e897b8f4ab.json
@@ -0,0 +1,423 @@
+{
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+  "request": {
+    "method": "POST",
+    "url": "http://0.0.0.0:11434/v1/v1/embeddings",
+    "headers": {},
+    "body": {
+      "model": "all-minilm:l6-v2",
+      "input": [
+        "Python programming language"
+      ],
+      "encoding_format": "float"
+    },
+    "endpoint": "/v1/embeddings",
+    "model": "all-minilm:l6-v2"
+  },
+  "response": {
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diff --git a/tests/integration/vector_io/recordings/be4907dad3a07c4b44bb5ff9463dcdae61612c7500bc04669cbf13c43927c87e.json b/tests/integration/vector_io/recordings/be4907dad3a07c4b44bb5ff9463dcdae61612c7500bc04669cbf13c43927c87e.json
new file mode 100644
index 000000000..94742c3b4
--- /dev/null
+++ b/tests/integration/vector_io/recordings/be4907dad3a07c4b44bb5ff9463dcdae61612c7500bc04669cbf13c43927c87e.json
@@ -0,0 +1,423 @@
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+    "endpoint": "/v1/embeddings",
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diff --git a/tests/integration/recordings/responses/b612debbd3bf.json b/tests/integration/vector_io/recordings/c4dc33b6ca81a4bee57e69a8afe9dfd4fc4b4213306068ab3c3f79f431a04aa3.json
similarity index 98%
rename from tests/integration/recordings/responses/b612debbd3bf.json
rename to tests/integration/vector_io/recordings/c4dc33b6ca81a4bee57e69a8afe9dfd4fc4b4213306068ab3c3f79f431a04aa3.json
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@@ -1,4 +1,5 @@
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diff --git a/tests/integration/vector_io/recordings/e2e6f10d12cce96a5870e05b96e7c569c18d0b751b01d84efb4db76efa7aae1c.json b/tests/integration/vector_io/recordings/e2e6f10d12cce96a5870e05b96e7c569c18d0b751b01d84efb4db76efa7aae1c.json
new file mode 100644
index 000000000..d136efa2f
--- /dev/null
+++ b/tests/integration/vector_io/recordings/e2e6f10d12cce96a5870e05b96e7c569c18d0b751b01d84efb4db76efa7aae1c.json
@@ -0,0 +1,423 @@
+{
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+    "model": "all-minilm:l6-v2"
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diff --git a/tests/integration/vector_io/recordings/ec2d107699f7ef0a0e29f5fab3abdca33d1c45d611f6a58ba69bc1e151b7c298.json b/tests/integration/vector_io/recordings/ec2d107699f7ef0a0e29f5fab3abdca33d1c45d611f6a58ba69bc1e151b7c298.json
new file mode 100644
index 000000000..9d79e58ca
--- /dev/null
+++ b/tests/integration/vector_io/recordings/ec2d107699f7ef0a0e29f5fab3abdca33d1c45d611f6a58ba69bc1e151b7c298.json
@@ -0,0 +1,423 @@
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+    "endpoint": "/v1/embeddings",
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rename to tests/integration/vector_io/recordings/ed116c398340b125ae0488108c99a4bfcbc6d42c018afd2a378a2283d3e90293.json
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diff --git a/tests/integration/vector_io/recordings/fc60a0ef012b679d9b7c2b5123de5d0acfcce50d895f8de56e3be427835367df.json b/tests/integration/vector_io/recordings/fc60a0ef012b679d9b7c2b5123de5d0acfcce50d895f8de56e3be427835367df.json
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diff --git a/tests/integration/vector_io/recordings/ff718a6f3d9e91eb043c7a47e23b0fc9131466b0fd083a365e8f5ef1532ed1b0.json b/tests/integration/vector_io/recordings/ff718a6f3d9e91eb043c7a47e23b0fc9131466b0fd083a365e8f5ef1532ed1b0.json
new file mode 100644
index 000000000..81f211091
--- /dev/null
+++ b/tests/integration/vector_io/recordings/ff718a6f3d9e91eb043c7a47e23b0fc9131466b0fd083a365e8f5ef1532ed1b0.json
@@ -0,0 +1,1596 @@
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