diff --git a/.riot/requirements/14f5b1d.txt b/.riot/requirements/150eea5.txt
similarity index 72%
rename from .riot/requirements/14f5b1d.txt
rename to .riot/requirements/150eea5.txt
index 4496dbe3a7e..b60305b80e0 100644
--- a/.riot/requirements/14f5b1d.txt
+++ b/.riot/requirements/150eea5.txt
@@ -2,31 +2,32 @@
 # This file is autogenerated by pip-compile with Python 3.10
 # by the following command:
 #
-#    pip-compile --no-annotate .riot/requirements/14f5b1d.in
+#    pip-compile --no-annotate .riot/requirements/150eea5.in
 #
-ai21==2.6.0
-ai21-tokenizer==0.9.1
+ai21==2.9.1
+ai21-tokenizer==0.11.2
 aiohttp==3.9.5
 aiosignal==1.3.1
 annotated-types==0.7.0
-anthropic==0.28.1
+anthropic==0.31.0
 anyio==4.4.0
 async-timeout==4.0.3
 attrs==23.2.0
-boto3==1.34.126
-botocore==1.34.126
-certifi==2024.6.2
+boto3==1.34.144
+botocore==1.34.144
+certifi==2024.7.4
 charset-normalizer==3.3.2
 cohere==5.4.0
-coverage[toml]==7.5.3
+coverage[toml]==7.6.0
 dataclasses-json==0.6.7
 defusedxml==0.7.1
 distro==1.9.0
-exceptiongroup==1.2.1
-fastavro==1.9.4
-filelock==3.15.1
+exceptiongroup==1.2.2
+faiss-cpu==1.8.0
+fastavro==1.9.5
+filelock==3.15.4
 frozenlist==1.4.1
-fsspec==2024.6.0
+fsspec==2024.6.1
 greenlet==3.0.3
 h11==0.14.0
 httpcore==1.0.5
@@ -36,7 +37,7 @@ huggingface-hub==0.23.4
 hypothesis==6.45.0
 idna==3.7
 iniconfig==2.0.0
-jiter==0.4.2
+jiter==0.5.0
 jmespath==1.0.1
 jsonpatch==1.33
 jsonpointer==3.0.0
@@ -49,22 +50,22 @@ langchain-core==0.1.52
 langchain-openai==0.1.6
 langchain-pinecone==0.1.0
 langchain-text-splitters==0.0.2
-langsmith==0.1.77
+langsmith==0.1.85
 marshmallow==3.21.3
 mock==5.1.0
 multidict==6.0.5
 mypy-extensions==1.0.0
-numexpr==2.10.0
+numexpr==2.10.1
 numpy==1.26.4
 openai==1.30.3
 opentracing==2.4.0
-orjson==3.10.5
+orjson==3.10.6
 packaging==23.2
 pinecone-client==3.2.2
 pluggy==1.5.0
-psutil==5.9.8
-pydantic==2.7.4
-pydantic-core==2.18.4
+psutil==6.0.0
+pydantic==2.8.2
+pydantic-core==2.20.1
 pytest==8.2.2
 pytest-asyncio==0.21.1
 pytest-cov==5.0.0
@@ -74,21 +75,21 @@ python-dateutil==2.9.0.post0
 pyyaml==6.0.1
 regex==2024.5.15
 requests==2.32.3
-s3transfer==0.10.1
+s3transfer==0.10.2
 sentencepiece==0.2.0
 six==1.16.0
 sniffio==1.3.1
 sortedcontainers==2.4.0
-sqlalchemy==2.0.30
-tenacity==8.3.0
+sqlalchemy==2.0.31
+tenacity==8.5.0
 tiktoken==0.7.0
 tokenizers==0.19.1
 tomli==2.0.1
 tqdm==4.66.4
-types-requests==2.32.0.20240602
+types-requests==2.32.0.20240712
 typing-extensions==4.12.2
 typing-inspect==0.9.0
-urllib3==2.2.1
+urllib3==2.2.2
 vcrpy==6.0.1
 wrapt==1.16.0
 yarl==1.9.4
diff --git a/.riot/requirements/1598e9b.txt b/.riot/requirements/1598e9b.txt
index 58da2e173c4..f49f7a642ef 100644
--- a/.riot/requirements/1598e9b.txt
+++ b/.riot/requirements/1598e9b.txt
@@ -4,29 +4,29 @@
 #
 #    pip-compile --no-annotate .riot/requirements/1598e9b.in
 #
-ai21==2.6.0
-ai21-tokenizer==0.9.1
+ai21==2.9.1
+ai21-tokenizer==0.11.2
 aiohttp==3.9.5
 aiosignal==1.3.1
 annotated-types==0.7.0
-anthropic==0.28.1
+anthropic==0.31.0
 anyio==4.4.0
 async-timeout==4.0.3
 attrs==23.2.0
-boto3==1.34.126
-botocore==1.34.126
-certifi==2024.6.2
+boto3==1.34.143
+botocore==1.34.143
+certifi==2024.7.4
 charset-normalizer==3.3.2
-cohere==5.5.7
-coverage[toml]==7.5.3
+cohere==5.5.8
+coverage[toml]==7.6.0
 dataclasses-json==0.6.7
 defusedxml==0.7.1
 distro==1.9.0
 exceptiongroup==1.2.1
-fastavro==1.9.4
-filelock==3.15.1
+fastavro==1.9.5
+filelock==3.15.4
 frozenlist==1.4.1
-fsspec==2024.6.0
+fsspec==2024.6.1
 greenlet==3.0.3
 h11==0.14.0
 httpcore==1.0.5
@@ -36,35 +36,35 @@ huggingface-hub==0.23.4
 hypothesis==6.45.0
 idna==3.7
 iniconfig==2.0.0
-jiter==0.4.2
+jiter==0.5.0
 jmespath==1.0.1
 jsonpatch==1.33
 jsonpointer==3.0.0
 langchain==0.2.0
 langchain-anthropic==0.1.13
 langchain-aws==0.1.6
-langchain-cohere==0.1.7
+langchain-cohere==0.1.8
 langchain-core==0.2.0
 langchain-openai==0.1.7
 langchain-pinecone==0.1.1
 langchain-text-splitters==0.2.1
-langsmith==0.1.77
+langsmith==0.1.85
 marshmallow==3.21.3
 mock==5.1.0
 multidict==6.0.5
 mypy-extensions==1.0.0
-numexpr==2.10.0
+numexpr==2.10.1
 numpy==1.26.4
-openai==1.34.0
+openai==1.35.13
 opentracing==2.4.0
-orjson==3.10.5
+orjson==3.10.6
 packaging==23.2
 parameterized==0.9.0
 pinecone-client==3.2.2
 pluggy==1.5.0
-psutil==5.9.8
-pydantic==2.7.4
-pydantic-core==2.18.4
+psutil==6.0.0
+pydantic==2.8.2
+pydantic-core==2.20.1
 pytest==8.2.2
 pytest-asyncio==0.21.1
 pytest-cov==5.0.0
@@ -74,21 +74,21 @@ python-dateutil==2.9.0.post0
 pyyaml==6.0.1
 regex==2024.5.15
 requests==2.32.3
-s3transfer==0.10.1
+s3transfer==0.10.2
 sentencepiece==0.2.0
 six==1.16.0
 sniffio==1.3.1
 sortedcontainers==2.4.0
-sqlalchemy==2.0.30
-tenacity==8.3.0
+sqlalchemy==2.0.31
+tenacity==8.5.0
 tiktoken==0.7.0
-tokenizers==0.15.2
+tokenizers==0.19.1
 tomli==2.0.1
 tqdm==4.66.4
-types-requests==2.32.0.20240602
+types-requests==2.32.0.20240622
 typing-extensions==4.12.2
 typing-inspect==0.9.0
-urllib3==2.2.1
+urllib3==2.2.2
 vcrpy==6.0.1
 wrapt==1.16.0
 yarl==1.9.4
diff --git a/.riot/requirements/1810353.txt b/.riot/requirements/1810353.txt
index 154d4536840..56ede4ac150 100644
--- a/.riot/requirements/1810353.txt
+++ b/.riot/requirements/1810353.txt
@@ -4,29 +4,29 @@
 #
 #    pip-compile --no-annotate .riot/requirements/1810353.in
 #
-ai21==2.6.0
-ai21-tokenizer==0.9.1
+ai21==2.9.1
+ai21-tokenizer==0.11.2
 aiohttp==3.9.5
 aiosignal==1.3.1
 annotated-types==0.7.0
-anthropic==0.28.1
+anthropic==0.31.0
 anyio==4.4.0
 async-timeout==4.0.3
 attrs==23.2.0
-boto3==1.34.126
-botocore==1.34.126
-certifi==2024.6.2
+boto3==1.34.143
+botocore==1.34.143
+certifi==2024.7.4
 charset-normalizer==3.3.2
-cohere==5.5.7
-coverage[toml]==7.5.3
+cohere==5.5.8
+coverage[toml]==7.6.0
 dataclasses-json==0.6.7
 defusedxml==0.7.1
 distro==1.9.0
 exceptiongroup==1.2.1
-fastavro==1.9.4
-filelock==3.15.1
+fastavro==1.9.5
+filelock==3.15.4
 frozenlist==1.4.1
-fsspec==2024.6.0
+fsspec==2024.6.1
 greenlet==3.0.3
 h11==0.14.0
 httpcore==1.0.5
@@ -35,63 +35,68 @@ httpx-sse==0.4.0
 huggingface-hub==0.23.4
 hypothesis==6.45.0
 idna==3.7
-importlib-metadata==7.1.0
+importlib-metadata==8.0.0
 iniconfig==2.0.0
-jiter==0.4.2
+jiter==0.5.0
 jmespath==1.0.1
 jsonpatch==1.33
 jsonpointer==3.0.0
-langchain==0.2.4
-langchain-anthropic==0.1.15
-langchain-aws==0.1.6
-langchain-cohere==0.1.7
-langchain-community==0.2.4
-langchain-core==0.2.6
-langchain-openai==0.1.8
+langchain==0.2.7
+langchain-anthropic==0.1.19
+langchain-aws==0.1.10
+langchain-cohere==0.1.9
+langchain-community==0.2.7
+langchain-core==0.2.15
+langchain-experimental==0.0.62
+langchain-openai==0.1.15
 langchain-pinecone==0.1.1
-langchain-text-splitters==0.2.1
-langsmith==0.1.77
+langchain-text-splitters==0.2.2
+langsmith==0.1.85
 marshmallow==3.21.3
 mock==5.1.0
 multidict==6.0.5
 mypy-extensions==1.0.0
-numexpr==2.10.0
+numexpr==2.10.1
 numpy==1.26.4
-openai==1.34.0
+openai==1.35.13
 opentracing==2.4.0
-orjson==3.10.5
+orjson==3.10.6
 packaging==24.1
+pandas==2.2.2
 parameterized==0.9.0
 pinecone-client==3.2.2
 pluggy==1.5.0
-psutil==5.9.8
-pydantic==2.7.4
-pydantic-core==2.18.4
+psutil==6.0.0
+pydantic==2.8.2
+pydantic-core==2.20.1
 pytest==8.2.2
 pytest-asyncio==0.21.1
 pytest-cov==5.0.0
 pytest-mock==3.14.0
 pytest-randomly==3.15.0
 python-dateutil==2.9.0.post0
+pytz==2024.1
 pyyaml==6.0.1
 regex==2024.5.15
 requests==2.32.3
-s3transfer==0.10.1
+s3transfer==0.10.2
 sentencepiece==0.2.0
 six==1.16.0
 sniffio==1.3.1
 sortedcontainers==2.4.0
-sqlalchemy==2.0.30
-tenacity==8.3.0
+sqlalchemy==2.0.31
+tabulate==0.9.0
+tenacity==8.5.0
 tiktoken==0.7.0
-tokenizers==0.15.2
+tokenizers==0.19.1
 tomli==2.0.1
 tqdm==4.66.4
 types-requests==2.31.0.6
 types-urllib3==1.26.25.14
 typing-extensions==4.12.2
 typing-inspect==0.9.0
-urllib3==1.26.18
+tzdata==2024.1
+urllib3==1.26.19
 vcrpy==6.0.1
 wrapt==1.16.0
 yarl==1.9.4
diff --git a/.riot/requirements/1dca1e6.txt b/.riot/requirements/1dca1e6.txt
index 23ad5ebf899..6dc626e14b6 100644
--- a/.riot/requirements/1dca1e6.txt
+++ b/.riot/requirements/1dca1e6.txt
@@ -10,17 +10,17 @@ aiosignal==1.3.1
 anyio==4.4.0
 attrs==23.2.0
 backoff==2.2.1
-certifi==2024.6.2
+certifi==2024.7.4
 charset-normalizer==3.3.2
 cohere==4.57
-coverage[toml]==7.5.3
+coverage[toml]==7.6.0
 dataclasses-json==0.5.14
 dnspython==2.6.1
 exceptiongroup==1.2.1
-fastavro==1.9.4
-filelock==3.15.1
+fastavro==1.9.5
+filelock==3.15.4
 frozenlist==1.4.1
-fsspec==2024.6.0
+fsspec==2024.6.1
 greenlet==3.0.3
 huggingface-hub==0.23.4
 hypothesis==6.45.0
@@ -39,7 +39,7 @@ marshmallow==3.21.3
 mock==5.1.0
 multidict==6.0.5
 mypy-extensions==1.0.0
-numexpr==2.10.0
+numexpr==2.10.1
 numpy==1.26.4
 openai==0.27.8
 openapi-schema-pydantic==1.2.4
@@ -47,8 +47,8 @@ opentracing==2.4.0
 packaging==23.2
 pinecone-client==2.2.4
 pluggy==1.5.0
-psutil==5.9.8
-pydantic==1.10.16
+psutil==6.0.0
+pydantic==1.10.17
 pytest==8.2.2
 pytest-asyncio==0.21.1
 pytest-cov==5.0.0
@@ -61,13 +61,13 @@ requests==2.32.3
 six==1.16.0
 sniffio==1.3.1
 sortedcontainers==2.4.0
-sqlalchemy==2.0.30
-tenacity==8.3.0
+sqlalchemy==2.0.31
+tenacity==8.5.0
 tiktoken==0.7.0
 tqdm==4.66.4
 typing-extensions==4.12.2
 typing-inspect==0.9.0
-urllib3==2.2.1
+urllib3==2.2.2
 vcrpy==6.0.1
 wrapt==1.16.0
 yarl==1.9.4
diff --git a/.riot/requirements/7aeeb05.txt b/.riot/requirements/7aeeb05.txt
index 7a33c92c7f4..f47927a62fb 100644
--- a/.riot/requirements/7aeeb05.txt
+++ b/.riot/requirements/7aeeb05.txt
@@ -4,28 +4,28 @@
 #
 #    pip-compile --no-annotate .riot/requirements/7aeeb05.in
 #
-ai21==2.6.0
-ai21-tokenizer==0.9.1
+ai21==2.9.1
+ai21-tokenizer==0.11.2
 aiohttp==3.9.5
 aiosignal==1.3.1
 annotated-types==0.7.0
-anthropic==0.28.1
+anthropic==0.31.0
 anyio==4.4.0
 attrs==23.2.0
-boto3==1.34.126
-botocore==1.34.126
-certifi==2024.6.2
+boto3==1.34.143
+botocore==1.34.143
+certifi==2024.7.4
 charset-normalizer==3.3.2
-cohere==5.5.7
-coverage[toml]==7.5.3
+cohere==5.5.8
+coverage[toml]==7.6.0
 dataclasses-json==0.6.7
 defusedxml==0.7.1
 distro==1.9.0
 exceptiongroup==1.2.1
-fastavro==1.9.4
-filelock==3.15.1
+fastavro==1.9.5
+filelock==3.15.4
 frozenlist==1.4.1
-fsspec==2024.6.0
+fsspec==2024.6.1
 greenlet==3.0.3
 h11==0.14.0
 httpcore==1.0.5
@@ -35,35 +35,35 @@ huggingface-hub==0.23.4
 hypothesis==6.45.0
 idna==3.7
 iniconfig==2.0.0
-jiter==0.4.2
+jiter==0.5.0
 jmespath==1.0.1
 jsonpatch==1.33
 jsonpointer==3.0.0
 langchain==0.2.0
 langchain-anthropic==0.1.13
 langchain-aws==0.1.6
-langchain-cohere==0.1.7
+langchain-cohere==0.1.8
 langchain-core==0.2.0
 langchain-openai==0.1.7
 langchain-pinecone==0.1.1
 langchain-text-splitters==0.2.1
-langsmith==0.1.77
+langsmith==0.1.85
 marshmallow==3.21.3
 mock==5.1.0
 multidict==6.0.5
 mypy-extensions==1.0.0
-numexpr==2.10.0
+numexpr==2.10.1
 numpy==1.26.4
-openai==1.34.0
+openai==1.35.13
 opentracing==2.4.0
-orjson==3.10.5
+orjson==3.10.6
 packaging==23.2
 parameterized==0.9.0
 pinecone-client==3.2.2
 pluggy==1.5.0
-psutil==5.9.8
-pydantic==2.7.4
-pydantic-core==2.18.4
+psutil==6.0.0
+pydantic==2.8.2
+pydantic-core==2.20.1
 pytest==8.2.2
 pytest-asyncio==0.21.1
 pytest-cov==5.0.0
@@ -73,20 +73,20 @@ python-dateutil==2.9.0.post0
 pyyaml==6.0.1
 regex==2024.5.15
 requests==2.32.3
-s3transfer==0.10.1
+s3transfer==0.10.2
 sentencepiece==0.2.0
 six==1.16.0
 sniffio==1.3.1
 sortedcontainers==2.4.0
-sqlalchemy==2.0.30
-tenacity==8.3.0
+sqlalchemy==2.0.31
+tenacity==8.5.0
 tiktoken==0.7.0
-tokenizers==0.15.2
+tokenizers==0.19.1
 tqdm==4.66.4
-types-requests==2.32.0.20240602
+types-requests==2.32.0.20240622
 typing-extensions==4.12.2
 typing-inspect==0.9.0
-urllib3==2.2.1
+urllib3==2.2.2
 vcrpy==6.0.1
 wrapt==1.16.0
 yarl==1.9.4
diff --git a/.riot/requirements/8fdfb07.txt b/.riot/requirements/8fdfb07.txt
index fc2a3a2e65c..b1213c21086 100644
--- a/.riot/requirements/8fdfb07.txt
+++ b/.riot/requirements/8fdfb07.txt
@@ -11,17 +11,17 @@ anyio==4.4.0
 async-timeout==4.0.3
 attrs==23.2.0
 backoff==2.2.1
-certifi==2024.6.2
+certifi==2024.7.4
 charset-normalizer==3.3.2
 cohere==4.57
-coverage[toml]==7.5.3
+coverage[toml]==7.6.0
 dataclasses-json==0.5.14
 dnspython==2.6.1
 exceptiongroup==1.2.1
-fastavro==1.9.4
-filelock==3.15.1
+fastavro==1.9.5
+filelock==3.15.4
 frozenlist==1.4.1
-fsspec==2024.6.0
+fsspec==2024.6.1
 greenlet==3.0.3
 huggingface-hub==0.23.4
 hypothesis==6.45.0
@@ -40,7 +40,7 @@ marshmallow==3.21.3
 mock==5.1.0
 multidict==6.0.5
 mypy-extensions==1.0.0
-numexpr==2.10.0
+numexpr==2.10.1
 numpy==1.26.4
 openai==0.27.8
 openapi-schema-pydantic==1.2.4
@@ -48,8 +48,8 @@ opentracing==2.4.0
 packaging==23.2
 pinecone-client==2.2.4
 pluggy==1.5.0
-psutil==5.9.8
-pydantic==1.10.16
+psutil==6.0.0
+pydantic==1.10.17
 pytest==8.2.2
 pytest-asyncio==0.21.1
 pytest-cov==5.0.0
@@ -62,14 +62,14 @@ requests==2.32.3
 six==1.16.0
 sniffio==1.3.1
 sortedcontainers==2.4.0
-sqlalchemy==2.0.30
-tenacity==8.3.0
+sqlalchemy==2.0.31
+tenacity==8.5.0
 tiktoken==0.7.0
 tomli==2.0.1
 tqdm==4.66.4
 typing-extensions==4.12.2
 typing-inspect==0.9.0
-urllib3==2.2.1
+urllib3==2.2.2
 vcrpy==6.0.1
 wrapt==1.16.0
 yarl==1.9.4
diff --git a/.riot/requirements/1c14c70.txt b/.riot/requirements/9946322.txt
similarity index 71%
rename from .riot/requirements/1c14c70.txt
rename to .riot/requirements/9946322.txt
index 79809494f9f..f3cffca9f81 100644
--- a/.riot/requirements/1c14c70.txt
+++ b/.riot/requirements/9946322.txt
@@ -2,30 +2,31 @@
 # This file is autogenerated by pip-compile with Python 3.11
 # by the following command:
 #
-#    pip-compile --no-annotate .riot/requirements/1c14c70.in
+#    pip-compile --no-annotate .riot/requirements/9946322.in
 #
-ai21==2.6.0
-ai21-tokenizer==0.9.1
+ai21==2.9.1
+ai21-tokenizer==0.11.2
 aiohttp==3.9.5
 aiosignal==1.3.1
 annotated-types==0.7.0
-anthropic==0.28.1
+anthropic==0.31.0
 anyio==4.4.0
 attrs==23.2.0
-boto3==1.34.126
-botocore==1.34.126
-certifi==2024.6.2
+boto3==1.34.144
+botocore==1.34.144
+certifi==2024.7.4
 charset-normalizer==3.3.2
 cohere==5.4.0
-coverage[toml]==7.5.3
+coverage[toml]==7.6.0
 dataclasses-json==0.6.7
 defusedxml==0.7.1
 distro==1.9.0
-exceptiongroup==1.2.1
-fastavro==1.9.4
-filelock==3.15.1
+exceptiongroup==1.2.2
+faiss-cpu==1.8.0
+fastavro==1.9.5
+filelock==3.15.4
 frozenlist==1.4.1
-fsspec==2024.6.0
+fsspec==2024.6.1
 greenlet==3.0.3
 h11==0.14.0
 httpcore==1.0.5
@@ -35,7 +36,7 @@ huggingface-hub==0.23.4
 hypothesis==6.45.0
 idna==3.7
 iniconfig==2.0.0
-jiter==0.4.2
+jiter==0.5.0
 jmespath==1.0.1
 jsonpatch==1.33
 jsonpointer==3.0.0
@@ -48,22 +49,22 @@ langchain-core==0.1.52
 langchain-openai==0.1.6
 langchain-pinecone==0.1.0
 langchain-text-splitters==0.0.2
-langsmith==0.1.77
+langsmith==0.1.85
 marshmallow==3.21.3
 mock==5.1.0
 multidict==6.0.5
 mypy-extensions==1.0.0
-numexpr==2.10.0
+numexpr==2.10.1
 numpy==1.26.4
 openai==1.30.3
 opentracing==2.4.0
-orjson==3.10.5
+orjson==3.10.6
 packaging==23.2
 pinecone-client==3.2.2
 pluggy==1.5.0
-psutil==5.9.8
-pydantic==2.7.4
-pydantic-core==2.18.4
+psutil==6.0.0
+pydantic==2.8.2
+pydantic-core==2.20.1
 pytest==8.2.2
 pytest-asyncio==0.21.1
 pytest-cov==5.0.0
@@ -73,20 +74,20 @@ python-dateutil==2.9.0.post0
 pyyaml==6.0.1
 regex==2024.5.15
 requests==2.32.3
-s3transfer==0.10.1
+s3transfer==0.10.2
 sentencepiece==0.2.0
 six==1.16.0
 sniffio==1.3.1
 sortedcontainers==2.4.0
-sqlalchemy==2.0.30
-tenacity==8.3.0
+sqlalchemy==2.0.31
+tenacity==8.5.0
 tiktoken==0.7.0
 tokenizers==0.19.1
 tqdm==4.66.4
-types-requests==2.32.0.20240602
+types-requests==2.32.0.20240712
 typing-extensions==4.12.2
 typing-inspect==0.9.0
-urllib3==2.2.1
+urllib3==2.2.2
 vcrpy==6.0.1
 wrapt==1.16.0
 yarl==1.9.4
diff --git a/.riot/requirements/787b021.txt b/.riot/requirements/9b67887.txt
similarity index 73%
rename from .riot/requirements/787b021.txt
rename to .riot/requirements/9b67887.txt
index d6822e3adc4..5fe771a17b9 100644
--- a/.riot/requirements/787b021.txt
+++ b/.riot/requirements/9b67887.txt
@@ -2,31 +2,32 @@
 # This file is autogenerated by pip-compile with Python 3.9
 # by the following command:
 #
-#    pip-compile --no-annotate .riot/requirements/787b021.in
+#    pip-compile --no-annotate .riot/requirements/9b67887.in
 #
-ai21==2.6.0
-ai21-tokenizer==0.9.1
+ai21==2.9.1
+ai21-tokenizer==0.11.2
 aiohttp==3.9.5
 aiosignal==1.3.1
 annotated-types==0.7.0
-anthropic==0.28.1
+anthropic==0.31.0
 anyio==4.4.0
 async-timeout==4.0.3
 attrs==23.2.0
-boto3==1.34.126
-botocore==1.34.126
-certifi==2024.6.2
+boto3==1.34.144
+botocore==1.34.144
+certifi==2024.7.4
 charset-normalizer==3.3.2
 cohere==5.4.0
-coverage[toml]==7.5.3
+coverage[toml]==7.6.0
 dataclasses-json==0.6.7
 defusedxml==0.7.1
 distro==1.9.0
-exceptiongroup==1.2.1
-fastavro==1.9.4
-filelock==3.15.1
+exceptiongroup==1.2.2
+faiss-cpu==1.8.0
+fastavro==1.9.5
+filelock==3.15.4
 frozenlist==1.4.1
-fsspec==2024.6.0
+fsspec==2024.6.1
 greenlet==3.0.3
 h11==0.14.0
 httpcore==1.0.5
@@ -35,9 +36,9 @@ httpx-sse==0.4.0
 huggingface-hub==0.23.4
 hypothesis==6.45.0
 idna==3.7
-importlib-metadata==7.1.0
+importlib-metadata==8.0.0
 iniconfig==2.0.0
-jiter==0.4.2
+jiter==0.5.0
 jmespath==1.0.1
 jsonpatch==1.33
 jsonpointer==3.0.0
@@ -50,22 +51,22 @@ langchain-core==0.1.52
 langchain-openai==0.1.6
 langchain-pinecone==0.1.0
 langchain-text-splitters==0.0.2
-langsmith==0.1.77
+langsmith==0.1.85
 marshmallow==3.21.3
 mock==5.1.0
 multidict==6.0.5
 mypy-extensions==1.0.0
-numexpr==2.10.0
+numexpr==2.10.1
 numpy==1.26.4
 openai==1.30.3
 opentracing==2.4.0
-orjson==3.10.5
+orjson==3.10.6
 packaging==23.2
 pinecone-client==3.2.2
 pluggy==1.5.0
-psutil==5.9.8
-pydantic==2.7.4
-pydantic-core==2.18.4
+psutil==6.0.0
+pydantic==2.8.2
+pydantic-core==2.20.1
 pytest==8.2.2
 pytest-asyncio==0.21.1
 pytest-cov==5.0.0
@@ -75,13 +76,13 @@ python-dateutil==2.9.0.post0
 pyyaml==6.0.1
 regex==2024.5.15
 requests==2.32.3
-s3transfer==0.10.1
+s3transfer==0.10.2
 sentencepiece==0.2.0
 six==1.16.0
 sniffio==1.3.1
 sortedcontainers==2.4.0
-sqlalchemy==2.0.30
-tenacity==8.3.0
+sqlalchemy==2.0.31
+tenacity==8.5.0
 tiktoken==0.7.0
 tokenizers==0.19.1
 tomli==2.0.1
@@ -90,7 +91,7 @@ types-requests==2.31.0.6
 types-urllib3==1.26.25.14
 typing-extensions==4.12.2
 typing-inspect==0.9.0
-urllib3==1.26.18
+urllib3==1.26.19
 vcrpy==6.0.1
 wrapt==1.16.0
 yarl==1.9.4
diff --git a/.riot/requirements/b26ea62.txt b/.riot/requirements/b26ea62.txt
index 481880ad05b..90bbc1410b1 100644
--- a/.riot/requirements/b26ea62.txt
+++ b/.riot/requirements/b26ea62.txt
@@ -11,17 +11,17 @@ anyio==4.4.0
 async-timeout==4.0.3
 attrs==23.2.0
 backoff==2.2.1
-certifi==2024.6.2
+certifi==2024.7.4
 charset-normalizer==3.3.2
 cohere==4.57
-coverage[toml]==7.5.3
+coverage[toml]==7.6.0
 dataclasses-json==0.5.14
 dnspython==2.6.1
 exceptiongroup==1.2.1
-fastavro==1.9.4
-filelock==3.15.1
+fastavro==1.9.5
+filelock==3.15.4
 frozenlist==1.4.1
-fsspec==2024.6.0
+fsspec==2024.6.1
 greenlet==3.0.3
 huggingface-hub==0.23.4
 hypothesis==6.45.0
@@ -40,7 +40,7 @@ marshmallow==3.21.3
 mock==5.1.0
 multidict==6.0.5
 mypy-extensions==1.0.0
-numexpr==2.10.0
+numexpr==2.10.1
 numpy==1.26.4
 openai==0.27.8
 openapi-schema-pydantic==1.2.4
@@ -48,8 +48,8 @@ opentracing==2.4.0
 packaging==23.2
 pinecone-client==2.2.4
 pluggy==1.5.0
-psutil==5.9.8
-pydantic==1.10.16
+psutil==6.0.0
+pydantic==1.10.17
 pytest==8.2.2
 pytest-asyncio==0.21.1
 pytest-cov==5.0.0
@@ -62,14 +62,14 @@ requests==2.32.3
 six==1.16.0
 sniffio==1.3.1
 sortedcontainers==2.4.0
-sqlalchemy==2.0.30
-tenacity==8.3.0
+sqlalchemy==2.0.31
+tenacity==8.5.0
 tiktoken==0.7.0
 tomli==2.0.1
 tqdm==4.66.4
 typing-extensions==4.12.2
 typing-inspect==0.9.0
-urllib3==1.26.18
+urllib3==1.26.19
 vcrpy==6.0.1
 wrapt==1.16.0
 yarl==1.9.4
diff --git a/.riot/requirements/b5852df.txt b/.riot/requirements/b5852df.txt
index f79229c10b8..f73008e54a9 100644
--- a/.riot/requirements/b5852df.txt
+++ b/.riot/requirements/b5852df.txt
@@ -4,29 +4,29 @@
 #
 #    pip-compile --no-annotate .riot/requirements/b5852df.in
 #
-ai21==2.6.0
-ai21-tokenizer==0.9.1
+ai21==2.9.1
+ai21-tokenizer==0.11.2
 aiohttp==3.9.5
 aiosignal==1.3.1
 annotated-types==0.7.0
-anthropic==0.28.1
+anthropic==0.31.0
 anyio==4.4.0
 async-timeout==4.0.3
 attrs==23.2.0
-boto3==1.34.126
-botocore==1.34.126
-certifi==2024.6.2
+boto3==1.34.143
+botocore==1.34.143
+certifi==2024.7.4
 charset-normalizer==3.3.2
-cohere==5.5.7
-coverage[toml]==7.5.3
+cohere==5.5.8
+coverage[toml]==7.6.0
 dataclasses-json==0.6.7
 defusedxml==0.7.1
 distro==1.9.0
 exceptiongroup==1.2.1
-fastavro==1.9.4
-filelock==3.15.1
+fastavro==1.9.5
+filelock==3.15.4
 frozenlist==1.4.1
-fsspec==2024.6.0
+fsspec==2024.6.1
 greenlet==3.0.3
 h11==0.14.0
 httpcore==1.0.5
@@ -35,37 +35,37 @@ httpx-sse==0.4.0
 huggingface-hub==0.23.4
 hypothesis==6.45.0
 idna==3.7
-importlib-metadata==7.1.0
+importlib-metadata==8.0.0
 iniconfig==2.0.0
-jiter==0.4.2
+jiter==0.5.0
 jmespath==1.0.1
 jsonpatch==1.33
 jsonpointer==3.0.0
 langchain==0.2.0
 langchain-anthropic==0.1.13
 langchain-aws==0.1.6
-langchain-cohere==0.1.7
+langchain-cohere==0.1.8
 langchain-core==0.2.0
 langchain-openai==0.1.7
 langchain-pinecone==0.1.1
 langchain-text-splitters==0.2.1
-langsmith==0.1.77
+langsmith==0.1.85
 marshmallow==3.21.3
 mock==5.1.0
 multidict==6.0.5
 mypy-extensions==1.0.0
-numexpr==2.10.0
+numexpr==2.10.1
 numpy==1.26.4
-openai==1.34.0
+openai==1.35.13
 opentracing==2.4.0
-orjson==3.10.5
+orjson==3.10.6
 packaging==23.2
 parameterized==0.9.0
 pinecone-client==3.2.2
 pluggy==1.5.0
-psutil==5.9.8
-pydantic==2.7.4
-pydantic-core==2.18.4
+psutil==6.0.0
+pydantic==2.8.2
+pydantic-core==2.20.1
 pytest==8.2.2
 pytest-asyncio==0.21.1
 pytest-cov==5.0.0
@@ -75,22 +75,22 @@ python-dateutil==2.9.0.post0
 pyyaml==6.0.1
 regex==2024.5.15
 requests==2.32.3
-s3transfer==0.10.1
+s3transfer==0.10.2
 sentencepiece==0.2.0
 six==1.16.0
 sniffio==1.3.1
 sortedcontainers==2.4.0
-sqlalchemy==2.0.30
-tenacity==8.3.0
+sqlalchemy==2.0.31
+tenacity==8.5.0
 tiktoken==0.7.0
-tokenizers==0.15.2
+tokenizers==0.19.1
 tomli==2.0.1
 tqdm==4.66.4
 types-requests==2.31.0.6
 types-urllib3==1.26.25.14
 typing-extensions==4.12.2
 typing-inspect==0.9.0
-urllib3==1.26.18
+urllib3==1.26.19
 vcrpy==6.0.1
 wrapt==1.16.0
 yarl==1.9.4
diff --git a/.riot/requirements/ccc7691.txt b/.riot/requirements/ccc7691.txt
index d83ab1a91e1..ea41d9d5529 100644
--- a/.riot/requirements/ccc7691.txt
+++ b/.riot/requirements/ccc7691.txt
@@ -4,28 +4,28 @@
 #
 #    pip-compile --no-annotate .riot/requirements/ccc7691.in
 #
-ai21==2.6.0
-ai21-tokenizer==0.9.1
+ai21==2.9.1
+ai21-tokenizer==0.11.2
 aiohttp==3.9.5
 aiosignal==1.3.1
 annotated-types==0.7.0
-anthropic==0.28.1
+anthropic==0.31.0
 anyio==4.4.0
 attrs==23.2.0
-boto3==1.34.126
-botocore==1.34.126
-certifi==2024.6.2
+boto3==1.34.143
+botocore==1.34.143
+certifi==2024.7.4
 charset-normalizer==3.3.2
-cohere==5.5.7
-coverage[toml]==7.5.3
+cohere==5.5.8
+coverage[toml]==7.6.0
 dataclasses-json==0.6.7
 defusedxml==0.7.1
 distro==1.9.0
 exceptiongroup==1.2.1
-fastavro==1.9.4
-filelock==3.15.1
+fastavro==1.9.5
+filelock==3.15.4
 frozenlist==1.4.1
-fsspec==2024.6.0
+fsspec==2024.6.1
 greenlet==3.0.3
 h11==0.14.0
 httpcore==1.0.5
@@ -35,59 +35,64 @@ huggingface-hub==0.23.4
 hypothesis==6.45.0
 idna==3.7
 iniconfig==2.0.0
-jiter==0.4.2
+jiter==0.5.0
 jmespath==1.0.1
 jsonpatch==1.33
 jsonpointer==3.0.0
-langchain==0.2.4
-langchain-anthropic==0.1.15
-langchain-aws==0.1.6
-langchain-cohere==0.1.7
-langchain-community==0.2.4
-langchain-core==0.2.6
-langchain-openai==0.1.8
+langchain==0.2.7
+langchain-anthropic==0.1.19
+langchain-aws==0.1.10
+langchain-cohere==0.1.9
+langchain-community==0.2.7
+langchain-core==0.2.15
+langchain-experimental==0.0.62
+langchain-openai==0.1.15
 langchain-pinecone==0.1.1
-langchain-text-splitters==0.2.1
-langsmith==0.1.77
+langchain-text-splitters==0.2.2
+langsmith==0.1.85
 marshmallow==3.21.3
 mock==5.1.0
 multidict==6.0.5
 mypy-extensions==1.0.0
-numexpr==2.10.0
+numexpr==2.10.1
 numpy==1.26.4
-openai==1.34.0
+openai==1.35.13
 opentracing==2.4.0
-orjson==3.10.5
+orjson==3.10.6
 packaging==24.1
+pandas==2.2.2
 parameterized==0.9.0
 pinecone-client==3.2.2
 pluggy==1.5.0
-psutil==5.9.8
-pydantic==2.7.4
-pydantic-core==2.18.4
+psutil==6.0.0
+pydantic==2.8.2
+pydantic-core==2.20.1
 pytest==8.2.2
 pytest-asyncio==0.21.1
 pytest-cov==5.0.0
 pytest-mock==3.14.0
 pytest-randomly==3.15.0
 python-dateutil==2.9.0.post0
+pytz==2024.1
 pyyaml==6.0.1
 regex==2024.5.15
 requests==2.32.3
-s3transfer==0.10.1
+s3transfer==0.10.2
 sentencepiece==0.2.0
 six==1.16.0
 sniffio==1.3.1
 sortedcontainers==2.4.0
-sqlalchemy==2.0.30
-tenacity==8.3.0
+sqlalchemy==2.0.31
+tabulate==0.9.0
+tenacity==8.5.0
 tiktoken==0.7.0
-tokenizers==0.15.2
+tokenizers==0.19.1
 tqdm==4.66.4
-types-requests==2.32.0.20240602
+types-requests==2.32.0.20240622
 typing-extensions==4.12.2
 typing-inspect==0.9.0
-urllib3==2.2.1
+tzdata==2024.1
+urllib3==2.2.2
 vcrpy==6.0.1
 wrapt==1.16.0
 yarl==1.9.4
diff --git a/.riot/requirements/fd7ae89.txt b/.riot/requirements/fd7ae89.txt
index 9bcb5bacd27..f04dfba6c6b 100644
--- a/.riot/requirements/fd7ae89.txt
+++ b/.riot/requirements/fd7ae89.txt
@@ -4,29 +4,29 @@
 #
 #    pip-compile --no-annotate .riot/requirements/fd7ae89.in
 #
-ai21==2.6.0
-ai21-tokenizer==0.9.1
+ai21==2.9.1
+ai21-tokenizer==0.11.2
 aiohttp==3.9.5
 aiosignal==1.3.1
 annotated-types==0.7.0
-anthropic==0.28.1
+anthropic==0.31.0
 anyio==4.4.0
 async-timeout==4.0.3
 attrs==23.2.0
-boto3==1.34.126
-botocore==1.34.126
-certifi==2024.6.2
+boto3==1.34.143
+botocore==1.34.143
+certifi==2024.7.4
 charset-normalizer==3.3.2
-cohere==5.5.7
-coverage[toml]==7.5.3
+cohere==5.5.8
+coverage[toml]==7.6.0
 dataclasses-json==0.6.7
 defusedxml==0.7.1
 distro==1.9.0
 exceptiongroup==1.2.1
-fastavro==1.9.4
-filelock==3.15.1
+fastavro==1.9.5
+filelock==3.15.4
 frozenlist==1.4.1
-fsspec==2024.6.0
+fsspec==2024.6.1
 greenlet==3.0.3
 h11==0.14.0
 httpcore==1.0.5
@@ -36,60 +36,65 @@ huggingface-hub==0.23.4
 hypothesis==6.45.0
 idna==3.7
 iniconfig==2.0.0
-jiter==0.4.2
+jiter==0.5.0
 jmespath==1.0.1
 jsonpatch==1.33
 jsonpointer==3.0.0
-langchain==0.2.4
-langchain-anthropic==0.1.15
-langchain-aws==0.1.6
-langchain-cohere==0.1.7
-langchain-community==0.2.4
-langchain-core==0.2.6
-langchain-openai==0.1.8
+langchain==0.2.7
+langchain-anthropic==0.1.19
+langchain-aws==0.1.10
+langchain-cohere==0.1.9
+langchain-community==0.2.7
+langchain-core==0.2.15
+langchain-experimental==0.0.62
+langchain-openai==0.1.15
 langchain-pinecone==0.1.1
-langchain-text-splitters==0.2.1
-langsmith==0.1.77
+langchain-text-splitters==0.2.2
+langsmith==0.1.85
 marshmallow==3.21.3
 mock==5.1.0
 multidict==6.0.5
 mypy-extensions==1.0.0
-numexpr==2.10.0
+numexpr==2.10.1
 numpy==1.26.4
-openai==1.34.0
+openai==1.35.13
 opentracing==2.4.0
-orjson==3.10.5
+orjson==3.10.6
 packaging==24.1
+pandas==2.2.2
 parameterized==0.9.0
 pinecone-client==3.2.2
 pluggy==1.5.0
-psutil==5.9.8
-pydantic==2.7.4
-pydantic-core==2.18.4
+psutil==6.0.0
+pydantic==2.8.2
+pydantic-core==2.20.1
 pytest==8.2.2
 pytest-asyncio==0.21.1
 pytest-cov==5.0.0
 pytest-mock==3.14.0
 pytest-randomly==3.15.0
 python-dateutil==2.9.0.post0
+pytz==2024.1
 pyyaml==6.0.1
 regex==2024.5.15
 requests==2.32.3
-s3transfer==0.10.1
+s3transfer==0.10.2
 sentencepiece==0.2.0
 six==1.16.0
 sniffio==1.3.1
 sortedcontainers==2.4.0
-sqlalchemy==2.0.30
-tenacity==8.3.0
+sqlalchemy==2.0.31
+tabulate==0.9.0
+tenacity==8.5.0
 tiktoken==0.7.0
-tokenizers==0.15.2
+tokenizers==0.19.1
 tomli==2.0.1
 tqdm==4.66.4
-types-requests==2.32.0.20240602
+types-requests==2.32.0.20240622
 typing-extensions==4.12.2
 typing-inspect==0.9.0
-urllib3==2.2.1
+tzdata==2024.1
+urllib3==2.2.2
 vcrpy==6.0.1
 wrapt==1.16.0
 yarl==1.9.4
diff --git a/ddtrace/contrib/langchain/patch.py b/ddtrace/contrib/langchain/patch.py
index ab2aab8a9ac..ee98d62acd4 100644
--- a/ddtrace/contrib/langchain/patch.py
+++ b/ddtrace/contrib/langchain/patch.py
@@ -185,10 +185,10 @@ def _is_pinecone_vectorstore_instance(instance):
     """
     try:
         if not PATCH_LANGCHAIN_V0 and langchain_pinecone:
-            return isinstance(instance, langchain_pinecone.VectorStore)
+            return isinstance(instance, langchain_pinecone.PineconeVectorStore)
         if not PATCH_LANGCHAIN_V0 and langchain_community:
-            return isinstance(instance, langchain_community.vectorstores.VectorStore)
-        return isinstance(instance, langchain.vectorstores.VectorStore)
+            return isinstance(instance, langchain_community.vectorstores.Pinecone)
+        return isinstance(instance, langchain.vectorstores.Pinecone)
     except (AttributeError, ModuleNotFoundError, ImportError):
         return False
 
diff --git a/releasenotes/notes/fix-langchain-pinecone-vectorstore-082c023ccae268e1.yaml b/releasenotes/notes/fix-langchain-pinecone-vectorstore-082c023ccae268e1.yaml
new file mode 100644
index 00000000000..a1222a1b291
--- /dev/null
+++ b/releasenotes/notes/fix-langchain-pinecone-vectorstore-082c023ccae268e1.yaml
@@ -0,0 +1,4 @@
+---
+fixes:
+  - |
+    langchain: This fix resolves an issue where the wrong langchain class name was being used to check for Pinecone vectorstore instances. 
diff --git a/riotfile.py b/riotfile.py
index cadce49d9fc..8ea27ace102 100644
--- a/riotfile.py
+++ b/riotfile.py
@@ -2469,6 +2469,7 @@ def select_pys(min_version=MIN_PYTHON_VERSION, max_version=MAX_PYTHON_VERSION):
                         "pinecone-client": latest,
                         "botocore": latest,
                         "cohere": "==5.4.0",
+                        "faiss-cpu": "==1.8.0",
                     }
                 ),
                 Venv(
diff --git a/tests/contrib/langchain/cassettes/langchain_community/openai_retrieval_embedding.yaml b/tests/contrib/langchain/cassettes/langchain_community/openai_retrieval_embedding.yaml
new file mode 100644
index 00000000000..a7615c41e2d
--- /dev/null
+++ b/tests/contrib/langchain/cassettes/langchain_community/openai_retrieval_embedding.yaml
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+      message: OK
+version: 1
diff --git a/tests/contrib/langchain/test_langchain_community.py b/tests/contrib/langchain/test_langchain_community.py
index 698b7e6d5ca..404e3d52631 100644
--- a/tests/contrib/langchain/test_langchain_community.py
+++ b/tests/contrib/langchain/test_langchain_community.py
@@ -816,7 +816,13 @@ def test_pinecone_vectorstore_similarity_search(langchain_openai, request_vcr):
             vectorstore.similarity_search("Who was Alan Turing?", 1)
 
 
-@pytest.mark.snapshot(ignores=["metrics.langchain.tokens.total_cost"])
+@pytest.mark.snapshot(
+    ignores=[
+        "metrics.langchain.tokens.total_cost",
+        "meta.langchain.response.outputs.input_documents",
+        "meta.langchain.request.inputs.input_documents",
+    ]
+)
 def test_pinecone_vectorstore_retrieval_chain(langchain_openai, request_vcr):
     """
     Test that calling a similarity search on a Pinecone vectorstore with langchain will
@@ -1250,7 +1256,7 @@ async def test_lcel_chain_batch_async(langchain_core, langchain_openai, request_
 
 
 @pytest.mark.snapshot
-def test_lcecl_chain_non_dict_input(langchain_core):
+def test_lcel_chain_non_dict_input(langchain_core):
     """
     Tests that non-dict inputs (specifically also non-string) are stringified properly
     """
@@ -1259,3 +1265,19 @@ def test_lcecl_chain_non_dict_input(langchain_core):
     sequence = add_one | multiply_two
 
     sequence.invoke(1)
+
+
+@pytest.mark.snapshot
+def test_faiss_vectorstore_retrieval(langchain_community, langchain_openai, request_vcr):
+    if langchain_community is None:
+        pytest.skip("langchain-community not installed which is required for this test.")
+    pytest.importorskip("faiss", reason="faiss required for this test.")
+    with mock.patch("langchain_openai.OpenAIEmbeddings._get_len_safe_embeddings", return_value=[[0.0] * 1536]):
+        with request_vcr.use_cassette("openai_embedding_query.yaml"):
+            faiss = langchain_community.vectorstores.faiss.FAISS.from_texts(
+                ["this is a test query."],
+                embedding=langchain_openai.OpenAIEmbeddings(),
+            )
+            retriever = faiss.as_retriever()
+        with request_vcr.use_cassette("openai_retrieval_embedding.yaml"):
+            retriever.invoke("What was the message of the last test query?")
diff --git a/tests/contrib/langchain/test_langchain_llmobs.py b/tests/contrib/langchain/test_langchain_llmobs.py
index 61f2b34b13e..099a621cd0f 100644
--- a/tests/contrib/langchain/test_langchain_llmobs.py
+++ b/tests/contrib/langchain/test_langchain_llmobs.py
@@ -15,6 +15,7 @@
 from tests.llmobs._utils import _expected_llmobs_non_llm_span_event
 from tests.subprocesstest import SubprocessTestCase
 from tests.subprocesstest import run_in_subprocess
+from tests.utils import flaky
 
 
 if PATCH_LANGCHAIN_V0:
@@ -324,6 +325,7 @@ def test_llmobs_chain_schema_io(self, langchain, mock_llmobs_span_writer, mock_t
         _assert_expected_llmobs_llm_span(trace[1], mock_llmobs_span_writer, mock_io=True)
 
 
+@flaky(1735812000, reason="Community cassette tests are flaky")
 @pytest.mark.skipif(PATCH_LANGCHAIN_V0, reason="These tests are for langchain >= 0.1.0")
 class TestLLMObsLangchainCommunity(BaseTestLLMObsLangchain):
     cassette_subdirectory_name = "langchain_community"
@@ -518,6 +520,7 @@ def test_llmobs_anthropic_chat_model(self, langchain_anthropic, mock_llmobs_span
         _assert_expected_llmobs_llm_span(span, mock_llmobs_span_writer, input_role="user")
 
 
+@flaky(1735812000, reason="Community cassette tests are flaky")
 @pytest.mark.skipif(PATCH_LANGCHAIN_V0, reason="These tests are for langchain >= 0.1.0")
 class TestLangchainTraceStructureWithLlmIntegrations(SubprocessTestCase):
     bedrock_env_config = dict(
diff --git a/tests/snapshots/tests.contrib.langchain.test_langchain_community.test_faiss_vectorstore_retrieval.json b/tests/snapshots/tests.contrib.langchain.test_langchain_community.test_faiss_vectorstore_retrieval.json
new file mode 100644
index 00000000000..477574379a9
--- /dev/null
+++ b/tests/snapshots/tests.contrib.langchain.test_langchain_community.test_faiss_vectorstore_retrieval.json
@@ -0,0 +1,89 @@
+[[
+  {
+    "name": "langchain.request",
+    "service": "",
+    "resource": "langchain_openai.embeddings.base.OpenAIEmbeddings",
+    "trace_id": 0,
+    "span_id": 1,
+    "parent_id": 0,
+    "type": "",
+    "error": 0,
+    "meta": {
+      "_dd.p.dm": "-0",
+      "_dd.p.tid": "668c5dde00000000",
+      "langchain.request.api_key": "...key>",
+      "langchain.request.inputs.0.text": "this is a test query.",
+      "langchain.request.model": "text-embedding-ada-002",
+      "langchain.request.provider": "openai",
+      "langchain.request.type": "embedding",
+      "language": "python",
+      "runtime-id": "2a1d7ab4ff064afb95e895ce7aa565e0"
+    },
+    "metrics": {
+      "_dd.measured": 1,
+      "_dd.top_level": 1,
+      "_dd.tracer_kr": 1.0,
+      "_sampling_priority_v1": 1,
+      "langchain.request.input_count": 1,
+      "langchain.response.outputs.0.embedding_length": 1536,
+      "process_id": 69484
+    },
+    "duration": 406798000,
+    "start": 1720475102021903000
+  }],
+[
+  {
+    "name": "langchain.request",
+    "service": "",
+    "resource": "langchain_community.vectorstores.faiss.FAISS",
+    "trace_id": 1,
+    "span_id": 1,
+    "parent_id": 0,
+    "type": "",
+    "error": 0,
+    "meta": {
+      "_dd.p.dm": "-0",
+      "_dd.p.tid": "668c5dde00000000",
+      "langchain.request.api_key": "",
+      "langchain.request.provider": "faiss",
+      "langchain.request.query": "What was the message of the last test query?",
+      "langchain.request.type": "similarity_search",
+      "langchain.response.document.0.page_content": "this is a test query.",
+      "language": "python",
+      "runtime-id": "2a1d7ab4ff064afb95e895ce7aa565e0"
+    },
+    "metrics": {
+      "_dd.measured": 1,
+      "_dd.top_level": 1,
+      "_dd.tracer_kr": 1.0,
+      "_sampling_priority_v1": 1,
+      "langchain.response.document_count": 1,
+      "process_id": 69484
+    },
+    "duration": 3710000,
+    "start": 1720475102468386000
+  },
+     {
+       "name": "langchain.request",
+       "service": "",
+       "resource": "langchain_openai.embeddings.base.OpenAIEmbeddings",
+       "trace_id": 1,
+       "span_id": 2,
+       "parent_id": 1,
+       "type": "",
+       "error": 0,
+       "meta": {
+         "langchain.request.api_key": "...key>",
+         "langchain.request.inputs.0.text": "What was the message of the last test query?",
+         "langchain.request.model": "text-embedding-ada-002",
+         "langchain.request.provider": "openai",
+         "langchain.request.type": "embedding"
+       },
+       "metrics": {
+         "_dd.measured": 1,
+         "langchain.request.input_count": 1,
+         "langchain.response.outputs.0.embedding_length": 1536
+       },
+       "duration": 1714000,
+       "start": 1720475102468505000
+     }]]