diff --git a/notebooks/data/graphrag b/notebooks/data/graphrag
deleted file mode 160000
index 130b84db9..000000000
--- a/notebooks/data/graphrag
+++ /dev/null
@@ -1 +0,0 @@
-Subproject commit 130b84db9270734756d16918e5c86034777140fc
diff --git a/poetry.lock b/poetry.lock
index 52b419b1b..e6c23fd13 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.5 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand.
 
 [[package]]
 name = "aiofiles"
@@ -610,17 +610,17 @@ xyzservices = ">=2021.09.1"
 
 [[package]]
 name = "boto3"
-version = "1.36.24"
+version = "1.37.2"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.36.24-py3-none-any.whl", hash = "sha256:c9055fe6a33f79c43053c06db432092cfcf88f4b4181950f5ca8f2f0cb6abb87"},
-    {file = "boto3-1.36.24.tar.gz", hash = "sha256:777ec08a6fe0ad77fa0607b431542c51d2d2e4145fecd512bee9f383ee4184f2"},
+    {file = "boto3-1.37.2-py3-none-any.whl", hash = "sha256:e58136d52d79425ce26c3c1578bf94d4b2e91ead55fed9f6950406ee9713e6af"},
+    {file = "boto3-1.37.2.tar.gz", hash = "sha256:d64491bd4142c2c6dfe44479bf89c4ab7fa8d00210c2aaa7361931e61898b608"},
 ]
 
 [package.dependencies]
-botocore = ">=1.36.24,<1.37.0"
+botocore = ">=1.37.2,<1.38.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.11.0,<0.12.0"
 
@@ -629,13 +629,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.36.24"
+version = "1.37.2"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "botocore-1.36.24-py3-none-any.whl", hash = "sha256:b8b2ad60e6545aaef3a40163793c39555fcfd67fb081a38695018026c4f4db25"},
-    {file = "botocore-1.36.24.tar.gz", hash = "sha256:7d35ba92ccbed7aa7e1563b12bb339bde612d5f845c89bfdd79a6db8c26b9f2e"},
+    {file = "botocore-1.37.2-py3-none-any.whl", hash = "sha256:5f59b966f3cd0c8055ef6f7c2600f7db5f8218071d992e5f95da3f9156d4370f"},
+    {file = "botocore-1.37.2.tar.gz", hash = "sha256:3f460f3c32cd6d747d5897a9cbde011bf1715abc7bf0a6ea6fdb0b812df63287"},
 ]
 
 [package.dependencies]
@@ -648,13 +648,13 @@ crt = ["awscrt (==0.23.8)"]
 
 [[package]]
 name = "cachetools"
-version = "5.5.1"
+version = "5.5.2"
 description = "Extensible memoizing collections and decorators"
 optional = true
 python-versions = ">=3.7"
 files = [
-    {file = "cachetools-5.5.1-py3-none-any.whl", hash = "sha256:b76651fdc3b24ead3c648bbdeeb940c1b04d365b38b4af66788f9ec4a81d42bb"},
-    {file = "cachetools-5.5.1.tar.gz", hash = "sha256:70f238fbba50383ef62e55c6aff6d9673175fe59f7c6782c7a0b9e38f4a9df95"},
+    {file = "cachetools-5.5.2-py3-none-any.whl", hash = "sha256:d26a22bcc62eb95c3beabd9f1ee5e820d3d2704fe2967cbe350e20c8ffcd3f0a"},
+    {file = "cachetools-5.5.2.tar.gz", hash = "sha256:1a661caa9175d26759571b2e19580f9d6393969e5dfca11fdb1f947a23e640d4"},
 ]
 
 [[package]]
@@ -1249,13 +1249,13 @@ files = [
 
 [[package]]
 name = "decorator"
-version = "5.1.1"
+version = "5.2.1"
 description = "Decorators for Humans"
 optional = true
-python-versions = ">=3.5"
+python-versions = ">=3.8"
 files = [
-    {file = "decorator-5.1.1-py3-none-any.whl", hash = "sha256:b8c3f85900b9dc423225913c5aace94729fe1fa9763b38939a95226f02d37186"},
-    {file = "decorator-5.1.1.tar.gz", hash = "sha256:637996211036b6385ef91435e4fae22989472f9d571faba8927ba8253acbc330"},
+    {file = "decorator-5.2.1-py3-none-any.whl", hash = "sha256:d316bb415a2d9e2d2b3abcc4084c6502fc09240e292cd76a76afc106a1c8e04a"},
+    {file = "decorator-5.2.1.tar.gz", hash = "sha256:65f266143752f734b0a7cc83c46f4618af75b8c5911b00ccb61d0ac9b6da0360"},
 ]
 
 [[package]]
@@ -2150,13 +2150,13 @@ grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 
 [[package]]
 name = "google-api-python-client"
-version = "2.161.0"
+version = "2.162.0"
 description = "Google API Client Library for Python"
 optional = true
 python-versions = ">=3.7"
 files = [
-    {file = "google_api_python_client-2.161.0-py2.py3-none-any.whl", hash = "sha256:9476a5a4f200bae368140453df40f9cda36be53fa7d0e9a9aac4cdb859a26448"},
-    {file = "google_api_python_client-2.161.0.tar.gz", hash = "sha256:324c0cce73e9ea0a0d2afd5937e01b7c2d6a4d7e2579cdb6c384f9699d6c9f37"},
+    {file = "google_api_python_client-2.162.0-py2.py3-none-any.whl", hash = "sha256:49365fa4f7795fe81a747f5544d6528ea94314fa59664e0ea1005f603facf1ec"},
+    {file = "google_api_python_client-2.162.0.tar.gz", hash = "sha256:5f8bc934a5b6eea73a7d12d999e6585c1823179f48340234acb385e2502e735a"},
 ]
 
 [package.dependencies]
@@ -2230,13 +2230,13 @@ dev = ["Pillow", "absl-py", "black", "ipython", "nose2", "pandas", "pytype", "py
 
 [[package]]
 name = "googleapis-common-protos"
-version = "1.67.0"
+version = "1.68.0"
 description = "Common protobufs used in Google APIs"
 optional = true
 python-versions = ">=3.7"
 files = [
-    {file = "googleapis_common_protos-1.67.0-py2.py3-none-any.whl", hash = "sha256:579de760800d13616f51cf8be00c876f00a9f146d3e6510e19d1f4111758b741"},
-    {file = "googleapis_common_protos-1.67.0.tar.gz", hash = "sha256:21398025365f138be356d5923e9168737d94d46a72aefee4a6110a1f23463c86"},
+    {file = "googleapis_common_protos-1.68.0-py2.py3-none-any.whl", hash = "sha256:aaf179b2f81df26dfadac95def3b16a95064c76a5f45f07e4c68a21bb371c4ac"},
+    {file = "googleapis_common_protos-1.68.0.tar.gz", hash = "sha256:95d38161f4f9af0d9423eed8fb7b64ffd2568c3464eb542ff02c5bfa1953ab3c"},
 ]
 
 [package.dependencies]
@@ -2285,13 +2285,13 @@ umap-learn = ["dirty-cat (==0.2.0)", "scikit-learn (>=1.0)", "umap-learn"]
 
 [[package]]
 name = "graphiti-core"
-version = "0.7.0"
+version = "0.7.3"
 description = "A temporal graph building library"
 optional = true
 python-versions = "<4.0,>=3.10"
 files = [
-    {file = "graphiti_core-0.7.0-py3-none-any.whl", hash = "sha256:0bddaf9b319bcc99999008d0a8f1a1c92714ada4d02b6cd25228d33359a3ae88"},
-    {file = "graphiti_core-0.7.0.tar.gz", hash = "sha256:22f420e67d7cd471f486eea6b789b853c79d2a9f52c63b4ae23293a378283c1e"},
+    {file = "graphiti_core-0.7.3-py3-none-any.whl", hash = "sha256:c6fa6dc6b956b4aa4f542c3e92934b6c4ec81868d80bb8981d8fe15ba60e1788"},
+    {file = "graphiti_core-0.7.3.tar.gz", hash = "sha256:a48466922d0527128c132abc4d995052558769775de5d40bfc0803925c18c414"},
 ]
 
 [package.dependencies]
@@ -2766,13 +2766,13 @@ files = [
 
 [[package]]
 name = "huggingface-hub"
-version = "0.29.0"
+version = "0.29.1"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
 files = [
-    {file = "huggingface_hub-0.29.0-py3-none-any.whl", hash = "sha256:c02daa0b6bafbdacb1320fdfd1dc7151d0940825c88c4ef89837fdb1f6ea0afe"},
-    {file = "huggingface_hub-0.29.0.tar.gz", hash = "sha256:64034c852be270cac16c5743fe1f659b14515a9de6342d6f42cbb2ede191fc80"},
+    {file = "huggingface_hub-0.29.1-py3-none-any.whl", hash = "sha256:352f69caf16566c7b6de84b54a822f6238e17ddd8ae3da4f8f2272aea5b198d5"},
+    {file = "huggingface_hub-0.29.1.tar.gz", hash = "sha256:9524eae42077b8ff4fc459ceb7a514eca1c1232b775276b009709fe2a084f250"},
 ]
 
 [package.dependencies]
@@ -2839,13 +2839,13 @@ files = [
 
 [[package]]
 name = "identify"
-version = "2.6.7"
+version = "2.6.8"
 description = "File identification library for Python"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "identify-2.6.7-py2.py3-none-any.whl", hash = "sha256:155931cb617a401807b09ecec6635d6c692d180090a1cedca8ef7d58ba5b6aa0"},
-    {file = "identify-2.6.7.tar.gz", hash = "sha256:3fa266b42eba321ee0b2bb0936a6a6b9e36a1351cbb69055b3082f4193035684"},
+    {file = "identify-2.6.8-py2.py3-none-any.whl", hash = "sha256:83657f0f766a3c8d0eaea16d4ef42494b39b34629a4b3192a9d020d349b3e255"},
+    {file = "identify-2.6.8.tar.gz", hash = "sha256:61491417ea2c0c5c670484fd8abbb34de34cdae1e5f39a73ee65e48e4bb663fc"},
 ]
 
 [package.extras]
@@ -3021,13 +3021,13 @@ arrow = ">=0.15.0"
 
 [[package]]
 name = "isort"
-version = "6.0.0"
+version = "6.0.1"
 description = "A Python utility / library to sort Python imports."
 optional = false
 python-versions = ">=3.9.0"
 files = [
-    {file = "isort-6.0.0-py3-none-any.whl", hash = "sha256:567954102bb47bb12e0fae62606570faacddd441e45683968c8d1734fb1af892"},
-    {file = "isort-6.0.0.tar.gz", hash = "sha256:75d9d8a1438a9432a7d7b54f2d3b45cad9a4a0fdba43617d9873379704a8bdf1"},
+    {file = "isort-6.0.1-py3-none-any.whl", hash = "sha256:2dc5d7f65c9678d94c88dfc29161a320eec67328bc97aad576874cb4be1e9615"},
+    {file = "isort-6.0.1.tar.gz", hash = "sha256:1cb5df28dfbc742e490c5e41bad6da41b805b0a8be7bc93cd0fb2a8a890ac450"},
 ]
 
 [package.extras]
@@ -3678,13 +3678,13 @@ tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10"
 
 [[package]]
 name = "langchain-core"
-version = "0.3.37"
+version = "0.3.40"
 description = "Building applications with LLMs through composability"
 optional = true
 python-versions = "<4.0,>=3.9"
 files = [
-    {file = "langchain_core-0.3.37-py3-none-any.whl", hash = "sha256:8202fd6506ce139a3a1b1c4c3006216b1c7fffa40bdd1779f7d2c67f75eb5f79"},
-    {file = "langchain_core-0.3.37.tar.gz", hash = "sha256:cda8786e616caa2f68f7cc9e811b9b50e3b63fb2094333318b348e5961a7ea01"},
+    {file = "langchain_core-0.3.40-py3-none-any.whl", hash = "sha256:9f31358741f10a13db8531e8288b8a5ae91904018c5c2e6f739d6645a98fca03"},
+    {file = "langchain_core-0.3.40.tar.gz", hash = "sha256:893a238b38491967c804662c1ec7c3e6ebaf223d1125331249c3cf3862ff2746"},
 ]
 
 [package.dependencies]
@@ -3701,17 +3701,17 @@ typing-extensions = ">=4.7"
 
 [[package]]
 name = "langchain-openai"
-version = "0.3.6"
+version = "0.3.7"
 description = "An integration package connecting OpenAI and LangChain"
 optional = true
 python-versions = "<4.0,>=3.9"
 files = [
-    {file = "langchain_openai-0.3.6-py3-none-any.whl", hash = "sha256:05f0869f6cc963e2ec9e2e54ea1038d9c2af784c67f0e217040dfc918b31649a"},
-    {file = "langchain_openai-0.3.6.tar.gz", hash = "sha256:7daf92e1cd98865ab5213ec5bec2cbd6c28f011e250714978b3a99c7e4fc88ce"},
+    {file = "langchain_openai-0.3.7-py3-none-any.whl", hash = "sha256:0aefc7bdf8e7398d41e09c4313cace816df6438f2aa93d34f79523487310f0da"},
+    {file = "langchain_openai-0.3.7.tar.gz", hash = "sha256:b8b51a3aaa1cc3bda060651ea41145f7728219e8a7150b5404fb1e8446de9cef"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.3.35,<1.0.0"
+langchain-core = ">=0.3.39,<1.0.0"
 openai = ">=1.58.1,<2.0.0"
 tiktoken = ">=0.7,<1"
 
@@ -3745,13 +3745,13 @@ six = "*"
 
 [[package]]
 name = "langfuse"
-version = "2.59.3"
+version = "2.59.5"
 description = "A client library for accessing langfuse"
 optional = false
 python-versions = "<4.0,>=3.9"
 files = [
-    {file = "langfuse-2.59.3-py3-none-any.whl", hash = "sha256:67bebb0b1a40d160ac609a0aeaeaf0ab5dd2c139fde5da1ee6f7e8f14f84d392"},
-    {file = "langfuse-2.59.3.tar.gz", hash = "sha256:f417292b8b4b1561e07cae78bcb22380c62bc71266579b187bec19ebf0afec6a"},
+    {file = "langfuse-2.59.5-py3-none-any.whl", hash = "sha256:17fb1b423101bc946e07a893328dba81ecc683d2deb77da69e7f28a9c4752ac2"},
+    {file = "langfuse-2.59.5.tar.gz", hash = "sha256:6ec668059d59c2d9c2e28583d48d0fbd6bbf8afbf3fce9d75489f4dc45d44b2d"},
 ]
 
 [package.dependencies]
@@ -3823,13 +3823,13 @@ proxy = ["PyJWT (>=2.8.0,<3.0.0)", "apscheduler (>=3.10.4,<4.0.0)", "backoff", "
 
 [[package]]
 name = "llama-index-core"
-version = "0.12.19"
+version = "0.12.20"
 description = "Interface between LLMs and your data"
 optional = true
 python-versions = "<4.0,>=3.9"
 files = [
-    {file = "llama_index_core-0.12.19-py3-none-any.whl", hash = "sha256:6dee42a7ed6de8873336f5725ad4e8131fee22c9eb70d98332eb124f5036d754"},
-    {file = "llama_index_core-0.12.19.tar.gz", hash = "sha256:4b5a6b024e7b9ccdfb2bfa471f8b02bef146109600cf5d011669394e97fc028c"},
+    {file = "llama_index_core-0.12.20-py3-none-any.whl", hash = "sha256:1af65cb28cf59e1d1ae49a0268aee0a830141be97a083750754067a1337c67ac"},
+    {file = "llama_index_core-0.12.20.tar.gz", hash = "sha256:c115264aa738f0ee77e60150084940b1e9df7e9d66c80e7c6091064bb20c57e1"},
 ]
 
 [package.dependencies]
@@ -4376,13 +4376,13 @@ min-versions = ["babel (==2.9.0)", "click (==7.0)", "colorama (==0.4)", "ghp-imp
 
 [[package]]
 name = "mkdocs-autorefs"
-version = "1.3.1"
+version = "1.4.0"
 description = "Automatically link across pages in MkDocs."
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "mkdocs_autorefs-1.3.1-py3-none-any.whl", hash = "sha256:18c504ae4d3ee7f344369bb26cb31d4105569ee252aab7d75ec2734c2c8b0474"},
-    {file = "mkdocs_autorefs-1.3.1.tar.gz", hash = "sha256:a6d30cbcccae336d622a66c2418a3c92a8196b69782774529ad441abb23c0902"},
+    {file = "mkdocs_autorefs-1.4.0-py3-none-any.whl", hash = "sha256:bad19f69655878d20194acd0162e29a89c3f7e6365ffe54e72aa3fd1072f240d"},
+    {file = "mkdocs_autorefs-1.4.0.tar.gz", hash = "sha256:a9c0aa9c90edbce302c09d050a3c4cb7c76f8b7b2c98f84a7a05f53d00392156"},
 ]
 
 [package.dependencies]
@@ -4408,13 +4408,13 @@ pyyaml = ">=5.1"
 
 [[package]]
 name = "mkdocs-material"
-version = "9.6.4"
+version = "9.6.5"
 description = "Documentation that simply works"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "mkdocs_material-9.6.4-py3-none-any.whl", hash = "sha256:414e8376551def6d644b8e6f77226022868532a792eb2c9accf52199009f568f"},
-    {file = "mkdocs_material-9.6.4.tar.gz", hash = "sha256:4d1d35e1c1d3e15294cb7fa5d02e0abaee70d408f75027dc7be6e30fb32e6867"},
+    {file = "mkdocs_material-9.6.5-py3-none-any.whl", hash = "sha256:aad3e6fb860c20870f75fb2a69ef901f1be727891e41adb60b753efcae19453b"},
+    {file = "mkdocs_material-9.6.5.tar.gz", hash = "sha256:b714679a8c91b0ffe2188e11ed58c44d2523e9c2ae26a29cc652fa7478faa21f"},
 ]
 
 [package.dependencies]
@@ -4820,21 +4820,21 @@ files = [
 
 [[package]]
 name = "narwhals"
-version = "1.27.1"
+version = "1.28.0"
 description = "Extremely lightweight compatibility layer between dataframe libraries"
 optional = true
 python-versions = ">=3.8"
 files = [
-    {file = "narwhals-1.27.1-py3-none-any.whl", hash = "sha256:71e4a126007886e3dd9d71d0d5921ebd2e8c1f9be9c405fe11850ece2b066c59"},
-    {file = "narwhals-1.27.1.tar.gz", hash = "sha256:68505d0cee1e6c00382ac8b65e922f8b694a11cbe482a057fa63139de8d0ea03"},
+    {file = "narwhals-1.28.0-py3-none-any.whl", hash = "sha256:45d909ad6240944d447b0dae38074c5a919830dff3868d57b05a5526c1f06fe4"},
+    {file = "narwhals-1.28.0.tar.gz", hash = "sha256:a2213fa44a039f724278fb15609889319e7c240403413f2606cc856c8d8f708d"},
 ]
 
 [package.extras]
 core = ["duckdb", "pandas", "polars", "pyarrow", "pyarrow-stubs"]
 cudf = ["cudf (>=24.10.0)"]
 dask = ["dask[dataframe] (>=2024.8)"]
-dev = ["covdefaults", "hypothesis", "mypy (>=1.15.0,<1.16.0)", "pandas-stubs", "pre-commit", "pytest", "pytest-cov", "pytest-env", "pytest-randomly", "typing-extensions"]
-docs = ["black", "duckdb", "jinja2", "markdown-exec[ansi]", "mkdocs", "mkdocs-autorefs", "mkdocs-material", "mkdocstrings[python]", "pandas", "polars (>=1.0.0)", "pyarrow"]
+dev = ["covdefaults", "hypothesis", "mypy (>=1.15.0,<1.16.0)", "pandas-stubs", "pre-commit", "pyright", "pytest", "pytest-cov", "pytest-env", "pytest-randomly", "typing-extensions"]
+docs = ["black", "duckdb", "jinja2", "markdown-exec[ansi]", "mkdocs", "mkdocs-autorefs", "mkdocs-material", "mkdocstrings-python (>=1.16)", "mkdocstrings[python]", "pandas", "polars (>=1.0.0)", "pyarrow"]
 duckdb = ["duckdb (>=1.0)"]
 extra = ["scikit-learn"]
 ibis = ["ibis-framework (>=6.0.0)", "packaging", "pyarrow-hotfix", "rich"]
@@ -4844,7 +4844,7 @@ polars = ["polars (>=0.20.3)"]
 pyarrow = ["pyarrow (>=11.0.0)"]
 pyspark = ["pyspark (>=3.5.0)"]
 tests = ["covdefaults", "hypothesis", "pytest", "pytest-cov", "pytest-env", "pytest-randomly", "typing-extensions"]
-typing = ["mypy (>=1.15.0,<1.16.0)", "pandas-stubs", "typing-extensions"]
+typing = ["mypy (>=1.15.0,<1.16.0)", "pandas-stubs", "pyright", "typing-extensions"]
 
 [[package]]
 name = "nbclient"
@@ -5543,8 +5543,8 @@ files = [
 [package.dependencies]
 numpy = [
     {version = ">=1.22.4", markers = "python_version < \"3.11\""},
-    {version = ">=1.26.0", markers = "python_version >= \"3.12\""},
     {version = ">=1.23.2", markers = "python_version == \"3.11\""},
+    {version = ">=1.26.0", markers = "python_version >= \"3.12\""},
 ]
 python-dateutil = ">=2.8.2"
 pytz = ">=2020.1"
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 name = "posthog"
-version = "3.14.1"
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 description = "Integrate PostHog into any python application."
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 monotonic = ">=1.5"
 python-dateutil = ">2.1"
 requests = ">=2.7,<3.0"
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 [[package]]
 name = "pre-commit"
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+    {file = "tiktoken-0.9.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3ebcec91babf21297022882344c3f7d9eed855931466c3311b1ad6b64befb3df"},
+    {file = "tiktoken-0.9.0-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:e5fd49e7799579240f03913447c0cdfa1129625ebd5ac440787afc4345990427"},
+    {file = "tiktoken-0.9.0-cp39-cp39-win_amd64.whl", hash = "sha256:26242ca9dc8b58e875ff4ca078b9a94d2f0813e6a535dcd2205df5d49d927cc7"},
+    {file = "tiktoken-0.9.0.tar.gz", hash = "sha256:d02a5ca6a938e0490e1ff957bc48c8b078c88cb83977be1625b1fd8aac792c5d"},
 ]
 
 [package.dependencies]
@@ -8931,13 +8943,13 @@ files = [
 
 [[package]]
 name = "types-setuptools"
-version = "75.8.0.20250210"
+version = "75.8.0.20250225"
 description = "Typing stubs for setuptools"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "types_setuptools-75.8.0.20250210-py3-none-any.whl", hash = "sha256:a217d7b4d59be04c29e23d142c959a0f85e71292fd3fc4313f016ca11f0b56dc"},
-    {file = "types_setuptools-75.8.0.20250210.tar.gz", hash = "sha256:c1547361b2441f07c94e25dce8a068e18c611593ad4b6fdd727b1a8f5d1fda33"},
+    {file = "types_setuptools-75.8.0.20250225-py3-none-any.whl", hash = "sha256:94c86b439cc60bcc68c1cda3fd2c301f007f8f9502f4fbb54c66cb5ce9b875af"},
+    {file = "types_setuptools-75.8.0.20250225.tar.gz", hash = "sha256:6038f7e983d55792a5f90d8fdbf5d4c186026214a16bb65dd6ae83c624ae9636"},
 ]
 
 [[package]]
@@ -9066,13 +9078,13 @@ files = [
 
 [[package]]
 name = "unstructured"
-version = "0.16.21"
+version = "0.16.23"
 description = "A library that prepares raw documents for downstream ML tasks."
 optional = true
 python-versions = ">=3.9.0"
 files = [
-    {file = "unstructured-0.16.21-py3-none-any.whl", hash = "sha256:c17e86bc934672838f3ed38c1b21ed6ff4c336e4931603110766f206cec03de0"},
-    {file = "unstructured-0.16.21.tar.gz", hash = "sha256:31d5e213389ed0d4fa2ebb70b53bb15f4116e97f7c28be40590589b7e4a1e225"},
+    {file = "unstructured-0.16.23-py3-none-any.whl", hash = "sha256:edc87b84acdc52e7476d09b38fcc242842214750ba413096598a326af5550c28"},
+    {file = "unstructured-0.16.23.tar.gz", hash = "sha256:f0e18a504b12b21743695da2daa0bd70b07469a43af2f2aa04f10d38c1f11a58"},
 ]
 
 [package.dependencies]
@@ -9806,4 +9818,4 @@ weaviate = ["weaviate-client"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.10.0,<3.13"
-content-hash = "5f09a573e7af69be9647e7f1828f41c4184b162f27638dbad9831d2914aa47c4"
+content-hash = "c2be14041f367647dbdd2199b8ae8ec7ad6c346513fe51bd8b13e1e678f8d786"
diff --git a/pyproject.toml b/pyproject.toml
index 1a36f09a6..92182a416 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -51,7 +51,7 @@ pypdf = "^4.1.0"
 neo4j = {version = "^5.20.0", optional = true}
 jinja2 = "^3.1.3"
 matplotlib = "^3.8.3"
-tiktoken = "0.7.0"
+tiktoken = "0.9.0"
 langchain_text_splitters = {version = "0.3.2", optional = true}
 langsmith = {version = "0.2.3", optional = true}
 langdetect = "1.0.9"