diff --git a/poetry.lock b/poetry.lock
index fed7430..69b6bf6 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.1.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand.
 
 [[package]]
 name = "accelerate"
@@ -311,7 +311,7 @@ description = "Timeout context manager for asyncio programs"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev"]
-markers = "python_full_version < \"3.11.3\""
+markers = "python_version == \"3.11\" and python_full_version < \"3.11.3\""
 files = [
     {file = "async_timeout-5.0.1-py3-none-any.whl", hash = "sha256:39e3809566ff85354557ec2398b55e096c8364bacac9405a7a1fa429e77fe76c"},
     {file = "async_timeout-5.0.1.tar.gz", hash = "sha256:d9321a7a3d5a6a5e187e824d2fa0793ce379a202935782d555d6e9d2735677d3"},
@@ -664,7 +664,6 @@ description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "platform_python_implementation == \"PyPy\""
 files = [
     {file = "cffi-2.0.0-cp310-cp310-macosx_10_13_x86_64.whl", hash = "sha256:0cf2d91ecc3fcc0625c2c530fe004f82c110405f101548512cce44322fa8ac44"},
     {file = "cffi-2.0.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:f73b96c41e3b2adedc34a7356e64c8eb96e03a3782b535e043a986276ce12a49"},
@@ -986,7 +985,7 @@ files = [
     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
 ]
-markers = {main = "sys_platform == \"win32\" or platform_system == \"Windows\"", dev = "sys_platform == \"win32\""}
+markers = {main = "platform_system == \"Windows\" or sys_platform == \"win32\"", dev = "sys_platform == \"win32\""}
 
 [[package]]
 name = "confection"
@@ -1842,47 +1841,48 @@ grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.0)"]
 
 [[package]]
 name = "google-auth"
-version = "2.42.1"
+version = "2.48.0"
 description = "Google Authentication Library"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 groups = ["main"]
 files = [
-    {file = "google_auth-2.42.1-py2.py3-none-any.whl", hash = "sha256:eb73d71c91fc95dbd221a2eb87477c278a355e7367a35c0d84e6b0e5f9b4ad11"},
-    {file = "google_auth-2.42.1.tar.gz", hash = "sha256:30178b7a21aa50bffbdc1ffcb34ff770a2f65c712170ecd5446c4bef4dc2b94e"},
+    {file = "google_auth-2.48.0-py3-none-any.whl", hash = "sha256:2e2a537873d449434252a9632c28bfc268b0adb1e53f9fb62afc5333a975903f"},
+    {file = "google_auth-2.48.0.tar.gz", hash = "sha256:4f7e706b0cd3208a3d940a19a822c37a476ddba5450156c3e6624a71f7c841ce"},
 ]
 
 [package.dependencies]
-cachetools = ">=2.0.0,<7.0"
+cryptography = ">=38.0.3"
 pyasn1-modules = ">=0.2.1"
 rsa = ">=3.1.4,<5"
 
 [package.extras]
 aiohttp = ["aiohttp (>=3.6.2,<4.0.0)", "requests (>=2.20.0,<3.0.0)"]
-enterprise-cert = ["cryptography", "pyopenssl"]
-pyjwt = ["cryptography (<39.0.0) ; python_version < \"3.8\"", "cryptography (>=38.0.3)", "pyjwt (>=2.0)"]
-pyopenssl = ["cryptography (<39.0.0) ; python_version < \"3.8\"", "cryptography (>=38.0.3)", "pyopenssl (>=20.0.0)"]
+cryptography = ["cryptography (>=38.0.3)"]
+enterprise-cert = ["pyopenssl"]
+pyjwt = ["pyjwt (>=2.0)"]
+pyopenssl = ["pyopenssl (>=20.0.0)"]
 reauth = ["pyu2f (>=0.1.5)"]
 requests = ["requests (>=2.20.0,<3.0.0)"]
-testing = ["aiohttp (<3.10.0)", "aiohttp (>=3.6.2,<4.0.0)", "aioresponses", "cryptography (<39.0.0) ; python_version < \"3.8\"", "cryptography (<39.0.0) ; python_version < \"3.8\"", "cryptography (>=38.0.3)", "cryptography (>=38.0.3)", "flask", "freezegun", "grpcio", "mock", "oauth2client", "packaging", "pyjwt (>=2.0)", "pyopenssl (<24.3.0)", "pyopenssl (>=20.0.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-localserver", "pyu2f (>=0.1.5)", "requests (>=2.20.0,<3.0.0)", "responses", "urllib3"]
+testing = ["aiohttp (<3.10.0)", "aiohttp (>=3.6.2,<4.0.0)", "aioresponses", "flask", "freezegun", "grpcio", "oauth2client", "packaging", "pyjwt (>=2.0)", "pyopenssl (<24.3.0)", "pyopenssl (>=20.0.0)", "pytest", "pytest-asyncio", "pytest-cov", "pytest-localserver", "pyu2f (>=0.1.5)", "requests (>=2.20.0,<3.0.0)", "responses", "urllib3"]
 urllib3 = ["packaging", "urllib3"]
 
 [[package]]
 name = "google-cloud-aiplatform"
-version = "1.130.0"
+version = "1.133.0"
 description = "Vertex AI API client library"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "google_cloud_aiplatform-1.130.0-py2.py3-none-any.whl", hash = "sha256:f578ccee55655dd9e2300cfcafb178e47c3dfdcf746ad465234b875d3e955929"},
-    {file = "google_cloud_aiplatform-1.130.0.tar.gz", hash = "sha256:f66aeb23f0a6848fc2d5bbdf1b5777c3cf8e06056f73ef815317abf89d5a0262"},
+    {file = "google_cloud_aiplatform-1.133.0-py2.py3-none-any.whl", hash = "sha256:dfc81228e987ca10d1c32c7204e2131b3c8d6b7c8e0b4e23bf7c56816bc4c566"},
+    {file = "google_cloud_aiplatform-1.133.0.tar.gz", hash = "sha256:3a6540711956dd178daaab3c2c05db476e46d94ac25912b8cf4f59b00b058ae0"},
 ]
 
 [package.dependencies]
 docstring_parser = "<1"
 google-api-core = {version = ">=1.34.1,<2.0.dev0 || >=2.8.dev0,<3.0.0", extras = ["grpc"]}
-google-auth = ">=2.14.1,<3.0.0"
+google-auth = ">=2.47.0,<3.0.0"
 google-cloud-bigquery = ">=1.15.0,<3.20.0 || >3.20.0,<4.0.0"
 google-cloud-resource-manager = ">=1.3.3,<3.0.0"
 google-cloud-storage = [
@@ -1894,7 +1894,6 @@ packaging = ">=14.3"
 proto-plus = ">=1.22.3,<2.0.0"
 protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<7.0.0"
 pydantic = "<3"
-shapely = "<3.0.0"
 typing_extensions = "*"
 
 [package.extras]
@@ -1907,21 +1906,21 @@ cloud-profiler = ["tensorboard-plugin-profile (>=2.4.0,<2.18.0)", "werkzeug (>=2
 datasets = ["pyarrow (>=10.0.1) ; python_version == \"3.11\"", "pyarrow (>=14.0.0) ; python_version >= \"3.12\"", "pyarrow (>=3.0.0,<8.0.0) ; python_version < \"3.11\""]
 endpoint = ["requests (>=2.28.1)", "requests-toolbelt (<=1.0.0)"]
 evaluation = ["jsonschema", "litellm (>=1.72.4,!=1.77.2,!=1.77.3,!=1.77.4)", "pandas (>=1.0.0)", "pyyaml", "ruamel.yaml", "scikit-learn (<1.6.0) ; python_version <= \"3.10\"", "scikit-learn ; python_version > \"3.10\"", "tqdm (>=4.23.0)"]
-full = ["docker (>=5.0.3)", "explainable-ai-sdk (>=1.0.0) ; python_version < \"3.13\"", "fastapi (>=0.71.0,<=0.114.0)", "google-cloud-bigquery", "google-cloud-bigquery-storage", "google-vizier (>=0.1.6)", "httpx (>=0.23.0,<=0.28.1)", "immutabledict", "jsonschema", "lit-nlp (==0.4.0) ; python_version < \"3.14\"", "litellm (>=1.72.4,!=1.77.2,!=1.77.3,!=1.77.4)", "mlflow (>=1.27.0) ; python_version >= \"3.13\"", "mlflow (>=1.27.0,<=2.16.0) ; python_version < \"3.13\"", "numpy (>=1.15.0)", "pandas (>=1.0.0)", "pyarrow (>=10.0.1) ; python_version == \"3.11\"", "pyarrow (>=14.0.0) ; python_version >= \"3.12\"", "pyarrow (>=3.0.0,<8.0.0) ; python_version < \"3.11\"", "pyarrow (>=6.0.1)", "pyyaml", "pyyaml (>=5.3.1,<7)", "ray[default] (>=2.4,<2.5.dev0 || >2.9.0,!=2.9.1,!=2.9.2,<2.10.dev0 || ==2.33.* || >=2.42.dev0,<=2.42.0) ; python_version < \"3.11\"", "ray[default] (>=2.5,<=2.47.1) ; python_version == \"3.11\"", "requests (>=2.28.1)", "requests-toolbelt (<=1.0.0)", "ruamel.yaml", "scikit-learn (<1.6.0) ; python_version <= \"3.10\"", "scikit-learn ; python_version > \"3.10\"", "starlette (>=0.17.1)", "tensorboard-plugin-profile (>=2.4.0,<2.18.0)", "tensorflow (>=2.3.0,<3.0.0) ; python_version < \"3.13\"", "tensorflow (>=2.3.0,<3.0.0) ; python_version < \"3.13\"", "tqdm (>=4.23.0)", "urllib3 (>=1.21.1,<1.27)", "uvicorn[standard] (>=0.16.0)", "werkzeug (>=2.0.0,<4.0.0)"]
+full = ["docker (>=5.0.3)", "explainable-ai-sdk (>=1.0.0) ; python_version < \"3.13\"", "fastapi (>=0.71.0,<=0.124.4)", "google-cloud-bigquery", "google-cloud-bigquery-storage", "google-vizier (>=0.1.6)", "httpx (>=0.23.0,<=0.28.1)", "immutabledict", "jsonschema", "lit-nlp (==0.4.0) ; python_version < \"3.13\"", "litellm (>=1.72.4,!=1.77.2,!=1.77.3,!=1.77.4)", "mlflow (>=1.27.0) ; python_version >= \"3.13\"", "mlflow (>=1.27.0,<=2.16.0) ; python_version < \"3.13\"", "numpy (>=1.15.0)", "pandas (>=1.0.0)", "pyarrow (>=10.0.1) ; python_version == \"3.11\"", "pyarrow (>=14.0.0) ; python_version >= \"3.12\"", "pyarrow (>=3.0.0,<8.0.0) ; python_version < \"3.11\"", "pyarrow (>=6.0.1)", "pyyaml", "pyyaml (>=5.3.1,<7)", "ray[default] (>=2.4,<2.5.dev0 || >2.9.0,!=2.9.1,!=2.9.2,<2.10.dev0 || ==2.33.* || >=2.42.dev0,<=2.42.0) ; python_version < \"3.11\"", "ray[default] (>=2.5,<=2.47.1) ; python_version == \"3.11\"", "requests (>=2.28.1)", "requests-toolbelt (<=1.0.0)", "ruamel.yaml", "scikit-learn (<1.6.0) ; python_version <= \"3.10\"", "scikit-learn ; python_version > \"3.10\"", "starlette (>=0.17.1)", "tensorboard-plugin-profile (>=2.4.0,<2.18.0)", "tensorflow (>=2.3.0,<3.0.0) ; python_version < \"3.13\"", "tensorflow (>=2.3.0,<3.0.0) ; python_version < \"3.13\"", "tqdm (>=4.23.0)", "urllib3 (>=1.21.1,<1.27)", "uvicorn[standard] (>=0.16.0)", "werkzeug (>=2.0.0,<4.0.0)"]
 langchain = ["langchain (>=0.3,<0.4)", "langchain-core (>=0.3,<0.4)", "langchain-google-vertexai (>=2.0.22,<3)", "langgraph (>=0.2.45,<0.4)", "openinference-instrumentation-langchain (>=0.1.19,<0.2)"]
 langchain-testing = ["absl-py", "cloudpickle (>=3.0,<4.0)", "google-cloud-trace (<2)", "langchain (>=0.3,<0.4)", "langchain-core (>=0.3,<0.4)", "langchain-google-vertexai (>=2.0.22,<3)", "langgraph (>=0.2.45,<0.4)", "openinference-instrumentation-langchain (>=0.1.19,<0.2)", "opentelemetry-exporter-gcp-logging (>=1.11.0a0,<2.0.0)", "opentelemetry-exporter-gcp-trace (<2)", "opentelemetry-exporter-otlp-proto-http (<2)", "opentelemetry-sdk (<2)", "pydantic (>=2.11.1,<3)", "pytest-xdist", "typing_extensions"]
-lit = ["explainable-ai-sdk (>=1.0.0) ; python_version < \"3.13\"", "lit-nlp (==0.4.0) ; python_version < \"3.14\"", "pandas (>=1.0.0)", "tensorflow (>=2.3.0,<3.0.0) ; python_version < \"3.13\""]
+lit = ["explainable-ai-sdk (>=1.0.0) ; python_version < \"3.13\"", "lit-nlp (==0.4.0) ; python_version < \"3.13\"", "pandas (>=1.0.0)", "tensorflow (>=2.3.0,<3.0.0) ; python_version < \"3.13\""]
 llama-index = ["llama-index", "llama-index-llms-google-genai", "openinference-instrumentation-llama-index (>=3.0,<4.0)"]
 llama-index-testing = ["absl-py", "cloudpickle (>=3.0,<4.0)", "google-cloud-trace (<2)", "llama-index", "llama-index-llms-google-genai", "openinference-instrumentation-llama-index (>=3.0,<4.0)", "opentelemetry-exporter-gcp-logging (>=1.11.0a0,<2.0.0)", "opentelemetry-exporter-gcp-trace (<2)", "opentelemetry-exporter-otlp-proto-http (<2)", "opentelemetry-sdk (<2)", "pydantic (>=2.11.1,<3)", "pytest-xdist", "typing_extensions"]
 metadata = ["numpy (>=1.15.0)", "pandas (>=1.0.0)"]
 pipelines = ["pyyaml (>=5.3.1,<7)"]
-prediction = ["docker (>=5.0.3)", "fastapi (>=0.71.0,<=0.114.0)", "httpx (>=0.23.0,<=0.28.1)", "starlette (>=0.17.1)", "uvicorn[standard] (>=0.16.0)"]
+prediction = ["docker (>=5.0.3)", "fastapi (>=0.71.0,<=0.124.4)", "httpx (>=0.23.0,<=0.28.1)", "starlette (>=0.17.1)", "uvicorn[standard] (>=0.16.0)"]
 private-endpoints = ["requests (>=2.28.1)", "urllib3 (>=1.21.1,<1.27)"]
 ray = ["google-cloud-bigquery", "google-cloud-bigquery-storage", "immutabledict", "pandas (>=1.0.0)", "pyarrow (>=6.0.1)", "ray[default] (>=2.4,<2.5.dev0 || >2.9.0,!=2.9.1,!=2.9.2,<2.10.dev0 || ==2.33.* || >=2.42.dev0,<=2.42.0) ; python_version < \"3.11\"", "ray[default] (>=2.5,<=2.47.1) ; python_version == \"3.11\""]
 ray-testing = ["google-cloud-bigquery", "google-cloud-bigquery-storage", "immutabledict", "pandas (>=1.0.0)", "pyarrow (>=6.0.1)", "pytest-xdist", "ray[default] (>=2.4,<2.5.dev0 || >2.9.0,!=2.9.1,!=2.9.2,<2.10.dev0 || ==2.33.* || >=2.42.dev0,<=2.42.0) ; python_version < \"3.11\"", "ray[default] (>=2.5,<=2.47.1) ; python_version == \"3.11\"", "ray[train]", "scikit-learn (<1.6.0)", "tensorflow ; python_version < \"3.13\"", "torch (>=2.0.0,<2.1.0)", "xgboost", "xgboost_ray"]
 reasoningengine = ["cloudpickle (>=3.0,<4.0)", "google-cloud-trace (<2)", "opentelemetry-exporter-gcp-logging (>=1.11.0a0,<2.0.0)", "opentelemetry-exporter-gcp-trace (<2)", "opentelemetry-exporter-otlp-proto-http (<2)", "opentelemetry-sdk (<2)", "pydantic (>=2.11.1,<3)", "typing_extensions"]
 tensorboard = ["tensorboard-plugin-profile (>=2.4.0,<2.18.0)", "werkzeug (>=2.0.0,<4.0.0)"]
-testing = ["Pillow", "aiohttp", "bigframes ; python_version >= \"3.10\" and python_version < \"3.14\"", "docker (>=5.0.3)", "explainable-ai-sdk (>=1.0.0) ; python_version < \"3.13\"", "fastapi (>=0.71.0,<=0.114.0)", "google-api-core (>=2.11,<3.0.0)", "google-cloud-bigquery", "google-cloud-bigquery-storage", "google-vizier (>=0.1.6)", "google-vizier (>=0.1.6)", "grpcio-testing", "grpcio-tools (>=1.63.0) ; python_version >= \"3.13\"", "httpx (>=0.23.0,<=0.28.1)", "immutabledict", "immutabledict", "ipython", "jsonschema", "kfp (>=2.6.0,<3.0.0) ; python_version < \"3.13\"", "lit-nlp (==0.4.0) ; python_version < \"3.14\"", "litellm (>=1.72.4,!=1.77.2,!=1.77.3,!=1.77.4)", "mlflow (>=1.27.0) ; python_version >= \"3.13\"", "mlflow (>=1.27.0,<=2.16.0) ; python_version < \"3.13\"", "mock", "nltk", "numpy (>=1.15.0)", "pandas (>=1.0.0)", "protobuf (<=5.29.4)", "pyarrow (>=10.0.1) ; python_version == \"3.11\"", "pyarrow (>=14.0.0) ; python_version >= \"3.12\"", "pyarrow (>=3.0.0,<8.0.0) ; python_version < \"3.11\"", "pyarrow (>=6.0.1)", "pytest-asyncio", "pytest-cov", "pytest-xdist", "pyyaml", "pyyaml (>=5.3.1,<7)", "ray[default] (>=2.4,<2.5.dev0 || >2.9.0,!=2.9.1,!=2.9.2,<2.10.dev0 || ==2.33.* || >=2.42.dev0,<=2.42.0) ; python_version < \"3.11\"", "ray[default] (>=2.5,<=2.47.1) ; python_version == \"3.11\"", "requests (>=2.28.1)", "requests-toolbelt (<=1.0.0)", "requests-toolbelt (<=1.0.0)", "ruamel.yaml", "scikit-learn (<1.6.0) ; python_version <= \"3.10\"", "scikit-learn (<1.6.0) ; python_version <= \"3.10\"", "scikit-learn ; python_version > \"3.10\"", "scikit-learn ; python_version > \"3.10\"", "sentencepiece (>=0.2.0)", "starlette (>=0.17.1)", "tensorboard-plugin-profile (>=2.4.0,<2.18.0)", "tensorboard-plugin-profile (>=2.4.0,<2.18.0)", "tensorflow (==2.14.1) ; python_version <= \"3.11\"", "tensorflow (==2.19.0) ; python_version > \"3.11\" and python_version < \"3.13\"", "tensorflow (>=2.3.0,<3.0.0) ; python_version < \"3.13\"", "tensorflow (>=2.3.0,<3.0.0) ; python_version < \"3.13\"", "torch (>=2.0.0,<2.1.0) ; python_version <= \"3.11\"", "torch (>=2.2.0) ; python_version > \"3.11\" and python_version < \"3.13\"", "tqdm (>=4.23.0)", "urllib3 (>=1.21.1,<1.27)", "uvicorn[standard] (>=0.16.0)", "werkzeug (>=2.0.0,<4.0.0)", "werkzeug (>=2.0.0,<4.0.0)", "xgboost"]
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 vizier = ["google-vizier (>=0.1.6)"]
 xai = ["tensorflow (>=2.3.0,<3.0.0) ; python_version < \"3.13\""]
@@ -3950,7 +3949,7 @@ description = "CUBLAS native runtime libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
+markers = "platform_machine == \"x86_64\" and platform_system == \"Linux\""
 files = [
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@@ -3963,7 +3962,7 @@ description = "CUDA profiling tools runtime libs."
 optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
+markers = "platform_machine == \"x86_64\" and platform_system == \"Linux\""
 files = [
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@@ -3976,7 +3975,7 @@ description = "NVRTC native runtime libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
+markers = "platform_machine == \"x86_64\" and platform_system == \"Linux\""
 files = [
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@@ -3989,7 +3988,7 @@ description = "CUDA Runtime native Libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
+markers = "platform_machine == \"x86_64\" and platform_system == \"Linux\""
 files = [
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@@ -4002,7 +4001,7 @@ description = "cuDNN runtime libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
+markers = "platform_machine == \"x86_64\" and platform_system == \"Linux\""
 files = [
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 ]
@@ -4017,7 +4016,7 @@ description = "CUFFT native runtime libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
+markers = "platform_machine == \"x86_64\" and platform_system == \"Linux\""
 files = [
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@@ -4030,7 +4029,7 @@ description = "CURAND native runtime libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
+markers = "platform_machine == \"x86_64\" and platform_system == \"Linux\""
 files = [
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@@ -4043,7 +4042,7 @@ description = "CUDA solver native runtime libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
+markers = "platform_machine == \"x86_64\" and platform_system == \"Linux\""
 files = [
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@@ -4061,7 +4060,7 @@ description = "CUSPARSE native runtime libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
+markers = "platform_machine == \"x86_64\" and platform_system == \"Linux\""
 files = [
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@@ -4077,7 +4076,7 @@ description = "NVIDIA Collective Communication Library (NCCL) Runtime"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
+markers = "platform_machine == \"x86_64\" and platform_system == \"Linux\""
 files = [
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 ]
@@ -4089,7 +4088,7 @@ description = "Nvidia JIT LTO Library"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
+markers = "platform_machine == \"x86_64\" and platform_system == \"Linux\""
 files = [
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@@ -4103,7 +4102,7 @@ description = "NVIDIA Tools Extension"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
+markers = "platform_machine == \"x86_64\" and platform_system == \"Linux\""
 files = [
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@@ -5198,7 +5197,7 @@ description = "C parser in Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "platform_python_implementation == \"PyPy\" and implementation_name != \"PyPy\""
+markers = "implementation_name != \"PyPy\""
 files = [
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@@ -5801,7 +5800,7 @@ description = "Python for Window Extensions"
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "platform_system == \"Windows\" or sys_platform == \"win32\""
+markers = "sys_platform == \"win32\" or platform_system == \"Windows\""
 files = [
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@@ -6685,80 +6684,6 @@ enabler = ["pytest-enabler (>=2.2)"]
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-]
-
-[package.dependencies]
-numpy = ">=1.21"
-
-[package.extras]
-docs = ["matplotlib", "numpydoc (==1.1.*)", "sphinx", "sphinx-book-theme", "sphinx-remove-toctrees"]
-test = ["pytest", "pytest-cov", "scipy-doctest"]
-
 [[package]]
 name = "shellingham"
 version = "1.5.4"
@@ -7661,7 +7586,7 @@ description = "A language and compiler for custom Deep Learning operations"
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
+markers = "platform_machine == \"x86_64\" and platform_system == \"Linux\""
 files = [
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@@ -8353,4 +8278,4 @@ cffi = ["cffi (>=1.11)"]
 [metadata]
 lock-version = "2.1"
 python-versions = "^3.11"
-content-hash = "887344ab61c4913fc0b3c7d0a4fb79899fb199501e3368956d4ed2b27d10cc00"
+content-hash = "fdbd0ee3b6e64dcbdbdeae7b11bceaa8be294a9f8a52a6035584fe4fbf3dec5b"
diff --git a/pyproject.toml b/pyproject.toml
index ec8aaeb..4c249e8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -73,7 +73,7 @@ posthog = "^3.0.0"  # Self-hostable analytics for open source
 # Document processing providers
 google-genai = "^1.46.0"         # NEW Gemini SDK - NO protobuf conflicts! https://googleapis.github.io/python-genai/
 # google-generativeai = "^0.8.0"  # OLD (deprecated) - Conflicts with TensorLake, support ends Aug 2025
-google-cloud-aiplatform = "^1.53.0"  # Vertex AI for custom trained models (Qwen4B embeddings)
+google-cloud-aiplatform = "^1.133.0"  # Vertex AI for custom trained models (Qwen4B embeddings)
 pymupdf = "^1.26.6"              # PyMuPDF - required for Gemini PDF processing
 reducto = "*"                    # Reducto AI - use latest available
 tensorlake = "0.2.101"           # Pinned to a known PyPI release