diff --git a/pixi.lock b/pixi.lock
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+  md5: 0818c2351b74f4e0140a0c38dd587c53
+  depends:
+  - python >=3.10,<4.0.0,<4.0
   - httpx >=0.25.2
-  - httpx-sse >=0.4.0
-  - orjson >=3.10.1
-  - python >=3.9.0,<4.0.0,<4.0
+  - orjson >=3.11.5
+  - python
   license: MIT
   license_family: MIT
   purls:
   - pkg:pypi/langgraph-sdk?source=hash-mapping
-  size: 39969
-  timestamp: 1753123862864
+  size: 67741
+  timestamp: 1779478179721
 - conda: https://conda.anaconda.org/conda-forge/noarch/langsmith-0.4.46-pyhd8ed1ab_0.conda
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@@ -11940,17 +11920,6 @@ packages:
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   size: 28510
   timestamp: 1772445175216
-- conda: https://conda.anaconda.org/conda-forge/noarch/marshmallow-3.26.1-pyhd8ed1ab_0.conda
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-  depends:
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-  - python >=3.9
-  license: MIT AND BSD-3-Clause
-  purls:
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-  size: 93932
-  timestamp: 1738612501120
 - conda: https://conda.anaconda.org/conda-forge/linux-64/matplotlib-3.10.9-py312h7900ff3_0.conda
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   md5: 579c6a324b197594fabc9240bddf2d8b
@@ -12522,17 +12491,11 @@ packages:
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   size: 15851
   timestamp: 1749895533014
-- conda: https://conda.anaconda.org/conda-forge/noarch/mypy_extensions-1.1.0-pyha770c72_0.conda
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-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/mypy-extensions?source=hash-mapping
-  size: 11766
-  timestamp: 1745776666688
+- pypi: https://files.pythonhosted.org/packages/79/7b/2c79738432f5c924bef5071f933bcc9efd0473bac3b4aa584a6f7c1c8df8/mypy_extensions-1.1.0-py3-none-any.whl
+  name: mypy-extensions
+  version: 1.1.0
+  sha256: 1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505
+  requires_python: '>=3.8'
 - conda: https://conda.anaconda.org/conda-forge/noarch/narwhals-2.13.0-pyhcf101f3_0.conda
   sha256: 03220ba0560de1d81b8b122e8ff6313238dbb1ed621db39f4b81f767904ed475
   md5: 0129bb97a81c2ca0f57031673424387a
@@ -12958,26 +12921,26 @@ packages:
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   size: 6441706
   timestamp: 1778970773074
-- conda: https://conda.anaconda.org/conda-forge/noarch/openai-1.109.1-pyhd8ed1ab_0.conda
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-  md5: f2e6ca6c2f37c420246ca94a85a21b3f
+- conda: https://conda.anaconda.org/conda-forge/noarch/openai-2.44.0-pyhd8ed1ab_0.conda
+  sha256: 2581cd17c78b0933d01c92e047b311400b9d24a3d63040124107b1bf8a50b100
+  md5: 02a2f8781397886d99d150d341f5a1f3
   depends:
   - anyio >=3.5.0,<5
   - distro >=1.7.0,<2
   - httpx >=0.23.0,<1
-  - jiter >=0.4.0,<1
+  - jiter >=0.10.0,<1
   - pydantic >=1.9.0,<3
   - python >=3.10
   - sniffio
   - tqdm >4
   - typing-extensions >=4.11,<5
-  - typing_extensions >=4.11,<5
+  - typing_extensions >=4.14,<5
   license: MIT
   license_family: MIT
   purls:
   - pkg:pypi/openai?source=hash-mapping
-  size: 351332
-  timestamp: 1758741212874
+  size: 490714
+  timestamp: 1782349810803
 - conda: https://conda.anaconda.org/conda-forge/linux-64/openjpeg-2.5.4-h55fea9a_0.conda
   sha256: 3900f9f2dbbf4129cf3ad6acf4e4b6f7101390b53843591c53b00f034343bc4d
   md5: 11b3379b191f63139e29c0d19dee24cd
@@ -13431,6 +13394,21 @@ packages:
   - pkg:pypi/ormsgpack?source=hash-mapping
   size: 216988
   timestamp: 1773504673147
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/ormsgpack-1.12.2-py312h37edab1_1.conda
+  sha256: 744f29cf54802755472436a335b58513e89f510a4385cffa484aa2cb624e7a23
+  md5: 29dc14dfea2eaa77d7e2b67e0854d5ad
+  depends:
+  - python
+  - __osx >=11.0
+  - python 3.12.* *_cpython
+  - python_abi 3.12.* *_cp312
+  constrains:
+  - __osx >=11.0
+  license: MIT AND Apache-2.0
+  purls:
+  - pkg:pypi/ormsgpack?source=hash-mapping
+  size: 208401
+  timestamp: 1773504665885
 - conda: https://conda.anaconda.org/conda-forge/win-64/ormsgpack-1.12.2-py312h7457b8c_1.conda
   sha256: 90a454748f6cda68051197afe6557ee8fbde44a9271a8aeabac9a5d4a5bf96f6
   md5: 16839319faaa0c2bf74a2b6a00c3c4cb
@@ -16256,31 +16234,38 @@ packages:
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   size: 227843
   timestamp: 1733730112409
-- pypi: https://files.pythonhosted.org/packages/bb/a6/a607a737dc1a00b7afe267b9bfde101b8cee2529e197e57471d23137d4e5/sentence_transformers-5.1.2-py3-none-any.whl
+- pypi: https://files.pythonhosted.org/packages/76/c1/dc1582b79e9a2eb0cddf9559cd9bcdff084f541d6fe881fdd9d98630dba7/sentence_transformers-5.6.0-py3-none-any.whl
   name: sentence-transformers
-  version: 5.1.2
-  sha256: 724ce0ea62200f413f1a5059712aff66495bc4e815a1493f7f9bca242414c333
+  version: 5.6.0
+  sha256: d2075b5e687a1611005e20ab04a6846994d51adfcf39610aed066af3c0c0b81f
   requires_dist:
-  - transformers>=4.41.0,<5.0.0
-  - tqdm
+  - transformers>=4.41.0,<6.0.0
+  - huggingface-hub>=0.23.0
   - torch>=1.11.0
-  - scikit-learn
-  - scipy
-  - huggingface-hub>=0.20.0
-  - pillow
+  - numpy>=1.20.0
+  - scikit-learn>=0.22.0
+  - scipy>=1.0.0
   - typing-extensions>=4.5.0
-  - datasets ; extra == 'train'
+  - tqdm>=4.0.0
+  - transformers[vision] ; extra == 'image'
+  - transformers[audio] ; extra == 'audio'
+  - transformers[video] ; extra == 'video'
+  - datasets>=2.0.0 ; extra == 'train'
   - accelerate>=0.20.3 ; extra == 'train'
-  - optimum[onnxruntime]>=1.23.1 ; extra == 'onnx'
-  - optimum[onnxruntime-gpu]>=1.23.1 ; extra == 'onnx-gpu'
-  - optimum-intel[openvino]>=1.20.0 ; extra == 'openvino'
-  - datasets ; extra == 'dev'
+  - optimum-onnx[onnxruntime] ; extra == 'onnx'
+  - optimum-onnx[onnxruntime-gpu] ; extra == 'onnx-gpu'
+  - optimum-intel[openvino] ; extra == 'openvino'
+  - datasets>=2.0.0 ; extra == 'dev'
   - accelerate>=0.20.3 ; extra == 'dev'
   - pre-commit ; extra == 'dev'
   - pytest ; extra == 'dev'
   - pytest-cov ; extra == 'dev'
+  - pytest-env ; extra == 'dev'
+  - pytest-subtests ; extra == 'dev'
+  - pytest-xdist ; extra == 'dev'
   - peft ; extra == 'dev'
-  requires_python: '>=3.9'
+  - transformers[audio,video,vision] ; extra == 'dev'
+  requires_python: '>=3.10'
 - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-80.9.0-pyhff2d567_0.conda
   sha256: 972560fcf9657058e3e1f97186cc94389144b46dbdf58c807ce62e83f977e863
   md5: 4de79c071274a53dcaf2a8c749d1499e
@@ -17123,13 +17108,12 @@ packages:
   - pytest-mypy-testing ; extra == 'test'
   - pytest>=7.0,<8.2 ; extra == 'test'
   requires_python: '>=3.8'
-- conda: https://conda.anaconda.org/conda-forge/noarch/transformers-4.57.3-pyhd8ed1ab_0.conda
-  sha256: 1ea962d2dabe712ed7d416d68b7480d363360cb334a670797cec93770d9e7142
-  md5: a22822526af0db04ece774afa488781f
+- conda: https://conda.anaconda.org/conda-forge/noarch/transformers-5.13.0-pyhd8ed1ab_0.conda
+  sha256: a19588e70bb6c94daf751c081ed888ac01af15c58679c9ddf19fb9a78cb82065
+  md5: 7ce0617516c6a7bf2dd2cb5ab4066dcc
   depends:
-  - datasets !=2.5.0
   - filelock
-  - huggingface_hub >=0.34.0,<1.0
+  - huggingface_hub >=1.3.0,<2.0
   - numpy >=1.17
   - packaging >=20.0
   - python >=3.10
@@ -17143,8 +17127,8 @@ packages:
   license_family: APACHE
   purls:
   - pkg:pypi/transformers?source=hash-mapping
-  size: 4379083
-  timestamp: 1764089024924
+  size: 4345790
+  timestamp: 1783103998773
 - pypi: https://files.pythonhosted.org/packages/f2/50/9a8358d3ef58162c0a415d173cfb45b67de60176e1024f71fbc4d24c0b6d/triton-3.5.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
   name: triton
   version: 3.5.1
@@ -17218,6 +17202,14 @@ packages:
   purls: []
   size: 91383
   timestamp: 1756220668932
+- pypi: https://files.pythonhosted.org/packages/65/f3/107a22063bf27bdccf2024833d3445f4eea42b2e598abfbd46f6a63b6cb0/typing_inspect-0.9.0-py3-none-any.whl
+  name: typing-inspect
+  version: 0.9.0
+  sha256: 9ee6fc59062311ef8547596ab6b955e1b8aa46242d854bfc78f4f6b0eff35f9f
+  requires_dist:
+  - mypy-extensions>=0.3.0
+  - typing-extensions>=3.7.4
+  - typing>=3.7.4 ; python_full_version < '3.5'
 - conda: https://conda.anaconda.org/conda-forge/noarch/typing-inspection-0.4.2-pyhd8ed1ab_1.conda
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   md5: a0a4a3035667fc34f29bfbd5c190baa6
@@ -17242,19 +17234,6 @@ packages:
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   size: 51692
   timestamp: 1756220668932
-- conda: https://conda.anaconda.org/conda-forge/noarch/typing_inspect-0.9.0-pyhd8ed1ab_1.conda
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-  depends:
-  - mypy_extensions >=0.3.0
-  - python >=3.9
-  - typing_extensions >=3.7.4
-  license: MIT
-  license_family: MIT
-  purls:
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-  size: 14919
-  timestamp: 1733845966415
 - conda: https://conda.anaconda.org/conda-forge/noarch/typing_utils-0.1.0-pyhd8ed1ab_1.conda
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@@ -17490,6 +17469,75 @@ packages:
   - pkg:pypi/urllib3?source=hash-mapping
   size: 101735
   timestamp: 1750271478254
+- conda: https://conda.anaconda.org/conda-forge/linux-64/uuid-utils-0.16.1-py310h6de7dc8_0.conda
+  noarch: python
+  sha256: aaa39748aaf1ff3d1b238dc210c8b78fc581f5e769171ab0b821d12d63fde7c6
+  md5: cc57c7dc667694bc8bddecc6571a9093
+  depends:
+  - python
+  - libgcc >=14
+  - __glibc >=2.17,<3.0.a0
+  - _python_abi3_support 1.*
+  - cpython >=3.10
+  constrains:
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+  license: BSD-3-Clause
+  license_family: BSD
+  purls:
+  - pkg:pypi/uuid-utils?source=hash-mapping
+  size: 336132
+  timestamp: 1781763185693
+- conda: https://conda.anaconda.org/conda-forge/osx-64/uuid-utils-0.16.1-py310h332ba72_0.conda
+  noarch: python
+  sha256: b88b459b530a2427b98ed6796ea1dc31821f4c467fbd0038518022382406c178
+  md5: 87133be421be29058bc16014d984fab6
+  depends:
+  - python
+  - __osx >=11.0
+  - _python_abi3_support 1.*
+  - cpython >=3.10
+  constrains:
+  - __osx >=11.0
+  license: BSD-3-Clause
+  license_family: BSD
+  purls:
+  - pkg:pypi/uuid-utils?source=hash-mapping
+  size: 306811
+  timestamp: 1781763290258
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/uuid-utils-0.16.1-py310hf32026f_0.conda
+  noarch: python
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+  md5: e128fec74ef9c2f661b9f01dabd10f6c
+  depends:
+  - python
+  - __osx >=11.0
+  - _python_abi3_support 1.*
+  - cpython >=3.10
+  constrains:
+  - __osx >=11.0
+  license: BSD-3-Clause
+  license_family: BSD
+  purls:
+  - pkg:pypi/uuid-utils?source=hash-mapping
+  size: 306527
+  timestamp: 1781763221511
+- conda: https://conda.anaconda.org/conda-forge/win-64/uuid-utils-0.16.1-py310hb39080a_0.conda
+  noarch: python
+  sha256: 7a39af69b48497b0a754b664162e3e494d7de9fd5048b261caae5fab36abeabc
+  md5: bbdd9e1642afb632162b7fe995f0488a
+  depends:
+  - python
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
+  - ucrt >=10.0.20348.0
+  - _python_abi3_support 1.*
+  - cpython >=3.10
+  license: BSD-3-Clause
+  license_family: BSD
+  purls:
+  - pkg:pypi/uuid-utils?source=hash-mapping
+  size: 194433
+  timestamp: 1781763219680
 - conda: https://conda.anaconda.org/conda-forge/noarch/uvicorn-0.38.0-pyh31011fe_0.conda
   sha256: 32e637726fd7cfeb74058e829b116e17514d001846fef56d8c763ec9ec5ac887
   md5: d3aa78bc38d9478e9eed5f128ba35f41
diff --git a/pixi.toml b/pixi.toml
index ab5b0c397..a52270e9c 100644
--- a/pixi.toml
+++ b/pixi.toml
@@ -30,12 +30,12 @@ aiohttp = ">=3.12.13,<4"
 python-fasthtml = ">=0.12.20,<0.13"
 alembic = ">=1.13.3,<2"
 datasets = ">=3.2.0,<4"
-langchain-community = ">=0.3.24,<0.4"
-langchain-anthropic = ">=0.3.1,<0.4"
-langgraph = ">=0.2.60,<0.3"
+langchain-community = ">=0.4.1,<0.5"
+langchain-anthropic = ">=1.4.6,<2"
+langgraph = ">=1.0,<1.2"
 pillow = ">=11.1.0,<12"
-transformers = ">=4.47.1,<5"
-langchain-openai = ">=0.3.3,<0.4"
+transformers = ">=5.3.0,<6"
+langchain-openai = ">=1.0,<1.2"
 rich-click = ">=1.8.6,<2"
 tomlkit = ">=0.13.2,<0.14"
 chromadb = ">=1.0.12,<2"
diff --git a/requirements/requirements.txt b/requirements/requirements.txt
index 819ecbb64..546124cf0 100644
--- a/requirements/requirements.txt
+++ b/requirements/requirements.txt
@@ -36,11 +36,11 @@ alembic>=1.13.3,<2
 
 # AI/ML and language models
 datasets>=3.2.0,<4
-langchain-community>=0.3.24,<0.4
-langchain-anthropic>=0.3.1,<0.4
-langgraph>=0.2.60,<1.2
-transformers>=4.47.1,<5
-langchain-openai>=0.3.3,<1.2
+langchain-community>=0.4.1,<0.5
+langchain-anthropic>=1.4.6,<2
+langgraph>=1.0,<1.2
+transformers>=5.3.0,<6
+langchain-openai>=1.0,<1.2
 chromadb>=1.0.12,<2
 
 # Image processing