diff --git a/poetry.lock b/poetry.lock
index a651a37..229c498 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 2.1.4 and should not be changed by hand.
 
 [[package]]
 name = "aiohappyeyeballs"
@@ -14,103 +14,103 @@ files = [
 
 [[package]]
 name = "aiohttp"
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 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.9"
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 ]
 
 [package.dependencies]
 aiohappyeyeballs = ">=2.5.0"
-aiosignal = ">=1.1.2"
+aiosignal = ">=1.4.0"
 async-timeout = {version = ">=4.0,<6.0", markers = "python_version < \"3.11\""}
 attrs = ">=17.3.0"
 frozenlist = ">=1.1.1"
@@ -123,18 +123,19 @@ speedups = ["Brotli ; platform_python_implementation == \"CPython\"", "aiodns (>
 
 [[package]]
 name = "aiosignal"
-version = "1.3.2"
+version = "1.4.0"
 description = "aiosignal: a list of registered asynchronous callbacks"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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+    {file = "aiosignal-1.4.0.tar.gz", hash = "sha256:f47eecd9468083c2029cc99945502cb7708b082c232f9aca65da147157b251c7"},
 ]
 
 [package.dependencies]
 frozenlist = ">=1.1.0"
+typing-extensions = {version = ">=4.2", markers = "python_version < \"3.13\""}
 
 [[package]]
 name = "alabaster"
@@ -162,14 +163,14 @@ files = [
 
 [[package]]
 name = "anyio"
-version = "4.9.0"
-description = "High level compatibility layer for multiple asynchronous event loop implementations"
+version = "4.10.0"
+description = "High-level concurrency and networking framework on top of asyncio or Trio"
 optional = false
 python-versions = ">=3.9"
 groups = ["main", "dev"]
 files = [
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+    {file = "anyio-4.10.0.tar.gz", hash = "sha256:3f3fae35c96039744587aa5b8371e7e8e603c0702999535961dd336026973ba6"},
 ]
 
 [package.dependencies]
@@ -179,8 +180,6 @@ sniffio = ">=1.1"
 typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
 
 [package.extras]
-doc = ["Sphinx (>=8.2,<9.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx_rtd_theme"]
-test = ["anyio[trio]", "blockbuster (>=1.5.23)", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1) ; python_version >= \"3.10\"", "uvloop (>=0.21) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\" and python_version < \"3.14\""]
 trio = ["trio (>=0.26.1)"]
 
 [[package]]
@@ -213,41 +212,42 @@ argon2-cffi-bindings = "*"
 
 [[package]]
 name = "argon2-cffi-bindings"
-version = "21.2.0"
+version = "25.1.0"
 description = "Low-level CFFI bindings for Argon2"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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-
-[package.dependencies]
-cffi = ">=1.0.1"
-
-[package.extras]
-dev = ["cogapp", "pre-commit", "pytest", "wheel"]
-tests = ["pytest"]
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+]
+
+[package.dependencies]
+cffi = {version = ">=1.0.1", markers = "python_version < \"3.14\""}
 
 [[package]]
 name = "arrow"
@@ -517,14 +517,14 @@ css = ["tinycss2 (>=1.1.0,<1.5)"]
 
 [[package]]
 name = "build"
-version = "1.2.2.post1"
+version = "1.3.0"
 description = "A simple, correct Python build frontend"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
@@ -535,11 +535,8 @@ pyproject_hooks = "*"
 tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
 
 [package.extras]
-docs = ["furo (>=2023.08.17)", "sphinx (>=7.0,<8.0)", "sphinx-argparse-cli (>=1.5)", "sphinx-autodoc-typehints (>=1.10)", "sphinx-issues (>=3.0.0)"]
-test = ["build[uv,virtualenv]", "filelock (>=3)", "pytest (>=6.2.4)", "pytest-cov (>=2.12)", "pytest-mock (>=2)", "pytest-rerunfailures (>=9.1)", "pytest-xdist (>=1.34)", "setuptools (>=42.0.0) ; python_version < \"3.10\"", "setuptools (>=56.0.0) ; python_version == \"3.10\"", "setuptools (>=56.0.0) ; python_version == \"3.11\"", "setuptools (>=67.8.0) ; python_version >= \"3.12\"", "wheel (>=0.36.0)"]
-typing = ["build[uv]", "importlib-metadata (>=5.1)", "mypy (>=1.9.0,<1.10.0)", "tomli", "typing-extensions (>=3.7.4.3)"]
 uv = ["uv (>=0.1.18)"]
-virtualenv = ["virtualenv (>=20.0.35)"]
+virtualenv = ["virtualenv (>=20.11) ; python_version < \"3.10\"", "virtualenv (>=20.17) ; python_version >= \"3.10\" and python_version < \"3.14\"", "virtualenv (>=20.31) ; python_version >= \"3.14\""]
 
 [[package]]
 name = "cachetools"
@@ -555,14 +552,14 @@ files = [
 
 [[package]]
 name = "certifi"
-version = "2025.6.15"
+version = "2025.8.3"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.7"
 groups = ["main", "dev", "docs"]
 files = [
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+    {file = "certifi-2025.8.3.tar.gz", hash = "sha256:e564105f78ded564e3ae7c923924435e1daa7463faeab5bb932bc53ffae63407"},
 ]
 
 [[package]]
@@ -750,18 +747,18 @@ files = [
 
 [[package]]
 name = "chromadb"
-version = "1.0.13"
+version = "1.0.15"
 description = "Chroma."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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+    {file = "chromadb-1.0.15.tar.gz", hash = "sha256:3e910da3f5414e2204f89c7beca1650847f2bf3bd71f11a2e40aad1eb31050aa"},
 ]
 
 [package.dependencies]
@@ -780,7 +777,7 @@ opentelemetry-exporter-otlp-proto-grpc = ">=1.2.0"
 opentelemetry-sdk = ">=1.2.0"
 orjson = ">=3.9.12"
 overrides = ">=7.3.1"
-posthog = ">=2.4.0"
+posthog = ">=2.4.0,<6.0.0"
 pybase64 = ">=1.4.1"
 pydantic = ">=1.9"
 pypika = ">=0.48.9"
@@ -861,19 +858,16 @@ cron = ["capturer (>=2.4)"]
 
 [[package]]
 name = "comm"
-version = "0.2.2"
+version = "0.2.3"
 description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc."
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev", "docs"]
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@@ -1541,14 +1570,14 @@ files = [
 
 [[package]]
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+version = "2025.7.0"
 description = "File-system specification"
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 python-versions = ">=3.9"
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 [package.extras]
@@ -1556,7 +1585,7 @@ abfs = ["adlfs"]
 adl = ["adlfs"]
 arrow = ["pyarrow (>=1)"]
 dask = ["dask", "distributed"]
-dev = ["pre-commit", "ruff"]
+dev = ["pre-commit", "ruff (>=0.5)"]
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 tqdm = ["tqdm"]
 
 [[package]]
@@ -1695,83 +1724,83 @@ test = ["objgraph", "psutil"]
 
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+    {file = "grpcio-1.74.0-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:22b834cef33429ca6cc28303c9c327ba9a3fafecbf62fae17e9a7b7163cc43ac"},
+    {file = "grpcio-1.74.0-cp39-cp39-win32.whl", hash = "sha256:7d95d71ff35291bab3f1c52f52f474c632db26ea12700c2ff0ea0532cb0b5854"},
+    {file = "grpcio-1.74.0-cp39-cp39-win_amd64.whl", hash = "sha256:ecde9ab49f58433abe02f9ed076c7b5be839cf0153883a6d23995937a82392fa"},
+    {file = "grpcio-1.74.0.tar.gz", hash = "sha256:80d1f4fbb35b0742d3e3d3bb654b7381cd5f015f8497279a1e9c21ba623e01b1"},
+]
+
+[package.extras]
+protobuf = ["grpcio-tools (>=1.74.0)"]
 
 [[package]]
 name = "guidance"
-version = "0.2.3"
+version = "0.2.5"
 description = "A guidance language for controlling large language models."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "guidance-0.2.3-py3-none-any.whl", hash = "sha256:386f4af9b68f7ae8eb1641e3ae5d9bb1513d28eecc3504632ed61f1a87aeb85e"},
-    {file = "guidance-0.2.3.tar.gz", hash = "sha256:25e0000c2022aa610ecf532a6750adb01d8f023e2aaccfcf7511f79e3d9a716f"},
+    {file = "guidance-0.2.5-py3-none-any.whl", hash = "sha256:96b824e16aa28139643974e050644deaaa83953782f3bfdc7d45acb44d809a67"},
+    {file = "guidance-0.2.5.tar.gz", hash = "sha256:df95538387b1ea5a011b87e3965042a6a4ad83651a3f2a8a6f22e97b036da680"},
 ]
 
 [package.dependencies]
 guidance-stitch = "0.1.5"
-llguidance = "0.7.26"
+llguidance = "1.1.0"
 numpy = "*"
 psutil = "*"
 pydantic = "*"
@@ -1780,8 +1809,9 @@ requests = "*"
 [package.extras]
 all = ["azure-ai-inference", "openai (>=1.0)"]
 azureai = ["azure-ai-inference", "openai (>=1.0)"]
+dev = ["mypy", "ruff (==0.11.11)"]
 docs = ["huggingface_hub", "ipykernel", "ipython", "llama-cpp-python", "nbsphinx", "numpydoc", "sphinx", "sphinx_rtd_theme"]
-llamacpp = ["llama-cpp-python (==0.3.9)"]
+llamacpp = ["llama-cpp-python (==0.3.12)"]
 openai = ["openai (>=1.0)"]
 test = ["anytree", "azure-identity", "bitsandbytes", "diskcache", "jsonschema", "jupyter", "mypy (==1.9.0)", "papermill", "pillow", "protobuf", "pytest", "pytest-asyncio", "pytest-cov", "requests", "sentencepiece", "tiktoken (>=0.3)", "tokenizers", "torch", "transformers", "types-jsonschema", "types-regex", "types-requests"]
 transformers = ["transformers (==4.51.3)"]
@@ -1957,20 +1987,20 @@ files = [
 
 [[package]]
 name = "huggingface-hub"
-version = "0.33.1"
+version = "0.34.3"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
 groups = ["main"]
 files = [
-    {file = "huggingface_hub-0.33.1-py3-none-any.whl", hash = "sha256:ec8d7444628210c0ba27e968e3c4c973032d44dcea59ca0d78ef3f612196f095"},
-    {file = "huggingface_hub-0.33.1.tar.gz", hash = "sha256:589b634f979da3ea4b8bdb3d79f97f547840dc83715918daf0b64209c0844c7b"},
+    {file = "huggingface_hub-0.34.3-py3-none-any.whl", hash = "sha256:5444550099e2d86e68b2898b09e85878fbd788fc2957b506c6a79ce060e39492"},
+    {file = "huggingface_hub-0.34.3.tar.gz", hash = "sha256:d58130fd5aa7408480681475491c0abd7e835442082fbc3ef4d45b6c39f83853"},
 ]
 
 [package.dependencies]
 filelock = "*"
 fsspec = ">=2023.5.0"
-hf-xet = {version = ">=1.1.2,<2.0.0", markers = "platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\""}
+hf-xet = {version = ">=1.1.3,<2.0.0", markers = "platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\""}
 packaging = ">=20.9"
 pyyaml = ">=5.1"
 requests = "*"
@@ -1978,16 +2008,16 @@ tqdm = ">=4.42.1"
 typing-extensions = ">=3.7.4.3"
 
 [package.extras]
-all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "authlib (>=1.3.2)", "fastapi", "gradio (>=4.0.0)", "httpx", "itsdangerous", "jedi", "libcst (==1.4.0)", "mypy (==1.15.0) ; python_version >= \"3.9\"", "mypy (>=1.14.1,<1.15.0) ; python_version == \"3.8\"", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.9.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
+all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "authlib (>=1.3.2)", "fastapi", "gradio (>=4.0.0)", "httpx", "itsdangerous", "jedi", "libcst (>=1.4.0)", "mypy (==1.15.0) ; python_version >= \"3.9\"", "mypy (>=1.14.1,<1.15.0) ; python_version == \"3.8\"", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.9.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
 cli = ["InquirerPy (==0.3.4)"]
-dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "authlib (>=1.3.2)", "fastapi", "gradio (>=4.0.0)", "httpx", "itsdangerous", "jedi", "libcst (==1.4.0)", "mypy (==1.15.0) ; python_version >= \"3.9\"", "mypy (>=1.14.1,<1.15.0) ; python_version == \"3.8\"", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.9.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
+dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "authlib (>=1.3.2)", "fastapi", "gradio (>=4.0.0)", "httpx", "itsdangerous", "jedi", "libcst (>=1.4.0)", "mypy (==1.15.0) ; python_version >= \"3.9\"", "mypy (>=1.14.1,<1.15.0) ; python_version == \"3.8\"", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.9.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
 fastai = ["fastai (>=2.4)", "fastcore (>=1.3.27)", "toml"]
 hf-transfer = ["hf-transfer (>=0.1.4)"]
 hf-xet = ["hf-xet (>=1.1.2,<2.0.0)"]
 inference = ["aiohttp"]
 mcp = ["aiohttp", "mcp (>=1.8.0)", "typer"]
 oauth = ["authlib (>=1.3.2)", "fastapi", "httpx", "itsdangerous"]
-quality = ["libcst (==1.4.0)", "mypy (==1.15.0) ; python_version >= \"3.9\"", "mypy (>=1.14.1,<1.15.0) ; python_version == \"3.8\"", "ruff (>=0.9.0)"]
+quality = ["libcst (>=1.4.0)", "mypy (==1.15.0) ; python_version >= \"3.9\"", "mypy (>=1.14.1,<1.15.0) ; python_version == \"3.8\"", "ruff (>=0.9.0)"]
 tensorflow = ["graphviz", "pydot", "tensorflow"]
 tensorflow-testing = ["keras (<3.0)", "tensorflow"]
 testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "authlib (>=1.3.2)", "fastapi", "gradio (>=4.0.0)", "httpx", "itsdangerous", "jedi", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
@@ -2047,7 +2077,7 @@ files = [
     {file = "importlib_metadata-8.7.0-py3-none-any.whl", hash = "sha256:e5dd1551894c77868a30651cef00984d50e1002d06942a7101d34870c5f02afd"},
     {file = "importlib_metadata-8.7.0.tar.gz", hash = "sha256:d13b81ad223b890aa16c5471f2ac3056cf76c5f10f82d6f9292f0b415f389000"},
 ]
-markers = {dev = "python_version < \"3.10\"", docs = "python_version < \"3.10\""}
+markers = {dev = "python_version == \"3.9\"", docs = "python_version == \"3.9\""}
 
 [package.dependencies]
 zipp = ">=3.20"
@@ -2072,7 +2102,7 @@ files = [
     {file = "importlib_resources-6.5.2-py3-none-any.whl", hash = "sha256:789cfdc3ed28c78b67a06acb8126751ced69a3d5f79c095a98298cd8a760ccec"},
     {file = "importlib_resources-6.5.2.tar.gz", hash = "sha256:185f87adef5bcc288449d98fb4fba07cea78bc036455dd44c5fc4a2fe78fed2c"},
 ]
-markers = {docs = "python_version < \"3.10\""}
+markers = {docs = "python_version == \"3.9\""}
 
 [package.dependencies]
 zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
@@ -2099,37 +2129,37 @@ files = [
 
 [[package]]
 name = "ipykernel"
-version = "6.29.5"
+version = "6.30.1"
 description = "IPython Kernel for Jupyter"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev", "docs"]
 files = [
-    {file = "ipykernel-6.29.5-py3-none-any.whl", hash = "sha256:afdb66ba5aa354b09b91379bac28ae4afebbb30e8b39510c9690afb7a10421b5"},
-    {file = "ipykernel-6.29.5.tar.gz", hash = "sha256:f093a22c4a40f8828f8e330a9c297cb93dcab13bd9678ded6de8e5cf81c56215"},
+    {file = "ipykernel-6.30.1-py3-none-any.whl", hash = "sha256:aa6b9fb93dca949069d8b85b6c79b2518e32ac583ae9c7d37c51d119e18b3fb4"},
+    {file = "ipykernel-6.30.1.tar.gz", hash = "sha256:6abb270161896402e76b91394fcdce5d1be5d45f456671e5080572f8505be39b"},
 ]
 
 [package.dependencies]
-appnope = {version = "*", markers = "platform_system == \"Darwin\""}
+appnope = {version = ">=0.1.2", markers = "platform_system == \"Darwin\""}
 comm = ">=0.1.1"
 debugpy = ">=1.6.5"
 ipython = ">=7.23.1"
-jupyter-client = ">=6.1.12"
+jupyter-client = ">=8.0.0"
 jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
 matplotlib-inline = ">=0.1"
-nest-asyncio = "*"
-packaging = "*"
-psutil = "*"
-pyzmq = ">=24"
-tornado = ">=6.1"
+nest-asyncio = ">=1.4"
+packaging = ">=22"
+psutil = ">=5.7"
+pyzmq = ">=25"
+tornado = ">=6.2"
 traitlets = ">=5.4.0"
 
 [package.extras]
-cov = ["coverage[toml]", "curio", "matplotlib", "pytest-cov", "trio"]
-docs = ["myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "trio"]
+cov = ["coverage[toml]", "matplotlib", "pytest-cov", "trio"]
+docs = ["intersphinx-registry", "myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "trio"]
 pyqt5 = ["pyqt5"]
 pyside6 = ["pyside6"]
-test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.23.5)", "pytest-cov", "pytest-timeout"]
+test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0,<9)", "pytest-asyncio (>=0.23.5)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "ipython"
@@ -2172,15 +2202,15 @@ test-extra = ["curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.22)", "pa
 
 [[package]]
 name = "ipython"
-version = "9.3.0"
+version = "9.4.0"
 description = "IPython: Productive Interactive Computing"
 optional = false
 python-versions = ">=3.11"
 groups = ["main", "dev", "docs"]
 markers = "python_version >= \"3.11\""
 files = [
-    {file = "ipython-9.3.0-py3-none-any.whl", hash = "sha256:1a0b6dd9221a1f5dddf725b57ac0cb6fddc7b5f470576231ae9162b9b3455a04"},
-    {file = "ipython-9.3.0.tar.gz", hash = "sha256:79eb896f9f23f50ad16c3bc205f686f6e030ad246cc309c6279a242b14afe9d8"},
+    {file = "ipython-9.4.0-py3-none-any.whl", hash = "sha256:25850f025a446d9b359e8d296ba175a36aedd32e83ca9b5060430fe16801f066"},
+    {file = "ipython-9.4.0.tar.gz", hash = "sha256:c033c6d4e7914c3d9768aabe76bbe87ba1dc66a92a05db6bfa1125d81f2ee270"},
 ]
 
 [package.dependencies]
@@ -2454,14 +2484,14 @@ files = [
 
 [[package]]
 name = "jsonschema"
-version = "4.24.0"
+version = "4.25.0"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["main", "dev", "docs"]
 files = [
-    {file = "jsonschema-4.24.0-py3-none-any.whl", hash = "sha256:a462455f19f5faf404a7902952b6f0e3ce868f3ee09a359b05eca6673bd8412d"},
-    {file = "jsonschema-4.24.0.tar.gz", hash = "sha256:0b4e8069eb12aedfa881333004bccaec24ecef5a8a6a4b6df142b2cc9599d196"},
+    {file = "jsonschema-4.25.0-py3-none-any.whl", hash = "sha256:24c2e8da302de79c8b9382fee3e76b355e44d2a4364bb207159ce10b517bd716"},
+    {file = "jsonschema-4.25.0.tar.gz", hash = "sha256:e63acf5c11762c0e6672ffb61482bdf57f0876684d8d249c0fe2d730d48bc55f"},
 ]
 
 [package.dependencies]
@@ -2474,13 +2504,14 @@ jsonschema-specifications = ">=2023.03.6"
 referencing = ">=0.28.4"
 rfc3339-validator = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
 rfc3986-validator = {version = ">0.1.0", optional = true, markers = "extra == \"format-nongpl\""}
+rfc3987-syntax = {version = ">=1.1.0", optional = true, markers = "extra == \"format-nongpl\""}
 rpds-py = ">=0.7.1"
 uri-template = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
 webcolors = {version = ">=24.6.0", optional = true, markers = "extra == \"format-nongpl\""}
 
 [package.extras]
 format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
-format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=24.6.0)"]
+format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "rfc3987-syntax (>=1.1.0)", "uri-template", "webcolors (>=24.6.0)"]
 
 [[package]]
 name = "jsonschema-specifications"
@@ -2616,19 +2647,19 @@ test = ["click", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.19.0)", "p
 
 [[package]]
 name = "jupyter-lsp"
-version = "2.2.5"
+version = "2.2.6"
 description = "Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
 files = [
-    {file = "jupyter-lsp-2.2.5.tar.gz", hash = "sha256:793147a05ad446f809fd53ef1cd19a9f5256fd0a2d6b7ce943a982cb4f545001"},
-    {file = "jupyter_lsp-2.2.5-py3-none-any.whl", hash = "sha256:45fbddbd505f3fbfb0b6cb2f1bc5e15e83ab7c79cd6e89416b248cb3c00c11da"},
+    {file = "jupyter_lsp-2.2.6-py3-none-any.whl", hash = "sha256:283783752bf0b459ee7fa88effa72104d87dd343b82d5c06cf113ef755b15b6d"},
+    {file = "jupyter_lsp-2.2.6.tar.gz", hash = "sha256:0566bd9bb04fd9e6774a937ed01522b555ba78be37bebef787c8ab22de4c0361"},
 ]
 
 [package.dependencies]
-importlib-metadata = {version = ">=4.8.3", markers = "python_version < \"3.10\""}
-jupyter-server = ">=1.1.2"
+importlib_metadata = {version = ">=4.8.3", markers = "python_version < \"3.10\""}
+jupyter_server = ">=1.1.2"
 
 [[package]]
 name = "jupyter-server"
@@ -2689,14 +2720,14 @@ test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>
 
 [[package]]
 name = "jupyterlab"
-version = "4.4.3"
+version = "4.4.5"
 description = "JupyterLab computational environment"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
-    {file = "jupyterlab-4.4.3-py3-none-any.whl", hash = "sha256:164302f6d4b6c44773dfc38d585665a4db401a16e5296c37df5cba63904fbdea"},
-    {file = "jupyterlab-4.4.3.tar.gz", hash = "sha256:a94c32fd7f8b93e82a49dc70a6ec45a5c18281ca2a7228d12765e4e210e5bca2"},
+    {file = "jupyterlab-4.4.5-py3-none-any.whl", hash = "sha256:e76244cceb2d1fb4a99341f3edc866f2a13a9e14c50368d730d75d8017be0863"},
+    {file = "jupyterlab-4.4.5.tar.gz", hash = "sha256:0bd6c18e6a3c3d91388af6540afa3d0bb0b2e76287a7b88ddf20ab41b336e595"},
 ]
 
 [package.dependencies]
@@ -3020,20 +3051,20 @@ adal = ["adal (>=1.0.2)"]
 
 [[package]]
 name = "langchain"
-version = "0.3.26"
+version = "0.3.27"
 description = "Building applications with LLMs through composability"
 optional = false
-python-versions = ">=3.9"
+python-versions = "<4.0,>=3.9"
 groups = ["main"]
 files = [
-    {file = "langchain-0.3.26-py3-none-any.whl", hash = "sha256:361bb2e61371024a8c473da9f9c55f4ee50f269c5ab43afdb2b1309cb7ac36cf"},
-    {file = "langchain-0.3.26.tar.gz", hash = "sha256:8ff034ee0556d3e45eff1f1e96d0d745ced57858414dba7171c8ebdbeb5580c9"},
+    {file = "langchain-0.3.27-py3-none-any.whl", hash = "sha256:7b20c4f338826acb148d885b20a73a16e410ede9ee4f19bb02011852d5f98798"},
+    {file = "langchain-0.3.27.tar.gz", hash = "sha256:aa6f1e6274ff055d0fd36254176770f356ed0a8994297d1df47df341953cec62"},
 ]
 
 [package.dependencies]
 async-timeout = {version = ">=4.0.0,<5.0.0", markers = "python_version < \"3.11\""}
-langchain-core = ">=0.3.66,<1.0.0"
-langchain-text-splitters = ">=0.3.8,<1.0.0"
+langchain-core = ">=0.3.72,<1.0.0"
+langchain-text-splitters = ">=0.3.9,<1.0.0"
 langsmith = ">=0.1.17"
 pydantic = ">=2.7.4,<3.0.0"
 PyYAML = ">=5.3"
@@ -3061,31 +3092,31 @@ xai = ["langchain-xai"]
 
 [[package]]
 name = "langchain-chroma"
-version = "0.2.4"
+version = "0.2.5"
 description = "An integration package connecting Chroma and LangChain."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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+    {file = "langchain_chroma-0.2.5.tar.gz", hash = "sha256:b63e9df8c3fbb316313c232214b7bc8b696a505039a6f7adf29b992a74cc4b2e"},
 ]
 
 [package.dependencies]
 chromadb = ">=1.0.9"
-langchain-core = ">=0.3.60"
+langchain-core = ">=0.3.70"
 numpy = {version = ">=1.26.0", markers = "python_version < \"3.13\""}
 
 [[package]]
 name = "langchain-community"
-version = "0.3.26"
+version = "0.3.27"
 description = "Community contributed LangChain integrations."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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+    {file = "langchain_community-0.3.27-py3-none-any.whl", hash = "sha256:581f97b795f9633da738ea95da9cb78f8879b538090c9b7a68c0aed49c828f0d"},
+    {file = "langchain_community-0.3.27.tar.gz", hash = "sha256:e1037c3b9da0c6d10bf06e838b034eb741e016515c79ef8f3f16e53ead33d882"},
 ]
 
 [package.dependencies]
@@ -3104,20 +3135,20 @@ tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10"
 
 [[package]]
 name = "langchain-core"
-version = "0.3.66"
+version = "0.3.72"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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+    {file = "langchain_core-0.3.72-py3-none-any.whl", hash = "sha256:9fa15d390600eb6b6544397a7aa84be9564939b6adf7a2b091179ea30405b240"},
+    {file = "langchain_core-0.3.72.tar.gz", hash = "sha256:4de3828909b3d7910c313242ab07b241294650f5cb6eac17738dd3638b1cd7de"},
 ]
 
 [package.dependencies]
 jsonpatch = ">=1.33,<2.0"
 langsmith = ">=0.3.45"
-packaging = ">=23.2,<25"
+packaging = ">=23.2"
 pydantic = ">=2.7.4"
 PyYAML = ">=5.3"
 tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10.0.0"
@@ -3125,19 +3156,19 @@ typing-extensions = ">=4.7"
 
 [[package]]
 name = "langchain-huggingface"
-version = "0.3.0"
+version = "0.3.1"
 description = "An integration package connecting Hugging Face and LangChain."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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+    {file = "langchain_huggingface-0.3.1-py3-none-any.whl", hash = "sha256:de10a692dc812885696fbaab607d28ac86b833b0f305bccd5d82d60336b07b7d"},
+    {file = "langchain_huggingface-0.3.1.tar.gz", hash = "sha256:0a145534ce65b5a723c8562c456100a92513bbbf212e6d8c93fdbae174b41341"},
 ]
 
 [package.dependencies]
-huggingface-hub = ">=0.30.2"
-langchain-core = ">=0.3.65,<1.0.0"
+huggingface-hub = ">=0.33.4"
+langchain-core = ">=0.3.70,<1.0.0"
 tokenizers = ">=0.19.1"
 
 [package.extras]
@@ -3162,62 +3193,81 @@ tiktoken = ">=0.7,<1"
 
 [[package]]
 name = "langchain-text-splitters"
-version = "0.3.8"
+version = "0.3.9"
 description = "LangChain text splitting utilities"
 optional = false
-python-versions = "<4.0,>=3.9"
+python-versions = ">=3.9"
 groups = ["main"]
 files = [
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+    {file = "langchain_text_splitters-0.3.9-py3-none-any.whl", hash = "sha256:cee0bb816211584ea79cc79927317c358543f40404bcfdd69e69ba3ccde54401"},
+    {file = "langchain_text_splitters-0.3.9.tar.gz", hash = "sha256:7cd1e5a3aaf609979583eeca2eb34177622570b8fa8f586a605c6b1c34e7ebdb"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.3.51,<1.0.0"
+langchain-core = ">=0.3.72,<1.0.0"
 
 [[package]]
 name = "langsmith"
-version = "0.4.4"
+version = "0.4.11"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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+    {file = "langsmith-0.4.11.tar.gz", hash = "sha256:2cb39a8af795ff4014e60ca07a73a9bcd89b67837193c9f6be22efb5c9c4c846"},
 ]
 
 [package.dependencies]
 httpx = ">=0.23.0,<1"
-orjson = {version = ">=3.9.14,<4.0.0", markers = "platform_python_implementation != \"PyPy\""}
+orjson = {version = ">=3.9.14", markers = "platform_python_implementation != \"PyPy\""}
 packaging = ">=23.2"
 pydantic = ">=1,<3"
-requests = ">=2,<3"
-requests-toolbelt = ">=1.0.0,<2.0.0"
-zstandard = ">=0.23.0,<0.24.0"
+requests = ">=2.0.0"
+requests-toolbelt = ">=1.0.0"
+zstandard = ">=0.23.0"
+
+[package.extras]
+langsmith-pyo3 = ["langsmith-pyo3 (>=0.1.0rc2)"]
+openai-agents = ["openai-agents (>=0.0.3)"]
+otel = ["opentelemetry-api (>=1.30.0)", "opentelemetry-exporter-otlp-proto-http (>=1.30.0)", "opentelemetry-sdk (>=1.30.0)"]
+pytest = ["pytest (>=7.0.0)", "rich (>=13.9.4)", "vcrpy (>=7.0.0)"]
+vcr = ["vcrpy (>=7.0.0)"]
+
+[[package]]
+name = "lark"
+version = "1.2.2"
+description = "a modern parsing library"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+files = [
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+]
 
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-pytest = ["pytest (>=7.0.0)", "rich (>=13.9.4,<14.0.0)"]
+atomic-cache = ["atomicwrites"]
+interegular = ["interegular (>=0.3.1,<0.4.0)"]
+nearley = ["js2py"]
+regex = ["regex"]
 
 [[package]]
 name = "llguidance"
-version = "0.7.26"
+version = "1.1.0"
 description = "Bindings for the Low-level Guidance (llguidance) Rust library for use within Guidance"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 ]
 
 [[package]]
@@ -3405,47 +3455,68 @@ dev = ["meson-python (>=0.13.1,<0.17.0)", "numpy (>=1.25)", "pybind11 (>=2.6,!=2
 
 [[package]]
 name = "matplotlib"
-version = "3.10.3"
+version = "3.10.5"
 description = "Python plotting package"
 optional = false
 python-versions = ">=3.10"
 groups = ["docs"]
 markers = "python_version >= \"3.11\""
 files = [
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 [[package]]
 name = "mpmath"
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 ]
 
 [package.dependencies]
@@ -4405,21 +4554,21 @@ tqdm = ">4"
 typing-extensions = ">=4.11,<5"
 
 [package.extras]
-aiohttp = ["aiohttp", "httpx-aiohttp (>=0.1.6)"]
+aiohttp = ["aiohttp", "httpx-aiohttp (>=0.1.8)"]
 datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
 realtime = ["websockets (>=13,<16)"]
 voice-helpers = ["numpy (>=2.0.2)", "sounddevice (>=0.5.1)"]
 
 [[package]]
 name = "opentelemetry-api"
-version = "1.34.1"
+version = "1.36.0"
 description = "OpenTelemetry Python API"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
@@ -4428,168 +4577,179 @@ typing-extensions = ">=4.5.0"
 
 [[package]]
 name = "opentelemetry-exporter-otlp-proto-common"
-version = "1.34.1"
+version = "1.36.0"
 description = "OpenTelemetry Protobuf encoding"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
-opentelemetry-proto = "1.34.1"
+opentelemetry-proto = "1.36.0"
 
 [[package]]
 name = "opentelemetry-exporter-otlp-proto-grpc"
-version = "1.34.1"
+version = "1.36.0"
 description = "OpenTelemetry Collector Protobuf over gRPC Exporter"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
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+googleapis-common-protos = ">=1.57,<2.0"
 grpcio = {version = ">=1.63.2,<2.0.0", markers = "python_version < \"3.13\""}
 opentelemetry-api = ">=1.15,<2.0"
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-opentelemetry-proto = "1.34.1"
-opentelemetry-sdk = ">=1.34.1,<1.35.0"
-typing-extensions = ">=4.5.0"
+opentelemetry-exporter-otlp-proto-common = "1.36.0"
+opentelemetry-proto = "1.36.0"
+opentelemetry-sdk = ">=1.36.0,<1.37.0"
+typing-extensions = ">=4.6.0"
 
 [[package]]
 name = "opentelemetry-proto"
-version = "1.34.1"
+version = "1.36.0"
 description = "OpenTelemetry Python Proto"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
-protobuf = ">=5.0,<6.0"
+protobuf = ">=5.0,<7.0"
 
 [[package]]
 name = "opentelemetry-sdk"
-version = "1.34.1"
+version = "1.36.0"
 description = "OpenTelemetry Python SDK"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 [package.dependencies]
-opentelemetry-api = "1.34.1"
-opentelemetry-semantic-conventions = "0.55b1"
+opentelemetry-api = "1.36.0"
+opentelemetry-semantic-conventions = "0.57b0"
 typing-extensions = ">=4.5.0"
 
 [[package]]
 name = "opentelemetry-semantic-conventions"
-version = "0.55b1"
+version = "0.57b0"
 description = "OpenTelemetry Semantic Conventions"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
-opentelemetry-api = "1.34.1"
+opentelemetry-api = "1.36.0"
 typing-extensions = ">=4.5.0"
 
 [[package]]
 name = "orjson"
-version = "3.10.18"
+version = "3.11.1"
 description = "Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy"
 optional = false
 python-versions = ">=3.9"
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 [[package]]
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 optional = false
 python-versions = ">=3.9"
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 ]
 
 [package.dependencies]
@@ -7421,19 +7741,19 @@ test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,
 
 [[package]]
 name = "transformers"
-version = "4.53.0"
+version = "4.54.1"
 description = "State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow"
 optional = false
 python-versions = ">=3.9.0"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
 filelock = "*"
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 numpy = ">=1.17"
 packaging = ">=20.0"
 pyyaml = ">=5.1"
@@ -7445,22 +7765,23 @@ tqdm = ">=4.27"
 
 [package.extras]
 accelerate = ["accelerate (>=0.26.0)"]
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 flax-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
 ftfy = ["ftfy"]
-hf-xet = ["hf-xet"]
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 hub-kernels = ["kernels (>=0.6.1,<0.7)"]
 integrations = ["kernels (>=0.6.1,<0.7)", "optuna", "ray[tune] (>=2.7.0)", "sigopt"]
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 modelcreation = ["cookiecutter (==1.7.3)"]
 natten = ["natten (>=0.14.6,<0.15.0)"]
 num2words = ["num2words"]
@@ -7468,27 +7789,27 @@ onnx = ["onnxconverter-common", "onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1
 onnxruntime = ["onnxruntime (>=1.4.0)", "onnxruntime-tools (>=1.4.2)"]
 open-telemetry = ["opentelemetry-api", "opentelemetry-exporter-otlp", "opentelemetry-sdk"]
 optuna = ["optuna"]
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 ray = ["ray[tune] (>=2.7.0)"]
-retrieval = ["datasets (!=2.5.0)", "faiss-cpu"]
+retrieval = ["datasets (>=2.15.0)", "faiss-cpu"]
 ruff = ["ruff (==0.11.2)"]
 sagemaker = ["sagemaker (>=2.31.0)"]
 sentencepiece = ["protobuf", "sentencepiece (>=0.1.91,!=0.1.92)"]
-serving = ["fastapi", "pydantic", "starlette", "uvicorn"]
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 sigopt = ["sigopt"]
 sklearn = ["scikit-learn"]
 speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)", "torchaudio"]
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 tf = ["keras-nlp (>=0.3.1,<0.14.0)", "onnxconverter-common", "tensorflow (>2.9,<2.16)", "tensorflow-text (<2.16)", "tf2onnx"]
 tf-cpu = ["keras (>2.9,<2.16)", "keras-nlp (>=0.3.1,<0.14.0)", "onnxconverter-common", "tensorflow-cpu (>2.9,<2.16)", "tensorflow-probability (<0.24)", "tensorflow-text (<2.16)", "tf2onnx"]
 tf-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)"]
 tiktoken = ["blobfile", "tiktoken"]
-timm = ["timm (<=1.0.11)"]
+timm = ["timm (!=1.0.18,<=1.0.19)"]
 tokenizers = ["tokenizers (>=0.21,<0.22)"]
 torch = ["accelerate (>=0.26.0)", "torch (>=2.1)"]
 torch-speech = ["kenlm", "librosa", "phonemizer", "pyctcdecode (>=0.4.0)", "torchaudio"]
 torch-vision = ["Pillow (>=10.0.1,<=15.0)", "torchvision"]
-torchhub = ["filelock", "huggingface-hub (>=0.30.0,<1.0)", "importlib-metadata", "numpy (>=1.17)", "packaging (>=20.0)", "protobuf", "regex (!=2019.12.17)", "requests", "sentencepiece (>=0.1.91,!=0.1.92)", "tokenizers (>=0.21,<0.22)", "torch (>=2.1)", "tqdm (>=4.27)"]
+torchhub = ["filelock", "huggingface-hub (>=0.34.0,<1.0)", "importlib_metadata", "numpy (>=1.17)", "packaging (>=20.0)", "protobuf", "regex (!=2019.12.17)", "requests", "sentencepiece (>=0.1.91,!=0.1.92)", "tokenizers (>=0.21,<0.22)", "torch (>=2.1)", "tqdm (>=4.27)"]
 video = ["av"]
 vision = ["Pillow (>=10.0.1,<=15.0)"]
 
@@ -7537,26 +7858,26 @@ typing-extensions = ">=3.7.4.3"
 
 [[package]]
 name = "types-python-dateutil"
-version = "2.9.0.20250516"
+version = "2.9.0.20250708"
 description = "Typing stubs for python-dateutil"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
-    {file = "types_python_dateutil-2.9.0.20250516-py3-none-any.whl", hash = "sha256:2b2b3f57f9c6a61fba26a9c0ffb9ea5681c9b83e69cd897c6b5f668d9c0cab93"},
-    {file = "types_python_dateutil-2.9.0.20250516.tar.gz", hash = "sha256:13e80d6c9c47df23ad773d54b2826bd52dbbb41be87c3f339381c1700ad21ee5"},
+    {file = "types_python_dateutil-2.9.0.20250708-py3-none-any.whl", hash = "sha256:4d6d0cc1cc4d24a2dc3816024e502564094497b713f7befda4d5bc7a8e3fd21f"},
+    {file = "types_python_dateutil-2.9.0.20250708.tar.gz", hash = "sha256:ccdbd75dab2d6c9696c350579f34cffe2c281e4c5f27a585b2a2438dd1d5c8ab"},
 ]
 
 [[package]]
 name = "typing-extensions"
-version = "4.14.0"
+version = "4.14.1"
 description = "Backported and Experimental Type Hints for Python 3.9+"
 optional = false
 python-versions = ">=3.9"
 groups = ["main", "dev", "docs"]
 files = [
-    {file = "typing_extensions-4.14.0-py3-none-any.whl", hash = "sha256:a1514509136dd0b477638fc68d6a91497af5076466ad0fa6c338e44e359944af"},
-    {file = "typing_extensions-4.14.0.tar.gz", hash = "sha256:8676b788e32f02ab42d9e7c61324048ae4c6d844a399eebace3d4979d75ceef4"},
+    {file = "typing_extensions-4.14.1-py3-none-any.whl", hash = "sha256:d1e1e3b58374dc93031d6eda2420a48ea44a36c2b4766a4fdeb3710755731d76"},
+    {file = "typing_extensions-4.14.1.tar.gz", hash = "sha256:38b39f4aeeab64884ce9f74c94263ef78f3c22467c8724005483154c26648d36"},
 ]
 
 [[package]]
@@ -7637,14 +7958,14 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "uvicorn"
-version = "0.34.3"
+version = "0.35.0"
 description = "The lightning-fast ASGI server."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "uvicorn-0.34.3-py3-none-any.whl", hash = "sha256:16246631db62bdfbf069b0645177d6e8a77ba950cfedbfd093acef9444e4d885"},
-    {file = "uvicorn-0.34.3.tar.gz", hash = "sha256:35919a9a979d7a59334b6b10e05d77c1d0d574c50e0fc98b8b1a0f165708b55a"},
+    {file = "uvicorn-0.35.0-py3-none-any.whl", hash = "sha256:197535216b25ff9b785e29a0b79199f55222193d47f820816e7da751e9bc8d4a"},
+    {file = "uvicorn-0.35.0.tar.gz", hash = "sha256:bc662f087f7cf2ce11a1d7fd70b90c9f98ef2e2831556dd078d131b96cc94a01"},
 ]
 
 [package.dependencies]
@@ -8108,7 +8429,7 @@ files = [
     {file = "zipp-3.23.0-py3-none-any.whl", hash = "sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e"},
     {file = "zipp-3.23.0.tar.gz", hash = "sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166"},
 ]
-markers = {dev = "python_version < \"3.10\"", docs = "python_version < \"3.10\""}
+markers = {dev = "python_version == \"3.9\"", docs = "python_version == \"3.9\""}
 
 [package.extras]
 check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
@@ -8234,4 +8555,4 @@ cffi = ["cffi (>=1.11)"]
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.9,<3.13"
-content-hash = "469c9166d82aa6ee0eeaeae949d156cc3fec42d95fce250605f6e46fb950cb9f"
+content-hash = "e473fc6d34581c1c1e8456a87629962f7a2c0d7c436c3d6eda86e5b24069c4d7"
diff --git a/pyproject.toml b/pyproject.toml
index fa14ef5..caef58f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -63,7 +63,8 @@ langchain-openai = "0.3.26"
 langchain-huggingface = ">=0.2.0"
 rank-bm25 = ">=0.2.2"
 sentence-transformers = ">=4.1.0"
-onnxruntime = "1.16.3"
+onnxruntime = "1.20.1"
+multidict = "^6.6.3"
 
 [tool.poetry.group.dev.dependencies]
 poethepoet = "^0.33.0"
diff --git a/pywhyllm/data/__init__.py b/pywhyllm/data/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/pywhyllm/data/dataset.py b/pywhyllm/data/dataset.py
new file mode 100644
index 0000000..a2110c4
--- /dev/null
+++ b/pywhyllm/data/dataset.py
@@ -0,0 +1,22 @@
+from typing import List, Protocol
+
+class Dataset(Protocol):
+    
+    def graph(self):
+        """
+        Output the ground truth graph associated with the dataset. 
+
+        Returns:
+            A networkx graph 
+        """
+        pass
+
+    def data(self):
+        """
+        Output the data associated with the dataset.
+
+        Returns:
+            A numpy array containing the data
+        """
+        pass
+
diff --git a/pywhyllm/data/generate_data.py b/pywhyllm/data/generate_data.py
new file mode 100644
index 0000000..f1c8ac9
--- /dev/null
+++ b/pywhyllm/data/generate_data.py
@@ -0,0 +1,12 @@
+
+
+def generate_data(graph, *args, **kwargs):
+    """
+    Generate synthetic data based on a causal graph.
+    Arguments may be added as the functionality is developed.
+    Args:
+        graph: A Networkx graph
+    Returns:
+        A numpy array containing the synthetic data
+    """
+    pass
diff --git a/pywhyllm/data/metrics.py b/pywhyllm/data/metrics.py
new file mode 100644
index 0000000..3f1bcc6
--- /dev/null
+++ b/pywhyllm/data/metrics.py
@@ -0,0 +1,25 @@
+
+
+def accuracy(edges, true_edges):
+    """Accuracy metric for predicted edges for a given dataset
+    """
+    pass
+
+
+def precision(edges, true_edges):
+    """Precision metric for predicted edges for a given dataset
+    """
+    pass
+
+
+def recall(edges, true_edges):
+    """Recall metric for predicted edges for a given dataset
+    """
+    pass
+
+
+def F1(edges, true_edges):
+    """F1 metric for predicted edges for a given dataset
+    """
+    pass
+    
diff --git a/pywhyllm/identifiers/__init__.py b/pywhyllm/identifiers/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/pywhyllm/modelers/__init__.py b/pywhyllm/modelers/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/pywhyllm/modelers/hybrid/__init__.py b/pywhyllm/modelers/hybrid/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/pywhyllm/modelers/llm/__init__.py b/pywhyllm/modelers/llm/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/pywhyllm/refuters/__init__.py b/pywhyllm/refuters/__init__.py
new file mode 100644
index 0000000..e69de29