diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml
index 83d8cde..d8639f8 100644
--- a/.github/workflows/ci.yaml
+++ b/.github/workflows/ci.yaml
@@ -27,11 +27,17 @@ jobs:
         with:
           python-version: ${{ matrix.python-version }}
 
-      - name: Install package and test deps
+      - name: Install uv
+        uses: astral-sh/setup-uv@08807647e7069bb48b6ef5acd8ec9567f424441b # v8.1.0
+
+      - name: Install dependencies
         run: |
-          python -m pip install --upgrade pip
-          pip install ".[torch,vision,test]"
+          uv pip install . --group test --system
 
+      - name: "Run tests"
+        run: |
+          nox -t fenn
+          
       - name: Trigger docs rebuild
         if: github.ref == 'refs/heads/main' && github.event_name == 'push'
         uses: peter-evans/repository-dispatch@v3
@@ -69,11 +75,13 @@ jobs:
         with:
           python-version: "3.12"
 
-      - name: Install dev dependencies
-        run: |
-          python -m pip install --upgrade pip
-          pip install ".[dev]"
+      - name: Install uv
+        uses: astral-sh/setup-uv@08807647e7069bb48b6ef5acd8ec9567f424441b # v8.1.0
 
+      - name: Install dependencies
+        run: |
+          uv pip install . --group pre-commit --system
+          
       - name: Run pre-commit hook
         run: pre-commit run --all-files
 
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 8f569fe..47cc39f 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -18,7 +18,8 @@ If you are new to Git and GitHub, the steps below describe a simple way to contr
   `git clone https://github.com/<your-username>/fenn.git`
 - Create a new branch for your work:
   `git checkout -b feature`
-- Make and test your changes.
+- Make and test your changes. We use nox for testing:
+  `nox`
 - Stage your changes:
   `git add <files>`
 - Commit with a clear message:
diff --git a/noxfile.py b/noxfile.py
new file mode 100644
index 0000000..5350996
--- /dev/null
+++ b/noxfile.py
@@ -0,0 +1,12 @@
+import nox
+
+nox.options.default_venv_backend = "uv"
+nox.options.reuse_existing_virtualenvs = True
+
+EDITABLE_INSTALL = ("-e", ".[test]")
+
+
+@nox.session(tags=["fenn"])
+def unit(session: nox.Session) -> None:
+    session.install(*EDITABLE_INSTALL)
+    session.run("pytest", "tests/unit", "--cov", "--cov-branch", "--cov-report=xml")
diff --git a/pyproject.toml b/pyproject.toml
index a37b2a8..fe5aa8b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -46,10 +46,11 @@ dependencies = [
 
 requires-python = ">=3.11"
 
-[project.optional-dependencies]
+[dependency-groups]
 
-torch = [
-  "torch>=2.9.1"
+ci = [
+  "uv==0.11.19",
+  "nox==2026.4.10",
 ]
 
 vision = [
@@ -58,6 +59,35 @@ vision = [
   "torchvision>=0.24.1"
 ]
 
+torch = [
+  "torch>=2.9.1"
+]
+
+test = [
+  "pytest>=8.0.0",
+  "pytest-cov>=7.0.0",
+  "requests-mock>=1.11.0",
+  "Faker>=25.0.0",
+  "numpy>=2,<2.3.0",
+  "colorama>=0.4.6",
+  "PyYAML>=6.0.3",
+  "python-dotenv>=1.2.2",
+  "rich~=13.0.0",
+  "resend>=2.0.0",
+  "scikit-learn>=1.7.2",
+  "flask~=3.0.2",
+  "flask-wtf>=1.2.0",
+  { include-group = "vision" },
+  { include-group = "ci" },
+]
+
+pre-commit = [
+    "pre-commit>=4.5.1",
+    "ruff>=0.15.6",
+    "typos==1.47.0",
+    "ty>=0.0.44",
+]
+
 transformers = [
   "peft ~= 0.18.0",
   "transformers ~= 4.57.3"
@@ -82,17 +112,10 @@ rag-all  = [
     "youtube-transcript-api>=0.6.0",
 ]
 
-test = [
-  "pytest>=8.0.0",
-  "pytest-cov>=7.0.0",
-  "requests-mock>=1.11.0",
-  "Faker>=25.0.0"
-]
-
 dev = [
-    "pre-commit>=4.5.1",
-    "ruff>=0.15.16",
-    "ty>=0.0.44",
+    { include-group = "ci" },
+    { include-group = "test" },
+    { include-group = "pre-commit" },
 ]
 
 [tool.setuptools.packages.find]
diff --git a/uv.lock b/uv.lock
index 10ece87..c62cf21 100644
--- a/uv.lock
+++ b/uv.lock
@@ -43,6 +43,50 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/78/b6/6307fbef88d9b5ee7421e68d78a9f162e0da4900bc5f5793f6d3d0e34fb8/annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53", size = 13643, upload-time = "2024-05-20T21:33:24.1Z" },
 ]
 
+[[package]]
+name = "anyio"
+version = "4.13.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "idna" },
+    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/19/14/2c5dd9f512b66549ae92767a9c7b330ae88e1932ca57876909410251fe13/anyio-4.13.0.tar.gz", hash = "sha256:334b70e641fd2221c1505b3890c69882fe4a2df910cba14d97019b90b24439dc", size = 231622, upload-time = "2026-03-24T12:59:09.671Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/da/42/e921fccf5015463e32a3cf6ee7f980a6ed0f395ceeaa45060b61d86486c2/anyio-4.13.0-py3-none-any.whl", hash = "sha256:08b310f9e24a9594186fd75b4f73f4a4152069e3853f1ed8bfbf58369f4ad708", size = 114353, upload-time = "2026-03-24T12:59:08.246Z" },
+]
+
+[[package]]
+name = "argcomplete"
+version = "3.6.3"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/38/61/0b9ae6399dd4a58d8c1b1dc5a27d6f2808023d0b5dd3104bb99f45a33ff6/argcomplete-3.6.3.tar.gz", hash = "sha256:62e8ed4fd6a45864acc8235409461b72c9a28ee785a2011cc5eb78318786c89c", size = 73754, upload-time = "2025-10-20T03:33:34.741Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/74/f5/9373290775639cb67a2fce7f629a1c240dce9f12fe927bc32b2736e16dfc/argcomplete-3.6.3-py3-none-any.whl", hash = "sha256:f5007b3a600ccac5d25bbce33089211dfd49eab4a7718da3f10e3082525a92ce", size = 43846, upload-time = "2025-10-20T03:33:33.021Z" },
+]
+
+[[package]]
+name = "attrs"
+version = "26.1.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/9a/8e/82a0fe20a541c03148528be8cac2408564a6c9a0cc7e9171802bc1d26985/attrs-26.1.0.tar.gz", hash = "sha256:d03ceb89cb322a8fd706d4fb91940737b6642aa36998fe130a9bc96c985eff32", size = 952055, upload-time = "2026-03-19T14:22:25.026Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/64/b4/17d4b0b2a2dc85a6df63d1157e028ed19f90d4cd97c36717afef2bc2f395/attrs-26.1.0-py3-none-any.whl", hash = "sha256:c647aa4a12dfbad9333ca4e71fe62ddc36f4e63b2d260a37a8b83d2f043ac309", size = 67548, upload-time = "2026-03-19T14:22:23.645Z" },
+]
+
+[[package]]
+name = "beautifulsoup4"
+version = "4.15.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "soupsieve" },
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/43/65/318323f98dbee45d42dff61d8f047181bc6f2268a9068cfad035a46be5af/beautifulsoup4-4.15.0.tar.gz", hash = "sha256:288e3ca7d54b06f2ac191970bc275c1939cb46d450b255bf6718b04aa37ab4f7", size = 632571, upload-time = "2026-06-07T16:44:20.453Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/88/c6/92fcd42f1ba33e1184263f25bfabf3d27c383410470f169e4b8163bf9c17/beautifulsoup4-4.15.0-py3-none-any.whl", hash = "sha256:d6f88de62e1d4e38ecb1077eb9724cd0eff29d2a08ca16a401e9b9e93f117cf9", size = 109924, upload-time = "2026-06-07T16:44:21.566Z" },
+]
+
 [[package]]
 name = "blinker"
 version = "1.9.0"
@@ -164,6 +208,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6", size = 25335, upload-time = "2022-10-25T02:36:20.889Z" },
 ]
 
+[[package]]
+name = "colorlog"
+version = "6.10.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "colorama", marker = "sys_platform == 'win32'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/a2/61/f083b5ac52e505dfc1c624eafbf8c7589a0d7f32daa398d2e7590efa5fda/colorlog-6.10.1.tar.gz", hash = "sha256:eb4ae5cb65fe7fec7773c2306061a8e63e02efc2c72eba9d27b0fa23c94f1321", size = 17162, upload-time = "2025-10-16T16:14:11.978Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/6d/c1/e419ef3723a074172b68aaa89c9f3de486ed4c2399e2dbd8113a4fdcaf9e/colorlog-6.10.1-py3-none-any.whl", hash = "sha256:2d7e8348291948af66122cff006c9f8da6255d224e7cf8e37d8de2df3bad8c9c", size = 11743, upload-time = "2025-10-16T16:14:10.512Z" },
+]
+
 [[package]]
 name = "commonmark"
 version = "0.9.1"
@@ -392,6 +448,27 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/e7/05/c19819d5e3d95294a6f5947fb9b9629efb316b96de511b418c53d245aae6/cycler-0.12.1-py3-none-any.whl", hash = "sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30", size = 8321, upload-time = "2023-10-07T05:32:16.783Z" },
 ]
 
+[[package]]
+name = "defusedxml"
+version = "0.7.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/0f/d5/c66da9b79e5bdb124974bfe172b4daf3c984ebd9c2a06e2b8a4dc7331c72/defusedxml-0.7.1.tar.gz", hash = "sha256:1bb3032db185915b62d7c6209c5a8792be6a32ab2fedacc84e01b52c51aa3e69", size = 75520, upload-time = "2021-03-08T10:59:26.269Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/07/6c/aa3f2f849e01cb6a001cd8554a88d4c77c5c1a31c95bdf1cf9301e6d9ef4/defusedxml-0.7.1-py2.py3-none-any.whl", hash = "sha256:a352e7e428770286cc899e2542b6cdaedb2b4953ff269a210103ec58f6198a61", size = 25604, upload-time = "2021-03-08T10:59:24.45Z" },
+]
+
+[[package]]
+name = "dependency-groups"
+version = "1.3.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "packaging" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/62/55/f054de99871e7beb81935dea8a10b90cd5ce42122b1c3081d5282fdb3621/dependency_groups-1.3.1.tar.gz", hash = "sha256:78078301090517fd938c19f64a53ce98c32834dfe0dee6b88004a569a6adfefd", size = 10093, upload-time = "2025-05-02T00:34:29.452Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/99/c7/d1ec24fb280caa5a79b6b950db565dab30210a66259d17d5bb2b3a9f878d/dependency_groups-1.3.1-py3-none-any.whl", hash = "sha256:51aeaa0dfad72430fcfb7bcdbefbd75f3792e5919563077f30bc0d73f4493030", size = 8664, upload-time = "2025-05-02T00:34:27.085Z" },
+]
+
 [[package]]
 name = "distlib"
 version = "0.4.0"
@@ -401,25 +478,54 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/33/6b/e0547afaf41bf2c42e52430072fa5658766e3d65bd4b03a563d1b6336f57/distlib-0.4.0-py2.py3-none-any.whl", hash = "sha256:9659f7d87e46584a30b5780e43ac7a2143098441670ff0a49d5f9034c54a6c16", size = 469047, upload-time = "2025-07-17T16:51:58.613Z" },
 ]
 
+[[package]]
+name = "distro"
+version = "1.9.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/fc/f8/98eea607f65de6527f8a2e8885fc8015d3e6f5775df186e443e0964a11c3/distro-1.9.0.tar.gz", hash = "sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed", size = 60722, upload-time = "2023-12-24T09:54:32.31Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/12/b3/231ffd4ab1fc9d679809f356cebee130ac7daa00d6d6f3206dd4fd137e9e/distro-1.9.0-py3-none-any.whl", hash = "sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2", size = 20277, upload-time = "2023-12-24T09:54:30.421Z" },
+]
+
+[[package]]
+name = "faiss-cpu"
+version = "1.14.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "numpy" },
+    { name = "packaging" },
+]
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/c8/8b/5d2cd7c9fd60bc4d1ca6e9f5e8b0eb57254a7b301daaa12d5853fdf48afe/faiss_cpu-1.14.2-cp310-abi3-macosx_14_0_arm64.whl", hash = "sha256:a20011b8a97318e6d5e29143a773277ca71f1c33140024aeec91f05ad56cdd04", size = 4621203, upload-time = "2026-05-22T19:58:27.415Z" },
+    { url = "https://files.pythonhosted.org/packages/84/b1/05876aa7ceafd67a8c53667f574c0354e50ebadfdaf0632d7d9f5c80fffe/faiss_cpu-1.14.2-cp310-abi3-macosx_15_0_x86_64.whl", hash = "sha256:6ba528b5803fe5206bbb38e6ea2c537de0d1482a47c5765982af4e4a48c135e2", size = 6681426, upload-time = "2026-05-22T19:58:29.193Z" },
+    { url = "https://files.pythonhosted.org/packages/35/b4/d130a1908ad548671cd5ee9a1b537c7d3753cfdf0b2b134f3c10ccc6b537/faiss_cpu-1.14.2-cp310-abi3-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:b340c33212351f04d4f167cb7b22c9e756705a634d3b7b58987651f3ba1f6217", size = 9592827, upload-time = "2026-05-22T19:58:30.772Z" },
+    { url = "https://files.pythonhosted.org/packages/7f/66/108f7075591b84852a6b285a81922e773c1c6d3b2c45da8ec4822f1bfab4/faiss_cpu-1.14.2-cp310-abi3-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ec4784d9a14973f2eead3a3480e6d14e74253b234e2c12717d4319f21dfadfcd", size = 18234781, upload-time = "2026-05-22T19:58:33.268Z" },
+    { url = "https://files.pythonhosted.org/packages/56/b9/a4d076acd9eeaf6fb6f5a29de1a7a0a34de411d0fbe3d8f8c91abb9f97e0/faiss_cpu-1.14.2-cp311-cp311-win_amd64.whl", hash = "sha256:a9d81699ff3ae6e25244efda48c52e406963bbce16d5754073725c14620885c6", size = 16111239, upload-time = "2026-05-22T19:58:38.889Z" },
+    { url = "https://files.pythonhosted.org/packages/f2/42/af4df8012e0ed817df2c4094a816b538d99bfbbcbf567cd9f5f36d5fb9b4/faiss_cpu-1.14.2-cp312-cp312-win_amd64.whl", hash = "sha256:292124ba3d2bbeed920ef8519451cfba0f139b77db1607170cffbe68dc72e604", size = 16115701, upload-time = "2026-05-22T19:58:41.85Z" },
+    { url = "https://files.pythonhosted.org/packages/60/04/555551ceec73248e76b758014a6fba702349824270be27d0e5db1f740feb/faiss_cpu-1.14.2-cp313-cp313-win_amd64.whl", hash = "sha256:d81857f1fcf6c5dc76f75b35112158f731aeb7804ca971c51d74edf6e9b1b8c7", size = 16116212, upload-time = "2026-05-22T19:58:45.154Z" },
+    { url = "https://files.pythonhosted.org/packages/9e/59/ff73cb48bd1a98a355ff5a6a2018f3cfe4980ec2196b4938bf8af4fb828b/faiss_cpu-1.14.2-cp314-cp314-win_amd64.whl", hash = "sha256:b736813d853d36693f7b5affdc8788adfa73efa2f45ac6493c8ce2cbb2584f19", size = 16394291, upload-time = "2026-05-22T19:58:48.062Z" },
+]
+
 [[package]]
 name = "faker"
-version = "40.8.0"
+version = "40.21.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "tzdata", marker = "sys_platform == 'win32'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/70/03/14428edc541467c460d363f6e94bee9acc271f3e62470630fc9a647d0cf2/faker-40.8.0.tar.gz", hash = "sha256:936a3c9be6c004433f20aa4d99095df5dec82b8c7ad07459756041f8c1728875", size = 1956493, upload-time = "2026-03-04T16:18:48.161Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/e8/6f/d7b251fb31de7dce0e482680bf7ca876aa0043f475c04aeefa1459ea80d4/faker-40.21.0.tar.gz", hash = "sha256:2fdee1b650a723a54432db9c6dfe17cfa29d1adc8bd60520444a07698524ba4d", size = 1970295, upload-time = "2026-06-02T17:53:46.27Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/4c/3b/c6348f1e285e75b069085b18110a4e6325b763a5d35d5e204356fc7c20b3/faker-40.8.0-py3-none-any.whl", hash = "sha256:eb21bdba18f7a8375382eb94fb436fce07046893dc94cb20817d28deb0c3d579", size = 1989124, upload-time = "2026-03-04T16:18:46.45Z" },
+    { url = "https://files.pythonhosted.org/packages/bb/77/6adb5a9dcd028f687f81fc9f789591f9572cb5a46454337122add004e134/faker-40.21.0-py3-none-any.whl", hash = "sha256:cb6601b2ae8e128895dc96814d271eab6b930a2d2d7932c6f9ff26785c24ee18", size = 2008808, upload-time = "2026-06-02T17:53:44.346Z" },
 ]
 
 [[package]]
 name = "fenn"
-version = "0.1.8"
+version = "0.2.1"
 source = { editable = "." }
 dependencies = [
     { name = "colorama" },
     { name = "flask" },
+    { name = "flask-wtf" },
     { name = "matplotlib" },
     { name = "numpy" },
     { name = "pandas", version = "2.3.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.14'" },
@@ -433,16 +539,82 @@ dependencies = [
     { name = "wandb" },
 ]
 
-[package.optional-dependencies]
+[package.dev-dependencies]
+ci = [
+    { name = "nox" },
+    { name = "uv" },
+]
 dev = [
+    { name = "colorama" },
+    { name = "faker" },
+    { name = "flask" },
+    { name = "flask-wtf" },
+    { name = "nox" },
+    { name = "numpy" },
+    { name = "pillow" },
     { name = "pre-commit" },
+    { name = "pytest" },
+    { name = "pytest-cov" },
+    { name = "python-dotenv" },
+    { name = "pyyaml" },
+    { name = "requests-mock" },
+    { name = "resend" },
+    { name = "rich" },
     { name = "ruff" },
+    { name = "scikit-learn" },
+    { name = "torch" },
+    { name = "torchvision" },
+    { name = "ty" },
+    { name = "typos" },
+    { name = "uv" },
+]
+llms = [
+    { name = "beautifulsoup4" },
+    { name = "httpx" },
+    { name = "openai" },
+    { name = "pydantic" },
+]
+pre-commit = [
+    { name = "pre-commit" },
+    { name = "ruff" },
+    { name = "ty" },
+    { name = "typos" },
+]
+rag-all = [
+    { name = "faiss-cpu" },
+    { name = "pypdf" },
+    { name = "sentence-transformers" },
+    { name = "wikipedia" },
+    { name = "youtube-transcript-api" },
+]
+rag-faiss = [
+    { name = "faiss-cpu" },
+    { name = "sentence-transformers" },
+]
+rag-pdf = [
+    { name = "pypdf" },
+]
+rag-web = [
+    { name = "wikipedia" },
+    { name = "youtube-transcript-api" },
 ]
 test = [
+    { name = "colorama" },
     { name = "faker" },
+    { name = "flask" },
+    { name = "flask-wtf" },
+    { name = "numpy" },
+    { name = "pillow" },
     { name = "pytest" },
     { name = "pytest-cov" },
+    { name = "python-dotenv" },
+    { name = "pyyaml" },
     { name = "requests-mock" },
+    { name = "resend" },
+    { name = "rich" },
+    { name = "scikit-learn" },
+    { name = "torch" },
+    { name = "torchvision" },
 ]
 torch = [
     { name = "torch" },
@@ -460,31 +632,105 @@ vision = [
 [package.metadata]
 requires-dist = [
     { name = "colorama", specifier = ">=0.4.6" },
-    { name = "faker", marker = "extra == 'test'", specifier = ">=25.0.0" },
     { name = "flask", specifier = "~=3.0.2" },
+    { name = "flask-wtf", specifier = ">=1.2.0" },
     { name = "matplotlib", specifier = ">=3.10.7" },
     { name = "numpy", specifier = ">=2,<2.3.0" },
     { name = "pandas", specifier = ">=2.3.3" },
-    { name = "peft", marker = "extra == 'transformers'", specifier = "~=0.18.0" },
-    { name = "pillow", marker = "extra == 'vision'", specifier = ">=10.0.0" },
-    { name = "pre-commit", marker = "extra == 'dev'", specifier = ">=4.5.1" },
-    { name = "pytest", marker = "extra == 'test'", specifier = ">=8.0.0" },
-    { name = "pytest-cov", marker = "extra == 'test'", specifier = ">=7.0.0" },
     { name = "python-dotenv", specifier = ">=1.2.2" },
     { name = "pyyaml", specifier = ">=6.0.3" },
     { name = "requests", specifier = ">=2.32.5" },
-    { name = "requests-mock", marker = "extra == 'test'", specifier = ">=1.11.0" },
     { name = "resend", specifier = ">=2.0.0" },
     { name = "rich", specifier = "~=13.0.0" },
-    { name = "ruff", marker = "extra == 'dev'", specifier = ">=0.15.6" },
     { name = "scikit-learn", specifier = ">=1.7.2" },
-    { name = "torch", marker = "extra == 'torch'", specifier = ">=2.9.1" },
-    { name = "torch", marker = "extra == 'vision'", specifier = ">=2.9.1" },
-    { name = "torchvision", marker = "extra == 'vision'", specifier = ">=0.24.1" },
-    { name = "transformers", marker = "extra == 'transformers'", specifier = "~=4.57.3" },
     { name = "wandb", specifier = ">=0.23.0" },
 ]
-provides-extras = ["torch", "vision", "transformers", "test", "dev"]
+
+[package.metadata.requires-dev]
+ci = [
+    { name = "nox", specifier = "==2026.4.10" },
+    { name = "uv", specifier = "==0.11.19" },
+]
+dev = [
+    { name = "colorama", specifier = ">=0.4.6" },
+    { name = "faker", specifier = ">=25.0.0" },
+    { name = "flask", specifier = "~=3.0.2" },
+    { name = "flask-wtf", specifier = ">=1.2.0" },
+    { name = "nox", specifier = "==2026.4.10" },
+    { name = "numpy", specifier = ">=2,<2.3.0" },
+    { name = "pillow", specifier = ">=10.0.0" },
+    { name = "pre-commit", specifier = ">=4.5.1" },
+    { name = "pytest", specifier = ">=8.0.0" },
+    { name = "pytest-cov", specifier = ">=7.0.0" },
+    { name = "python-dotenv", specifier = ">=1.2.2" },
+    { name = "pyyaml", specifier = ">=6.0.3" },
+    { name = "requests-mock", specifier = ">=1.11.0" },
+    { name = "resend", specifier = ">=2.0.0" },
+    { name = "rich", specifier = "~=13.0.0" },
+    { name = "ruff", specifier = ">=0.15.6" },
+    { name = "scikit-learn", specifier = ">=1.7.2" },
+    { name = "torch", specifier = ">=2.9.1" },
+    { name = "torchvision", specifier = ">=0.24.1" },
+    { name = "ty", specifier = ">=0.0.44" },
+    { name = "typos", specifier = "==1.47.0" },
+    { name = "uv", specifier = "==0.11.19" },
+]
+llms = [
+    { name = "beautifulsoup4", specifier = ">=4.12.0" },
+    { name = "httpx", specifier = ">=0.27.0" },
+    { name = "openai", specifier = ">=1.0.0" },
+    { name = "pydantic", specifier = ">=2.0.0" },
+]
+pre-commit = [
+    { name = "pre-commit", specifier = ">=4.5.1" },
+    { name = "ruff", specifier = ">=0.15.6" },
+    { name = "ty", specifier = ">=0.0.44" },
+    { name = "typos", specifier = "==1.47.0" },
+]
+rag-all = [
+    { name = "faiss-cpu", specifier = ">=1.7.0" },
+    { name = "pypdf", specifier = ">=4.0.0" },
+    { name = "sentence-transformers", specifier = ">=2.0.0" },
+    { name = "wikipedia", specifier = ">=1.4.0" },
+    { name = "youtube-transcript-api", specifier = ">=0.6.0" },
+]
+rag-faiss = [
+    { name = "faiss-cpu", specifier = ">=1.7.0" },
+    { name = "sentence-transformers", specifier = ">=2.0.0" },
+]
+rag-pdf = [{ name = "pypdf", specifier = ">=4.0.0" }]
+rag-web = [
+    { name = "wikipedia", specifier = ">=1.4.0" },
+    { name = "youtube-transcript-api", specifier = ">=0.6.0" },
+]
+test = [
+    { name = "colorama", specifier = ">=0.4.6" },
+    { name = "faker", specifier = ">=25.0.0" },
+    { name = "flask", specifier = "~=3.0.2" },
+    { name = "flask-wtf", specifier = ">=1.2.0" },
+    { name = "numpy", specifier = ">=2,<2.3.0" },
+    { name = "pillow", specifier = ">=10.0.0" },
+    { name = "pytest", specifier = ">=8.0.0" },
+    { name = "pytest-cov", specifier = ">=7.0.0" },
+    { name = "python-dotenv", specifier = ">=1.2.2" },
+    { name = "pyyaml", specifier = ">=6.0.3" },
+    { name = "requests-mock", specifier = ">=1.11.0" },
+    { name = "resend", specifier = ">=2.0.0" },
+    { name = "rich", specifier = "~=13.0.0" },
+    { name = "scikit-learn", specifier = ">=1.7.2" },
+    { name = "torch", specifier = ">=2.9.1" },
+    { name = "torchvision", specifier = ">=0.24.1" },
+]
+torch = [{ name = "torch", specifier = ">=2.9.1" }]
+transformers = [
+    { name = "peft", specifier = "~=0.18.0" },
+    { name = "transformers", specifier = "~=4.57.3" },
+]
+vision = [
+    { name = "pillow", specifier = ">=10.0.0" },
+    { name = "torch", specifier = ">=2.9.1" },
+    { name = "torchvision", specifier = ">=0.24.1" },
+]
 
 [[package]]
 name = "filelock"
@@ -511,6 +757,20 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/61/80/ffe1da13ad9300f87c93af113edd0638c75138c42a0994becfacac078c06/flask-3.0.3-py3-none-any.whl", hash = "sha256:34e815dfaa43340d1d15a5c3a02b8476004037eb4840b34910c6e21679d288f3", size = 101735, upload-time = "2024-04-07T19:26:08.569Z" },
 ]
 
+[[package]]
+name = "flask-wtf"
+version = "1.3.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "flask" },
+    { name = "itsdangerous" },
+    { name = "wtforms" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/91/f1/605a56d4ea217b307f3e6f4d663e0351253d85d841edc93ba559f0648e19/flask_wtf-1.3.0.tar.gz", hash = "sha256:61d5dabc50c3df885c297dcbd80810443a5d632106c8a69cab8ce740f0cdd7cc", size = 50414, upload-time = "2026-04-23T07:41:55.096Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/14/d2/97adf2ec7af95522573e6dd5493ee84792d0fbfb2def010c4a581b8d6e5e/flask_wtf-1.3.0-py3-none-any.whl", hash = "sha256:dc5e3a4ce97f75c47bf6c1c72ad2c3b7bdf579a2ed13aebcc5d3d81fe2571160", size = 13959, upload-time = "2026-04-23T07:41:53.828Z" },
+]
+
 [[package]]
 name = "fonttools"
 version = "4.61.1"
@@ -593,6 +853,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/6a/09/e21df6aef1e1ffc0c816f0522ddc3f6dcded766c3261813131c78a704470/gitpython-3.1.46-py3-none-any.whl", hash = "sha256:79812ed143d9d25b6d176a10bb511de0f9c67b1fa641d82097b0ab90398a2058", size = 208620, upload-time = "2026-01-01T15:37:30.574Z" },
 ]
 
+[[package]]
+name = "h11"
+version = "0.16.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/01/ee/02a2c011bdab74c6fb3c75474d40b3052059d95df7e73351460c8588d963/h11-0.16.0.tar.gz", hash = "sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1", size = 101250, upload-time = "2025-04-24T03:35:25.427Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/04/4b/29cac41a4d98d144bf5f6d33995617b185d14b22401f75ca86f384e87ff1/h11-0.16.0-py3-none-any.whl", hash = "sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86", size = 37515, upload-time = "2025-04-24T03:35:24.344Z" },
+]
+
 [[package]]
 name = "hf-xet"
 version = "1.3.2"
@@ -625,6 +894,34 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/cc/02/9a6e4ca1f3f73a164c0cd48e41b3cc56585dcc37e809250de443d673266f/hf_xet-1.3.2-cp37-abi3-win_arm64.whl", hash = "sha256:83d8ec273136171431833a6957e8f3af496bee227a0fe47c7b8b39c106d1749a", size = 3503976, upload-time = "2026-02-27T17:26:12.123Z" },
 ]
 
+[[package]]
+name = "httpcore"
+version = "1.0.9"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "certifi" },
+    { name = "h11" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/06/94/82699a10bca87a5556c9c59b5963f2d039dbd239f25bc2a63907a05a14cb/httpcore-1.0.9.tar.gz", hash = "sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8", size = 85484, upload-time = "2025-04-24T22:06:22.219Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/7e/f5/f66802a942d491edb555dd61e3a9961140fd64c90bce1eafd741609d334d/httpcore-1.0.9-py3-none-any.whl", hash = "sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55", size = 78784, upload-time = "2025-04-24T22:06:20.566Z" },
+]
+
+[[package]]
+name = "httpx"
+version = "0.28.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "anyio" },
+    { name = "certifi" },
+    { name = "httpcore" },
+    { name = "idna" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/b1/df/48c586a5fe32a0f01324ee087459e112ebb7224f646c0b5023f5e79e9956/httpx-0.28.1.tar.gz", hash = "sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc", size = 141406, upload-time = "2024-12-06T15:37:23.222Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/2a/39/e50c7c3a983047577ee07d2a9e53faf5a69493943ec3f6a384bdc792deb2/httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad", size = 73517, upload-time = "2024-12-06T15:37:21.509Z" },
+]
+
 [[package]]
 name = "huggingface-hub"
 version = "0.36.2"
@@ -644,6 +941,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/a8/af/48ac8483240de756d2438c380746e7130d1c6f75802ef22f3c6d49982787/huggingface_hub-0.36.2-py3-none-any.whl", hash = "sha256:48f0c8eac16145dfce371e9d2d7772854a4f591bcb56c9cf548accf531d54270", size = 566395, upload-time = "2026-02-06T09:24:11.133Z" },
 ]
 
+[[package]]
+name = "humanize"
+version = "4.15.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/ba/66/a3921783d54be8a6870ac4ccffcd15c4dc0dd7fcce51c6d63b8c63935276/humanize-4.15.0.tar.gz", hash = "sha256:1dd098483eb1c7ee8e32eb2e99ad1910baefa4b75c3aff3a82f4d78688993b10", size = 83599, upload-time = "2025-12-20T20:16:13.19Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/c5/7b/bca5613a0c3b542420cf92bd5e5fb8ebd5435ce1011a091f66bb7693285e/humanize-4.15.0-py3-none-any.whl", hash = "sha256:b1186eb9f5a9749cd9cb8565aee77919dd7c8d076161cf44d70e59e3301e1769", size = 132203, upload-time = "2025-12-20T20:16:11.67Z" },
+]
+
 [[package]]
 name = "identify"
 version = "2.6.17"
@@ -692,6 +998,96 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/62/a1/3d680cbfd5f4b8f15abc1d571870c5fc3e594bb582bc3b64ea099db13e56/jinja2-3.1.6-py3-none-any.whl", hash = "sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67", size = 134899, upload-time = "2025-03-05T20:05:00.369Z" },
 ]
 
+[[package]]
+name = "jiter"
+version = "0.15.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/66/b5/55f06bb281d92fb3cc86d14e1def2bd908bb77693183e7cb1f5a3c388b0c/jiter-0.15.0.tar.gz", hash = "sha256:4251acc80e2b7c9b7b8823456ea0fceeb0734dac2df7636d3c711b38476b5a76", size = 166640, upload-time = "2026-05-19T10:09:48.361Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/e4/13/daa722f5765c393576f466378f9dfd29d77c9bed939e0688f96afa3601ea/jiter-0.15.0-cp311-cp311-macosx_10_12_x86_64.whl", hash = "sha256:0f862193b8696249d22ec433e85fd2ab0ad9596bc3e45e6c0bc55e8aeba97be2", size = 310899, upload-time = "2026-05-19T10:07:12.89Z" },
+    { url = "https://files.pythonhosted.org/packages/7f/82/2d2551829b082f4b6d82b9f939b031fb808a10aab1ec0664f82e150bb9a2/jiter-0.15.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:1303d4d68a9b051ea90502402063ecf3807da00ad2affa19ca1ae3b90b3c5f67", size = 314963, upload-time = "2026-05-19T10:07:14.539Z" },
+    { url = "https://files.pythonhosted.org/packages/2a/0a/8b1a51466f7fe9f31dbe4bc7e0ca848674f9825e0f737b929b97e8c60aa7/jiter-0.15.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:392b8ab019e5502d08aff85c6272209c24bc2cbe706ea82a56368f524236614a", size = 341730, upload-time = "2026-05-19T10:07:15.869Z" },
+    { url = "https://files.pythonhosted.org/packages/f6/2a/e71dea19822e2e404e83992a08c1d6b9b617bb944f28c9c2fbd85d02c91e/jiter-0.15.0-cp311-cp311-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:773b6eb282ce11ee19f05f6b2d4404fa308e5bbd353b0b80a0262caad6db2cd7", size = 366214, upload-time = "2026-05-19T10:07:17.259Z" },
+    { url = "https://files.pythonhosted.org/packages/c4/59/97e1fa539d124a509a00ab7f669289d1c1d236ecabf12948a18f16c91082/jiter-0.15.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:8d2c0c44d569ce0f2850f5c926f8caeb5f245fbc84475aeb36efccc2103e6dbd", size = 459527, upload-time = "2026-05-19T10:07:18.741Z" },
+    { url = "https://files.pythonhosted.org/packages/d1/7a/4a68d331aef8cf2e2393c14a3aacb635c62aa86071b0229899fb5baaa907/jiter-0.15.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:032396229564bca02440396bd327710719f724f5e7b7e9f7a8eb3faa4a2c2281", size = 375451, upload-time = "2026-05-19T10:07:20.208Z" },
+    { url = "https://files.pythonhosted.org/packages/7b/7e/1c445c2b6f0e30a274dc8082e0c3c7825411cce80d726bccd697c98cc8d3/jiter-0.15.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f3d37768fce7f88dd2a8c6091f2325dea27d30d30d5c6e7a1c0f0af77723b708", size = 349428, upload-time = "2026-05-19T10:07:22.372Z" },
+    { url = "https://files.pythonhosted.org/packages/00/94/e20d38984fc17a636371bffd2ae0f698124fdc8e75ef969cd2da6ba7cea7/jiter-0.15.0-cp311-cp311-manylinux_2_31_riscv64.whl", hash = "sha256:2c9cb907439d20bd0c7d7565ca01ee52234203208433749bae5b516907526928", size = 355405, upload-time = "2026-05-19T10:07:23.916Z" },
+    { url = "https://files.pythonhosted.org/packages/94/fa/4d09f814779d0ea80a28ed8e4c6662ec9a4a8ecef0ac52190ebac6262d14/jiter-0.15.0-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:9100ddbec09741cc66feb0fc6773f8bdbd0e3c345689368f260082ff85dcc0cd", size = 393688, upload-time = "2026-05-19T10:07:25.854Z" },
+    { url = "https://files.pythonhosted.org/packages/54/9d/8eb5d4fb8bf7e93a75964a5da71a75c67c864baf7fa3f98598187b3c7e57/jiter-0.15.0-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:ae1b0d82ac2d987f9ea512b1c9adfcc71a28de3dea3a6039b54d76cffda9901e", size = 520853, upload-time = "2026-05-19T10:07:27.303Z" },
+    { url = "https://files.pythonhosted.org/packages/e7/2c/5e07874e59e623a943a0acf1552a80d05b70f31b402287a8fc6d7ec634c7/jiter-0.15.0-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:8020c99ec13a7db2b6f96cbe82ef4721c88b426a4892f27478044af0284615ef", size = 551016, upload-time = "2026-05-19T10:07:28.846Z" },
+    { url = "https://files.pythonhosted.org/packages/22/ed/d2d34422143474cadc15b60d482b1c35683dbc5c63c24346ddd0df09bcaf/jiter-0.15.0-cp311-cp311-win32.whl", hash = "sha256:42bfb257930800cf43e7c62c832402c704ab60797c992faf88d20e903eac8f32", size = 209518, upload-time = "2026-05-19T10:07:30.431Z" },
+    { url = "https://files.pythonhosted.org/packages/1d/7d/52778b930e5cc3e52a37d950b1c10494244308b4329b25a0ff0d88303a81/jiter-0.15.0-cp311-cp311-win_amd64.whl", hash = "sha256:860a74063284a2ae9bfedd694f299cc2c68e2696c5f3d440cc9d18bb81b9dd04", size = 200565, upload-time = "2026-05-19T10:07:32.125Z" },
+    { url = "https://files.pythonhosted.org/packages/3b/4f/d9b4067feb69b3fa6eb0488e1b59e2ad5b463fe39f59e527eab2aca00bb0/jiter-0.15.0-cp311-cp311-win_arm64.whl", hash = "sha256:37a10c377ce3a4a85f4a67f28b7afe093154cde77eaf248a72e856aa08b4d865", size = 195488, upload-time = "2026-05-19T10:07:33.846Z" },
+    { url = "https://files.pythonhosted.org/packages/44/53/4f6bddbcde3c71e56d0aa1337ec95950f3d27dd4153e25aadf0feac71751/jiter-0.15.0-cp312-cp312-macosx_10_12_x86_64.whl", hash = "sha256:0e90a1c315a0226ec822d973817967f9223b7701546c8c2a7913e7ab0926294d", size = 308793, upload-time = "2026-05-19T10:07:35.25Z" },
+    { url = "https://files.pythonhosted.org/packages/01/84/c01099b59a285a1ebba64ae93f62bfa036675340fd1b0045ae65890a0442/jiter-0.15.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:8c9004af7c8d67cce7f1aae1026fb55607f4aa600710d08ede3a3ce4aeefe7e0", size = 309570, upload-time = "2026-05-19T10:07:36.919Z" },
+    { url = "https://files.pythonhosted.org/packages/58/64/8fb7f9d45bb98190355454cd04dad8d8f27223d6bd52f83af07f637168a6/jiter-0.15.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c210f8b35dc6f30aafd4b4365ca89b9d1189f21ab49b8e68fa6322a847aef138", size = 336783, upload-time = "2026-05-19T10:07:38.694Z" },
+    { url = "https://files.pythonhosted.org/packages/c3/b6/f5739011d009b3a30f6a53c5240979030ba29ae46a8c67e3a15759f7c37d/jiter-0.15.0-cp312-cp312-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:5f30bae8bc1c2d613e28e5af3e8cceb09b742f1c8a8a5f839fb67afaffc03b61", size = 363555, upload-time = "2026-05-19T10:07:40.832Z" },
+    { url = "https://files.pythonhosted.org/packages/e5/12/98a9d9f766665e8a3b6252454e17cb0c464606a28cf2fa09399b003345fa/jiter-0.15.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:c60e71b6d10cfc284c9bf36bd885e8d44c46f688ce50aa91b5edd90181dea687", size = 452255, upload-time = "2026-05-19T10:07:42.62Z" },
+    { url = "https://files.pythonhosted.org/packages/e8/d5/60f972840f79c5e7544fce567c56f1e4e50468f996baba3e78d823dd62a6/jiter-0.15.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:0ab068bce62a45aa3e7367eceaffb5dde60b7eb853be8dece45132e3d0ff4879", size = 373559, upload-time = "2026-05-19T10:07:44.201Z" },
+    { url = "https://files.pythonhosted.org/packages/ee/cf/d46ef1234ba335aabc2f013210db8e0821a22f5e644a2e9449df199ecc23/jiter-0.15.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fa248c9eb220197d363f688818dac2fd4b2f0cd7d843ca7105d652034823427d", size = 346055, upload-time = "2026-05-19T10:07:46.005Z" },
+    { url = "https://files.pythonhosted.org/packages/f0/63/4d2749d8d54d230bad9b3a6b0d00cc28c6ff6b2fdffc26a8ccf76cc5a974/jiter-0.15.0-cp312-cp312-manylinux_2_31_riscv64.whl", hash = "sha256:2a77aadd57cac1682e4401a72724d2796d89a4ba129b1a5812aa94ee480826eb", size = 351406, upload-time = "2026-05-19T10:07:47.855Z" },
+    { url = "https://files.pythonhosted.org/packages/d9/b9/9965b990035d8773328e0a8c8b457a87bf2b19f6c4126d9d99296be5d16a/jiter-0.15.0-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:2ae901f3a55bfafdde31d289590fa25e3245735a2b1e8c7cc15871710a002871", size = 389357, upload-time = "2026-05-19T10:07:49.665Z" },
+    { url = "https://files.pythonhosted.org/packages/2d/55/9ddf903deda1413e87fed792f416b7123daee5b8efbad6a202a7421c36a5/jiter-0.15.0-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:f0b271b462769543716f92d3a4f90527df6ef5ed05ee95ec4137f513e21e1b77", size = 517263, upload-time = "2026-05-19T10:07:51.537Z" },
+    { url = "https://files.pythonhosted.org/packages/e8/76/a0c40ad064d3a20a4fde231e35d56e9a01ce82164278180e82d5daf85469/jiter-0.15.0-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:2fb6a5d26af81fc0f00f9360a891e05cf755e149bba391c4d563adc54812973d", size = 548646, upload-time = "2026-05-19T10:07:53.196Z" },
+    { url = "https://files.pythonhosted.org/packages/23/4f/eca9b954942916ba2f453891b8593ab444cd872396fe66a3936616f236f3/jiter-0.15.0-cp312-cp312-win32.whl", hash = "sha256:c2f6bb8b5216ab9e7873bc08b5d7bef2b8abbb578a3069bf1cd14a45d71d771d", size = 206427, upload-time = "2026-05-19T10:07:55.307Z" },
+    { url = "https://files.pythonhosted.org/packages/95/bf/8ead82a87495149542748e828d153fd232a512a22c83b02c4815c1a9c7d8/jiter-0.15.0-cp312-cp312-win_amd64.whl", hash = "sha256:40b2c7e92c44a84d748d21706c68dc6ff8161d80b59c99d774721a0d2317d7c7", size = 197300, upload-time = "2026-05-19T10:07:56.651Z" },
+    { url = "https://files.pythonhosted.org/packages/f4/e4/9b8a78fb2d894471bc344e37f1949bdd784bd914d031dba0ba3a40c71dd7/jiter-0.15.0-cp312-cp312-win_arm64.whl", hash = "sha256:cc0bc345cf2df9d1c00ac443f50d543c1ccfa8b0422cb85b1ab70d681c0b255b", size = 192702, upload-time = "2026-05-19T10:07:58.307Z" },
+    { url = "https://files.pythonhosted.org/packages/e5/f4/f708c900ecee41b2025ef8413d5351e5649eb2125c506f6720cc69b06f5c/jiter-0.15.0-cp313-cp313-macosx_10_12_x86_64.whl", hash = "sha256:1c11465f97e2abf45a014b83b730222f8f1c5335e802c7055a67d50de6f1f4e3", size = 307829, upload-time = "2026-05-19T10:07:59.704Z" },
+    { url = "https://files.pythonhosted.org/packages/86/59/db537c0949e83668c38481d426b9f2fd5ab758c4ee53a811dd0a510626a0/jiter-0.15.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:d1e7b1776f0797956c509e123d0952d10d293a9492dea9f288ab9570ec01d1a5", size = 308445, upload-time = "2026-05-19T10:08:01.184Z" },
+    { url = "https://files.pythonhosted.org/packages/37/38/ea0e13b18c30ef951da0d47d39e7fa9edb82a93a62990ffbd7cea9b622d4/jiter-0.15.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:351a341c2105aa430b7047e30f1bf7975f6313b00165d3fc07be2edaf741f279", size = 336181, upload-time = "2026-05-19T10:08:02.688Z" },
+    { url = "https://files.pythonhosted.org/packages/58/fc/2303901b16c4ba05865588990a420c0b4156270b44379c20931544a1d962/jiter-0.15.0-cp313-cp313-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:4ab395feec8d249ec4044e228e98a7033f043426a265df439dc3698823f0a4e4", size = 362985, upload-time = "2026-05-19T10:08:04.394Z" },
+    { url = "https://files.pythonhosted.org/packages/5b/6f/11bace093c52e7d4d26c8e606ccd7ae8c972189622469ec0d9e28161e28b/jiter-0.15.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:a2a438005b6f22d0273413484d6094d7c2c5d10ec1b3a3bf128e0d1d3ba53258", size = 453292, upload-time = "2026-05-19T10:08:05.967Z" },
+    { url = "https://files.pythonhosted.org/packages/22/db/987f2f086ca4d7a6582eb4ccd513f9b26b42d9e4243a087609a3137a8fc7/jiter-0.15.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:f18f85e4218d1b40f000f42a92239a7a61a902cd42c65e6c360dbd17dcb20894", size = 373501, upload-time = "2026-05-19T10:08:07.857Z" },
+    { url = "https://files.pythonhosted.org/packages/8f/7c/89fbcabb2739b7a5b8dc959a1b6c5761f6484f5fed3486854b3c789bb1de/jiter-0.15.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d1aa62e277fc1cbd80e6deacae6f4d983b41b3d7728e0645c5d741a6149bba45", size = 344683, upload-time = "2026-05-19T10:08:09.431Z" },
+    { url = "https://files.pythonhosted.org/packages/30/6f/6cca7692e7dddfec6d8d76c54dc97f2af2a41df4ac0674b999df1f09a5f3/jiter-0.15.0-cp313-cp313-manylinux_2_31_riscv64.whl", hash = "sha256:6550fa135c7deb8ead6af49ed7ff648532ea8334a1447fe34a36315ef79c5c29", size = 350892, upload-time = "2026-05-19T10:08:11.352Z" },
+    { url = "https://files.pythonhosted.org/packages/39/14/0338d6190cb8e6d22e677ab1d4eabd4117f67cca70c54cd04b82ff64e068/jiter-0.15.0-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:066f8f33f18b2419cd8213b2436fa7fbc9c499f315971cfa3ce1f9820c001b1b", size = 388723, upload-time = "2026-05-19T10:08:12.912Z" },
+    { url = "https://files.pythonhosted.org/packages/90/31/cc19f4a1bdb6afb09ce6a2f2615aa8d44d994eba0d8e6105ed1af920e736/jiter-0.15.0-cp313-cp313-musllinux_1_1_aarch64.whl", hash = "sha256:75e8a04e91432dde9f1838373cf93d23726c79d3e908d319acf0e796f85592e7", size = 516648, upload-time = "2026-05-19T10:08:14.808Z" },
+    { url = "https://files.pythonhosted.org/packages/49/9f/833c541512cd091b63c10c0381973dfe11bc7a503a818c16384417e0c81e/jiter-0.15.0-cp313-cp313-musllinux_1_1_x86_64.whl", hash = "sha256:a97261f1fccb8e50ecd2890a96e46efdc3f57c80a197324c6777827231eca712", size = 547382, upload-time = "2026-05-19T10:08:16.927Z" },
+    { url = "https://files.pythonhosted.org/packages/d2/11/e7b70e91f90bc4477e8eee9e8a5f7cf3cb41b4525d6394dc98a714eb8f7f/jiter-0.15.0-cp313-cp313-win32.whl", hash = "sha256:c77496cb10bd7549690fbbab3e5ec05857b83e49276f4a9423a766ddd2afcd4c", size = 205845, upload-time = "2026-05-19T10:08:18.401Z" },
+    { url = "https://files.pythonhosted.org/packages/4b/23/5c20d9ad6f02c493e4023e5d2d09e1c1f15fe2753c9102c544aff068a88e/jiter-0.15.0-cp313-cp313-win_amd64.whl", hash = "sha256:b15741f501469009ae0ae90b7147958a664a7dede40aa7ff174a8a4645f546d0", size = 196842, upload-time = "2026-05-19T10:08:20.131Z" },
+    { url = "https://files.pythonhosted.org/packages/6b/11/1eb400ef248e8c925fd883fbe325daf5e42cd1b0d308539dd332bd4f7ffc/jiter-0.15.0-cp313-cp313-win_arm64.whl", hash = "sha256:5d6a60072b44c3c2b797a7ddcbcbbf2b34ea3cfd4721580fbfd2a09d9d9b84ba", size = 192212, upload-time = "2026-05-19T10:08:21.807Z" },
+    { url = "https://files.pythonhosted.org/packages/8a/60/2fd8d7c79da8acf9b7b277c7616847773779356b92acfc9bb158452174da/jiter-0.15.0-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:ef1fd24d9413f6209e00d3d5a453e67acfe004a25cc6c8e8484faed4311ab9e8", size = 315065, upload-time = "2026-05-19T10:08:23.218Z" },
+    { url = "https://files.pythonhosted.org/packages/46/f4/008fb7d65e8ac2abf00811651a661e025c4ba80bbc6f378450384ddd3aed/jiter-0.15.0-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:144f8e72cb53dab146347b91cceac01f5481237f2b93b4a339a1ee8f8878b67c", size = 339444, upload-time = "2026-05-19T10:08:24.701Z" },
+    { url = "https://files.pythonhosted.org/packages/00/55/90b0c7b9c6896c0f2a591dd36d36b71d22e09674bfef178fa03ba3f81499/jiter-0.15.0-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:553fcac2ef2cb990877f9fc0833b8b629a3e6a5670b6b5fd58219b41a653ddc4", size = 347779, upload-time = "2026-05-19T10:08:26.408Z" },
+    { url = "https://files.pythonhosted.org/packages/51/6b/69666cec5000fd57734c118437394516c749ae8dbeea9fb66d6fef9c4775/jiter-0.15.0-cp313-cp313t-win_amd64.whl", hash = "sha256:774f93f65031856bf14ad9f59bdcab8b8cad501e5ceabd51ba3525f76937a25b", size = 200395, upload-time = "2026-05-19T10:08:28.055Z" },
+    { url = "https://files.pythonhosted.org/packages/39/04/a6aa62cd27e8149b0d28df5561f10f6cceaf7935a9ccf3f1c5a05f9a0cd8/jiter-0.15.0-cp313-cp313t-win_arm64.whl", hash = "sha256:f1e1754960f38ec40613a07e5e372df67acb3b890fb383b6fb3de3e49ddbf3c7", size = 190516, upload-time = "2026-05-19T10:08:29.35Z" },
+    { url = "https://files.pythonhosted.org/packages/eb/d2/079f350ebf7859d081de30aa890f9e3be68516f754f3ba32366ffff4dcee/jiter-0.15.0-cp314-cp314-macosx_10_12_x86_64.whl", hash = "sha256:ac0d9ddea4350974be7a221fc25895f251a8fee748c889bdced2141c0fec1a49", size = 308884, upload-time = "2026-05-19T10:08:31.667Z" },
+    { url = "https://files.pythonhosted.org/packages/04/4e/a2c30a7f69b48c03b20935d647479106fe932f6e63f75faf53937197e05d/jiter-0.15.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:01a8222cf05ab1128e239421156c207949808acaaea2bdfd33130ae666786e86", size = 310028, upload-time = "2026-05-19T10:08:33.304Z" },
+    { url = "https://files.pythonhosted.org/packages/40/90/2e7cdfd3cf8ca967be38c48f5cf474d79f089efaf559a40f15984a77ae69/jiter-0.15.0-cp314-cp314-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:182226cbc930c9fab81bc2e41a4da672f89539906dadb05e75670ac07b94f71f", size = 337485, upload-time = "2026-05-19T10:08:35.259Z" },
+    { url = "https://files.pythonhosted.org/packages/9b/11/15a1aa28b120b8ee5b4f1fb894c125046225f09847738bd64233d3b84883/jiter-0.15.0-cp314-cp314-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:71683c38c825452999b5717fcae07ea708e8c93003e808be4319c1b02e3d176e", size = 364223, upload-time = "2026-05-19T10:08:36.694Z" },
+    { url = "https://files.pythonhosted.org/packages/b7/25/f442e8af5f3d0dcf47b39e83a0efd9ee45ea946aa6d04625dc3181eae3b6/jiter-0.15.0-cp314-cp314-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:30f2218e6a9e5c18bc10fe6d41ac189c442c88eacf11bad9f28ef95a9bef00e6", size = 456387, upload-time = "2026-05-19T10:08:38.143Z" },
+    { url = "https://files.pythonhosted.org/packages/da/f4/37f2d2c9f64f49af7da652ed7532bb5a2372e588e6927c3fdd76f911db65/jiter-0.15.0-cp314-cp314-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:5157de9f76eb4bc5ea74a1219366a25f945ad305641d74e04f59c54087091aa9", size = 374461, upload-time = "2026-05-19T10:08:39.869Z" },
+    { url = "https://files.pythonhosted.org/packages/60/28/edcfbbbf0cb15436f36664a8908a0df47ab9006298d4cd937dc08ea932d6/jiter-0.15.0-cp314-cp314-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:90c5db5527c221249a876160663ab891ace358c17f7b9c93ec1478b7f0550e5c", size = 345924, upload-time = "2026-05-19T10:08:41.668Z" },
+    { url = "https://files.pythonhosted.org/packages/47/13/89fba6398dab7f202b7278c4b4aac122399d2c0183971c4a57a3b7088df5/jiter-0.15.0-cp314-cp314-manylinux_2_31_riscv64.whl", hash = "sha256:3e4540b8e74e4268811ac05db226a6a128ff572e7e0ce3f1163b693cadb184cd", size = 352283, upload-time = "2026-05-19T10:08:43.091Z" },
+    { url = "https://files.pythonhosted.org/packages/1b/da/0f6af8cef2c565a1ab44d970f268c43ccaa72707386ea6388e6fe2b6cd26/jiter-0.15.0-cp314-cp314-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:62ebd14e47e9aed9df4472afcb2663668ce4d74891cd54f86bf6e44029d6dc89", size = 389985, upload-time = "2026-05-19T10:08:44.915Z" },
+    { url = "https://files.pythonhosted.org/packages/a1/ec/b9cb7d6d29e24ee14910266157d2a279d7a8f60ee0df7fa840882976ba64/jiter-0.15.0-cp314-cp314-musllinux_1_1_aarch64.whl", hash = "sha256:0be6f5ad41a809f303f416d17cec92a7a725902fb9b4f3de3d19362ac0ef8554", size = 517695, upload-time = "2026-05-19T10:08:46.486Z" },
+    { url = "https://files.pythonhosted.org/packages/64/5e/6d1bda880723aae0ad86b4b763f044362448efe31e3e819635d41cb03451/jiter-0.15.0-cp314-cp314-musllinux_1_1_x86_64.whl", hash = "sha256:813dfbb17d65328bf86e5f0905dd277ba2265d3ca20556e86c0c7035b7182e5a", size = 548868, upload-time = "2026-05-19T10:08:48.026Z" },
+    { url = "https://files.pythonhosted.org/packages/0c/72/7de501cf38dcacaf35098796f3a50e0f2e338baba18a58946c618544b809/jiter-0.15.0-cp314-cp314-win32.whl", hash = "sha256:50e51156192722a9c58db112837d3f8ef96fb3c5ecc14e95f409134b08b158ec", size = 206380, upload-time = "2026-05-19T10:08:49.738Z" },
+    { url = "https://files.pythonhosted.org/packages/1e/a9/e19addf4b0c1bdce52c6da12351e6bc42c340c45e7c09e2158e46d293ccc/jiter-0.15.0-cp314-cp314-win_amd64.whl", hash = "sha256:30ce1a5d16b5641dc935d50ef775af6a0871e3d14ab05d6fc54dff371b78e558", size = 197687, upload-time = "2026-05-19T10:08:51.088Z" },
+    { url = "https://files.pythonhosted.org/packages/f2/c9/776b1db01db25fc6c1d58d1979a37b0a9fe787e5f5b1d062d2eaacb77923/jiter-0.15.0-cp314-cp314-win_arm64.whl", hash = "sha256:510c8b3c17a0ed9ac69850c0438dada3c9b82d9c4d589fcb62002a5a9cf3a866", size = 192571, upload-time = "2026-05-19T10:08:52.451Z" },
+    { url = "https://files.pythonhosted.org/packages/a0/f6/45bb4670bacf300fd2c7abadbfb3af376e5f1b6ae75fd9bc069891d15870/jiter-0.15.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:7553333dd0930c104a5a0db8df72bf7219fe663d731383b576bb6ed6351c984d", size = 317151, upload-time = "2026-05-19T10:08:53.867Z" },
+    { url = "https://files.pythonhosted.org/packages/d7/68/ed635ad5acd7b73e454283083bbb7c8205ad10e88b0d9d7d793b09fe8226/jiter-0.15.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f2143ab06181d2b029eedcb6af3cebe95f11bbac62441781860f98ee9330a6a6", size = 341243, upload-time = "2026-05-19T10:08:55.383Z" },
+    { url = "https://files.pythonhosted.org/packages/5d/db/3ff4176b817b8ea33879e71e13d8bc2b0d481a7ed3fe9e080f333d415c16/jiter-0.15.0-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:6eac374c5c975709b69c10f09afd199df74150172156ad10c8d4fd785b7da995", size = 363629, upload-time = "2026-05-19T10:08:56.928Z" },
+    { url = "https://files.pythonhosted.org/packages/ab/24/5f8270e0ba9c883582f96f722f8a0b58015c7ce1f8c6d4571cf394e99b6b/jiter-0.15.0-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:b3b3b775e33d3bfaec9899edc526ae97b0da0bf9d071a46124ba419149a414f8", size = 456198, upload-time = "2026-05-19T10:08:58.618Z" },
+    { url = "https://files.pythonhosted.org/packages/45/5b/76fc02b0b5c54c3d18c60653156e2f76fde1816f9b4722db68d6ee2c897e/jiter-0.15.0-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:eda3071db3346334beae1360b46da4606da57bf3528c167b3c38533afaf9f2c5", size = 373710, upload-time = "2026-05-19T10:09:00.151Z" },
+    { url = "https://files.pythonhosted.org/packages/c4/52/4310821b0ea9277994d3e1f49fc6a4b34e4800caebacb2c0af81da59a454/jiter-0.15.0-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c6694a173ecabc12eb60efbc0b474464ead1951ff65cd8b1e72100715c64512b", size = 349901, upload-time = "2026-05-19T10:09:01.621Z" },
+    { url = "https://files.pythonhosted.org/packages/93/fe/67648c35b3594fba8854ac64cc8a826d8bcd18324bbdb53d77697c60b6ef/jiter-0.15.0-cp314-cp314t-manylinux_2_31_riscv64.whl", hash = "sha256:a254e10b593624d230c365b6d616b22ca0ad65e63a16e6631c2b3466022e6ba8", size = 352438, upload-time = "2026-05-19T10:09:03.216Z" },
+    { url = "https://files.pythonhosted.org/packages/cb/28/0a1879d07ad6b3e025a2750027363452ced93c2d16d1c9d4b153ffd51c91/jiter-0.15.0-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:d8d2955167274e15d79a7a020afdd9b39c990eb80b2d89fca695d92dcfdd38ec", size = 388152, upload-time = "2026-05-19T10:09:04.741Z" },
+    { url = "https://files.pythonhosted.org/packages/c1/78/46c6f6b56ba85c90021f4afd72ed42f691f8f84daacb5fe27277070e3858/jiter-0.15.0-cp314-cp314t-musllinux_1_1_aarch64.whl", hash = "sha256:acf4ee4d1fc55917239fe72972fb292dd773055d05eb040d36f4326e02cc2c0e", size = 517707, upload-time = "2026-05-19T10:09:06.231Z" },
+    { url = "https://files.pythonhosted.org/packages/ca/cb/720662d4c88fcad606e826fef5424365527ba43ce4868a479aed8f8c507e/jiter-0.15.0-cp314-cp314t-musllinux_1_1_x86_64.whl", hash = "sha256:e7196e56f1cd69af1dbb07dff02dcfb260a50b45a82d409d92a06fedb32473b5", size = 548241, upload-time = "2026-05-19T10:09:08.093Z" },
+    { url = "https://files.pythonhosted.org/packages/60/e3/935b8034fd143f21125c87d51404a9e0e1449186a494405721ff5d1d695e/jiter-0.15.0-cp314-cp314t-win32.whl", hash = "sha256:7f6163c0f10b055245f814dcc59f4818da60dfe72f3e72ab89fc24b6bd5e9c52", size = 207950, upload-time = "2026-05-19T10:09:09.616Z" },
+    { url = "https://files.pythonhosted.org/packages/93/59/984fd9ece895953dad3e0880a650e766f5a2da2c5514f0eafdaaabbeb5f9/jiter-0.15.0-cp314-cp314t-win_amd64.whl", hash = "sha256:980c256edb05b78a111b99c4de3b1d32e31634b867fd1fc2cf726e7b7bba9854", size = 200055, upload-time = "2026-05-19T10:09:11.367Z" },
+    { url = "https://files.pythonhosted.org/packages/0e/a4/cf8d779feb133a27a2e3bc833bccb9e13aa332cdf820497ebf72c10ce8c3/jiter-0.15.0-cp314-cp314t-win_arm64.whl", hash = "sha256:66b1880df2d01e206e8339769d1c7c1753bcb653efd6289e203f6f24ebada0c0", size = 191244, upload-time = "2026-05-19T10:09:12.74Z" },
+    { url = "https://files.pythonhosted.org/packages/65/43/1fc62172aa98b50a7de9a25554060db510f85c89cfbed0dfe13e1907a139/jiter-0.15.0-graalpy311-graalpy242_311_native-macosx_10_12_x86_64.whl", hash = "sha256:411fa4dfa5a7ae3d11491027ffb9beadec3996010a986862db70d91abba1c750", size = 305585, upload-time = "2026-05-19T10:09:35.995Z" },
+    { url = "https://files.pythonhosted.org/packages/e8/c4/dd58fcd9e2df83666e5c1c1347bef58ce919cd8efc3ffa38aeea62ce493b/jiter-0.15.0-graalpy311-graalpy242_311_native-macosx_11_0_arm64.whl", hash = "sha256:2b0074e2f56eb2dacca1689760fd2852a068f85a0547a157b82cb4cafeb6768b", size = 306936, upload-time = "2026-05-19T10:09:37.435Z" },
+    { url = "https://files.pythonhosted.org/packages/39/86/b695e16f1180c07f43ea98e73ecd21cf63fa2e1b0c1103739013784d11ae/jiter-0.15.0-graalpy311-graalpy242_311_native-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:913d02d29c9606643418d9ccfc3b72492ab25a6bf7889934e09a3490f8d3438b", size = 342453, upload-time = "2026-05-19T10:09:39.294Z" },
+    { url = "https://files.pythonhosted.org/packages/34/56/55d76614af37fe3f22a3347d1e410d2a15da581997cb2da499a625000bb5/jiter-0.15.0-graalpy311-graalpy242_311_native-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b15d3ec9b0449c40e85319bdb4caa8b77ab526e74f5532ed94bec15e2f66822c", size = 345606, upload-time = "2026-05-19T10:09:40.727Z" },
+    { url = "https://files.pythonhosted.org/packages/73/38/505941b2b092fd5bbbd60a52a880db1173f1690ae6751bed3af1c9ddcb4e/jiter-0.15.0-graalpy312-graalpy250_312_native-macosx_10_12_x86_64.whl", hash = "sha256:631f13a3d04e97d4e083993b10f4b99530e3a10d953e2eb5e196b7dc7f812ce0", size = 303769, upload-time = "2026-05-19T10:09:42.203Z" },
+    { url = "https://files.pythonhosted.org/packages/e7/95/a06692b29e77473f286e1ec1f426d3ca44d7b5843be8ad21d7a5f3fcdcc0/jiter-0.15.0-graalpy312-graalpy250_312_native-macosx_11_0_arm64.whl", hash = "sha256:b6c0ffae686c39bf3737be60793783267628783ea42545632c10b291105aee45", size = 305128, upload-time = "2026-05-19T10:09:43.657Z" },
+    { url = "https://files.pythonhosted.org/packages/23/85/7270d7ad41d6061a25b950c6bf91d638bd9aacb113200a8c8d57a055fd67/jiter-0.15.0-graalpy312-graalpy250_312_native-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1d54fb5b31dea401a41af3f8a7d2512e9b6a6a005491e6166c7e4ffab9639a9c", size = 340459, upload-time = "2026-05-19T10:09:45.452Z" },
+    { url = "https://files.pythonhosted.org/packages/c8/8d/302cb2057b7513327b4d575cff6b1d066ee6431a5357fc3f8867cd684406/jiter-0.15.0-graalpy312-graalpy250_312_native-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:54d5d6090cdc1b7c9e780dfb04949a990adb1e301a2fc0bbcee7de4638d33f9a", size = 344469, upload-time = "2026-05-19T10:09:46.864Z" },
+]
+
 [[package]]
 name = "joblib"
 version = "1.5.3"
@@ -938,6 +1334,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/43/e3/7d92a15f894aa0c9c4b49b8ee9ac9850d6e63b03c9c32c0367a13ae62209/mpmath-1.3.0-py3-none-any.whl", hash = "sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c", size = 536198, upload-time = "2023-03-07T16:47:09.197Z" },
 ]
 
+[[package]]
+name = "narwhals"
+version = "2.22.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/62/3c/c4ef2164a71c1a63d7f1ae411c4082c5fa872405106db60a4b7114989ad7/narwhals-2.22.1.tar.gz", hash = "sha256:d62920805a0a43b7ff8b54b0c0d3142d796f8a9301836ada37e573d6a33cbcd9", size = 647493, upload-time = "2026-06-05T12:34:34.051Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/48/ca/36339329c4604adbcc99c899b7eb1ce1a555c499b6a6860757dc9bfed36d/narwhals-2.22.1-py3-none-any.whl", hash = "sha256:60567d774edf77db53906f89d9fbd164e66e56d66d388e1e6990f17ac33cfb53", size = 454815, upload-time = "2026-06-05T12:34:32.289Z" },
+]
+
 [[package]]
 name = "networkx"
 version = "3.6.1"
@@ -956,6 +1361,24 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/88/b2/d0896bdcdc8d28a7fc5717c305f1a861c26e18c05047949fb371034d98bd/nodeenv-1.10.0-py2.py3-none-any.whl", hash = "sha256:5bb13e3eed2923615535339b3c620e76779af4cb4c6a90deccc9e36b274d3827", size = 23438, upload-time = "2025-12-20T14:08:52.782Z" },
 ]
 
+[[package]]
+name = "nox"
+version = "2026.4.10"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "argcomplete" },
+    { name = "attrs" },
+    { name = "colorlog" },
+    { name = "dependency-groups" },
+    { name = "humanize" },
+    { name = "packaging" },
+    { name = "virtualenv" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/e7/6b/e672c862a43cfca704d32359221fa3780226daa1e5db5dfc401bcc8be9c9/nox-2026.4.10.tar.gz", hash = "sha256:2d0af5374f3f37a295428c927d1b04a8182aa01762897d172446dda2f1ce9692", size = 4034839, upload-time = "2026-04-10T17:42:42.209Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/7f/95/4df134a100b5a9a12378d5301b934366686ef6fbdaffcd21211d5654970e/nox-2026.4.10-py3-none-any.whl", hash = "sha256:082c117627590d9b90aa21f86df89b310b07c5842539524203bcb3c719f116c1", size = 75536, upload-time = "2026-04-10T17:42:40.664Z" },
+]
+
 [[package]]
 name = "numpy"
 version = "2.2.6"
@@ -1138,6 +1561,25 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/a2/eb/86626c1bbc2edb86323022371c39aa48df6fd8b0a1647bc274577f72e90b/nvidia_nvtx_cu12-12.8.90-py3-none-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:5b17e2001cc0d751a5bc2c6ec6d26ad95913324a4adb86788c944f8ce9ba441f", size = 89954, upload-time = "2025-03-07T01:42:44.131Z" },
 ]
 
+[[package]]
+name = "openai"
+version = "2.41.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "anyio" },
+    { name = "distro" },
+    { name = "httpx" },
+    { name = "jiter" },
+    { name = "pydantic" },
+    { name = "sniffio" },
+    { name = "tqdm" },
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/3c/a6/5815fe2e2aca74b36c650d1bd43b69827cee568073d0d2d9b6fc5aaac80c/openai-2.41.0.tar.gz", hash = "sha256:db5c362acd6604b84f076abbefa66826ea4b46ecba2954ed866e6a149a1352c0", size = 783525, upload-time = "2026-06-03T22:39:40.719Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/be/51/d82bb424e8aa372190c5233253a2ceb399a778747d18b42cff487411e663/openai-2.41.0-py3-none-any.whl", hash = "sha256:20cc7952e8501c7e5773dd2ef7be437bae9cb549044902e1041a83a54516e375", size = 1353378, upload-time = "2026-06-03T22:39:38.964Z" },
+]
+
 [[package]]
 name = "packaging"
 version = "26.0"
@@ -1592,6 +2034,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/10/bd/c038d7cc38edc1aa5bf91ab8068b63d4308c66c4c8bb3cbba7dfbc049f9c/pyparsing-3.3.2-py3-none-any.whl", hash = "sha256:850ba148bd908d7e2411587e247a1e4f0327839c40e2e5e6d05a007ecc69911d", size = 122781, upload-time = "2026-01-21T03:57:55.912Z" },
 ]
 
+[[package]]
+name = "pypdf"
+version = "6.13.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/15/d9/9d12fa0d9660d03320725ff686c961b645a4218940a82296e1272d9e1ff0/pypdf-6.13.1.tar.gz", hash = "sha256:4841d8a4c1589e5833915dc0c7ddfacff80a2e0bcbeb5d1e681fecaa1674b03a", size = 6477811, upload-time = "2026-06-08T11:01:49.344Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/fe/dd/8f03e0a5788a5d1feb4550617c3e6db5e9099eaee248a3e482ddaeacbbb0/pypdf-6.13.1-py3-none-any.whl", hash = "sha256:e555e4ce3f561ef069307622f1374136ba964ca6ca24f24158701decaf83ed9b", size = 346259, upload-time = "2026-06-08T11:01:47.741Z" },
+]
+
 [[package]]
 name = "pytest"
 version = "9.0.2"
@@ -1926,52 +2377,47 @@ wheels = [
 
 [[package]]
 name = "scikit-learn"
-version = "1.8.0"
+version = "1.9.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "joblib" },
+    { name = "narwhals" },
     { name = "numpy" },
     { name = "scipy" },
     { name = "threadpoolctl" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/0e/d4/40988bf3b8e34feec1d0e6a051446b1f66225f8529b9309becaeef62b6c4/scikit_learn-1.8.0.tar.gz", hash = "sha256:9bccbb3b40e3de10351f8f5068e105d0f4083b1a65fa07b6634fbc401a6287fd", size = 7335585, upload-time = "2025-12-10T07:08:53.618Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/c9/92/53ea2181da8ac6bf27170191028aee7251f8f841f8d3edbfdcaf2008fde9/scikit_learn-1.8.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:146b4d36f800c013d267b29168813f7a03a43ecd2895d04861f1240b564421da", size = 8595835, upload-time = "2025-12-10T07:07:39.385Z" },
-    { url = "https://files.pythonhosted.org/packages/01/18/d154dc1638803adf987910cdd07097d9c526663a55666a97c124d09fb96a/scikit_learn-1.8.0-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:f984ca4b14914e6b4094c5d52a32ea16b49832c03bd17a110f004db3c223e8e1", size = 8080381, upload-time = "2025-12-10T07:07:41.93Z" },
-    { url = "https://files.pythonhosted.org/packages/8a/44/226142fcb7b7101e64fdee5f49dbe6288d4c7af8abf593237b70fca080a4/scikit_learn-1.8.0-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5e30adb87f0cc81c7690a84f7932dd66be5bac57cfe16b91cb9151683a4a2d3b", size = 8799632, upload-time = "2025-12-10T07:07:43.899Z" },
-    { url = "https://files.pythonhosted.org/packages/36/4d/4a67f30778a45d542bbea5db2dbfa1e9e100bf9ba64aefe34215ba9f11f6/scikit_learn-1.8.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ada8121bcb4dac28d930febc791a69f7cb1673c8495e5eee274190b73a4559c1", size = 9103788, upload-time = "2025-12-10T07:07:45.982Z" },
-    { url = "https://files.pythonhosted.org/packages/89/3c/45c352094cfa60050bcbb967b1faf246b22e93cb459f2f907b600f2ceda5/scikit_learn-1.8.0-cp311-cp311-win_amd64.whl", hash = "sha256:c57b1b610bd1f40ba43970e11ce62821c2e6569e4d74023db19c6b26f246cb3b", size = 8081706, upload-time = "2025-12-10T07:07:48.111Z" },
-    { url = "https://files.pythonhosted.org/packages/3d/46/5416595bb395757f754feb20c3d776553a386b661658fb21b7c814e89efe/scikit_learn-1.8.0-cp311-cp311-win_arm64.whl", hash = "sha256:2838551e011a64e3053ad7618dda9310175f7515f1742fa2d756f7c874c05961", size = 7688451, upload-time = "2025-12-10T07:07:49.873Z" },
-    { url = "https://files.pythonhosted.org/packages/90/74/e6a7cc4b820e95cc38cf36cd74d5aa2b42e8ffc2d21fe5a9a9c45c1c7630/scikit_learn-1.8.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:5fb63362b5a7ddab88e52b6dbb47dac3fd7dafeee740dc6c8d8a446ddedade8e", size = 8548242, upload-time = "2025-12-10T07:07:51.568Z" },
-    { url = "https://files.pythonhosted.org/packages/49/d8/9be608c6024d021041c7f0b3928d4749a706f4e2c3832bbede4fb4f58c95/scikit_learn-1.8.0-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:5025ce924beccb28298246e589c691fe1b8c1c96507e6d27d12c5fadd85bfd76", size = 8079075, upload-time = "2025-12-10T07:07:53.697Z" },
-    { url = "https://files.pythonhosted.org/packages/dd/47/f187b4636ff80cc63f21cd40b7b2d177134acaa10f6bb73746130ee8c2e5/scikit_learn-1.8.0-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4496bb2cf7a43ce1a2d7524a79e40bc5da45cf598dbf9545b7e8316ccba47bb4", size = 8660492, upload-time = "2025-12-10T07:07:55.574Z" },
-    { url = "https://files.pythonhosted.org/packages/97/74/b7a304feb2b49df9fafa9382d4d09061a96ee9a9449a7cbea7988dda0828/scikit_learn-1.8.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a0bcfe4d0d14aec44921545fd2af2338c7471de9cb701f1da4c9d85906ab847a", size = 8931904, upload-time = "2025-12-10T07:07:57.666Z" },
-    { url = "https://files.pythonhosted.org/packages/9f/c4/0ab22726a04ede56f689476b760f98f8f46607caecff993017ac1b64aa5d/scikit_learn-1.8.0-cp312-cp312-win_amd64.whl", hash = "sha256:35c007dedb2ffe38fe3ee7d201ebac4a2deccd2408e8621d53067733e3c74809", size = 8019359, upload-time = "2025-12-10T07:07:59.838Z" },
-    { url = "https://files.pythonhosted.org/packages/24/90/344a67811cfd561d7335c1b96ca21455e7e472d281c3c279c4d3f2300236/scikit_learn-1.8.0-cp312-cp312-win_arm64.whl", hash = "sha256:8c497fff237d7b4e07e9ef1a640887fa4fb765647f86fbe00f969ff6280ce2bb", size = 7641898, upload-time = "2025-12-10T07:08:01.36Z" },
-    { url = "https://files.pythonhosted.org/packages/03/aa/e22e0768512ce9255eba34775be2e85c2048da73da1193e841707f8f039c/scikit_learn-1.8.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:0d6ae97234d5d7079dc0040990a6f7aeb97cb7fa7e8945f1999a429b23569e0a", size = 8513770, upload-time = "2025-12-10T07:08:03.251Z" },
-    { url = "https://files.pythonhosted.org/packages/58/37/31b83b2594105f61a381fc74ca19e8780ee923be2d496fcd8d2e1147bd99/scikit_learn-1.8.0-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:edec98c5e7c128328124a029bceb09eda2d526997780fef8d65e9a69eead963e", size = 8044458, upload-time = "2025-12-10T07:08:05.336Z" },
-    { url = "https://files.pythonhosted.org/packages/2d/5a/3f1caed8765f33eabb723596666da4ebbf43d11e96550fb18bdec42b467b/scikit_learn-1.8.0-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:74b66d8689d52ed04c271e1329f0c61635bcaf5b926db9b12d58914cdc01fe57", size = 8610341, upload-time = "2025-12-10T07:08:07.732Z" },
-    { url = "https://files.pythonhosted.org/packages/38/cf/06896db3f71c75902a8e9943b444a56e727418f6b4b4a90c98c934f51ed4/scikit_learn-1.8.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:8fdf95767f989b0cfedb85f7ed8ca215d4be728031f56ff5a519ee1e3276dc2e", size = 8900022, upload-time = "2025-12-10T07:08:09.862Z" },
-    { url = "https://files.pythonhosted.org/packages/1c/f9/9b7563caf3ec8873e17a31401858efab6b39a882daf6c1bfa88879c0aa11/scikit_learn-1.8.0-cp313-cp313-win_amd64.whl", hash = "sha256:2de443b9373b3b615aec1bb57f9baa6bb3a9bd093f1269ba95c17d870422b271", size = 7989409, upload-time = "2025-12-10T07:08:12.028Z" },
-    { url = "https://files.pythonhosted.org/packages/49/bd/1f4001503650e72c4f6009ac0c4413cb17d2d601cef6f71c0453da2732fc/scikit_learn-1.8.0-cp313-cp313-win_arm64.whl", hash = "sha256:eddde82a035681427cbedded4e6eff5e57fa59216c2e3e90b10b19ab1d0a65c3", size = 7619760, upload-time = "2025-12-10T07:08:13.688Z" },
-    { url = "https://files.pythonhosted.org/packages/d2/7d/a630359fc9dcc95496588c8d8e3245cc8fd81980251079bc09c70d41d951/scikit_learn-1.8.0-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:7cc267b6108f0a1499a734167282c00c4ebf61328566b55ef262d48e9849c735", size = 8826045, upload-time = "2025-12-10T07:08:15.215Z" },
-    { url = "https://files.pythonhosted.org/packages/cc/56/a0c86f6930cfcd1c7054a2bc417e26960bb88d32444fe7f71d5c2cfae891/scikit_learn-1.8.0-cp313-cp313t-macosx_12_0_arm64.whl", hash = "sha256:fe1c011a640a9f0791146011dfd3c7d9669785f9fed2b2a5f9e207536cf5c2fd", size = 8420324, upload-time = "2025-12-10T07:08:17.561Z" },
-    { url = "https://files.pythonhosted.org/packages/46/1e/05962ea1cebc1cf3876667ecb14c283ef755bf409993c5946ade3b77e303/scikit_learn-1.8.0-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:72358cce49465d140cc4e7792015bb1f0296a9742d5622c67e31399b75468b9e", size = 8680651, upload-time = "2025-12-10T07:08:19.952Z" },
-    { url = "https://files.pythonhosted.org/packages/fe/56/a85473cd75f200c9759e3a5f0bcab2d116c92a8a02ee08ccd73b870f8bb4/scikit_learn-1.8.0-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:80832434a6cc114f5219211eec13dcbc16c2bac0e31ef64c6d346cde3cf054cb", size = 8925045, upload-time = "2025-12-10T07:08:22.11Z" },
-    { url = "https://files.pythonhosted.org/packages/cc/b7/64d8cfa896c64435ae57f4917a548d7ac7a44762ff9802f75a79b77cb633/scikit_learn-1.8.0-cp313-cp313t-win_amd64.whl", hash = "sha256:ee787491dbfe082d9c3013f01f5991658b0f38aa8177e4cd4bf434c58f551702", size = 8507994, upload-time = "2025-12-10T07:08:23.943Z" },
-    { url = "https://files.pythonhosted.org/packages/5e/37/e192ea709551799379958b4c4771ec507347027bb7c942662c7fbeba31cb/scikit_learn-1.8.0-cp313-cp313t-win_arm64.whl", hash = "sha256:bf97c10a3f5a7543f9b88cbf488d33d175e9146115a451ae34568597ba33dcde", size = 7869518, upload-time = "2025-12-10T07:08:25.71Z" },
-    { url = "https://files.pythonhosted.org/packages/24/05/1af2c186174cc92dcab2233f327336058c077d38f6fe2aceb08e6ab4d509/scikit_learn-1.8.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:c22a2da7a198c28dd1a6e1136f19c830beab7fdca5b3e5c8bba8394f8a5c45b3", size = 8528667, upload-time = "2025-12-10T07:08:27.541Z" },
-    { url = "https://files.pythonhosted.org/packages/a8/25/01c0af38fe969473fb292bba9dc2b8f9b451f3112ff242c647fee3d0dfe7/scikit_learn-1.8.0-cp314-cp314-macosx_12_0_arm64.whl", hash = "sha256:6b595b07a03069a2b1740dc08c2299993850ea81cce4fe19b2421e0c970de6b7", size = 8066524, upload-time = "2025-12-10T07:08:29.822Z" },
-    { url = "https://files.pythonhosted.org/packages/be/ce/a0623350aa0b68647333940ee46fe45086c6060ec604874e38e9ab7d8e6c/scikit_learn-1.8.0-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:29ffc74089f3d5e87dfca4c2c8450f88bdc61b0fc6ed5d267f3988f19a1309f6", size = 8657133, upload-time = "2025-12-10T07:08:31.865Z" },
-    { url = "https://files.pythonhosted.org/packages/b8/cb/861b41341d6f1245e6ca80b1c1a8c4dfce43255b03df034429089ca2a2c5/scikit_learn-1.8.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:fb65db5d7531bccf3a4f6bec3462223bea71384e2cda41da0f10b7c292b9e7c4", size = 8923223, upload-time = "2025-12-10T07:08:34.166Z" },
-    { url = "https://files.pythonhosted.org/packages/76/18/a8def8f91b18cd1ba6e05dbe02540168cb24d47e8dcf69e8d00b7da42a08/scikit_learn-1.8.0-cp314-cp314-win_amd64.whl", hash = "sha256:56079a99c20d230e873ea40753102102734c5953366972a71d5cb39a32bc40c6", size = 8096518, upload-time = "2025-12-10T07:08:36.339Z" },
-    { url = "https://files.pythonhosted.org/packages/d1/77/482076a678458307f0deb44e29891d6022617b2a64c840c725495bee343f/scikit_learn-1.8.0-cp314-cp314-win_arm64.whl", hash = "sha256:3bad7565bc9cf37ce19a7c0d107742b320c1285df7aab1a6e2d28780df167242", size = 7754546, upload-time = "2025-12-10T07:08:38.128Z" },
-    { url = "https://files.pythonhosted.org/packages/2d/d1/ef294ca754826daa043b2a104e59960abfab4cf653891037d19dd5b6f3cf/scikit_learn-1.8.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:4511be56637e46c25721e83d1a9cea9614e7badc7040c4d573d75fbe257d6fd7", size = 8848305, upload-time = "2025-12-10T07:08:41.013Z" },
-    { url = "https://files.pythonhosted.org/packages/5b/e2/b1f8b05138ee813b8e1a4149f2f0d289547e60851fd1bb268886915adbda/scikit_learn-1.8.0-cp314-cp314t-macosx_12_0_arm64.whl", hash = "sha256:a69525355a641bf8ef136a7fa447672fb54fe8d60cab5538d9eb7c6438543fb9", size = 8432257, upload-time = "2025-12-10T07:08:42.873Z" },
-    { url = "https://files.pythonhosted.org/packages/26/11/c32b2138a85dcb0c99f6afd13a70a951bfdff8a6ab42d8160522542fb647/scikit_learn-1.8.0-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c2656924ec73e5939c76ac4c8b026fc203b83d8900362eb2599d8aee80e4880f", size = 8678673, upload-time = "2025-12-10T07:08:45.362Z" },
-    { url = "https://files.pythonhosted.org/packages/c7/57/51f2384575bdec454f4fe4e7a919d696c9ebce914590abf3e52d47607ab8/scikit_learn-1.8.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:15fc3b5d19cc2be65404786857f2e13c70c83dd4782676dd6814e3b89dc8f5b9", size = 8922467, upload-time = "2025-12-10T07:08:47.408Z" },
-    { url = "https://files.pythonhosted.org/packages/35/4d/748c9e2872637a57981a04adc038dacaa16ba8ca887b23e34953f0b3f742/scikit_learn-1.8.0-cp314-cp314t-win_amd64.whl", hash = "sha256:00d6f1d66fbcf4eba6e356e1420d33cc06c70a45bb1363cd6f6a8e4ebbbdece2", size = 8774395, upload-time = "2025-12-10T07:08:49.337Z" },
-    { url = "https://files.pythonhosted.org/packages/60/22/d7b2ebe4704a5e50790ba089d5c2ae308ab6bb852719e6c3bd4f04c3a363/scikit_learn-1.8.0-cp314-cp314t-win_arm64.whl", hash = "sha256:f28dd15c6bb0b66ba09728cf09fd8736c304be29409bd8445a080c1280619e8c", size = 8002647, upload-time = "2025-12-10T07:08:51.601Z" },
+sdist = { url = "https://files.pythonhosted.org/packages/fa/6f/37092bdb25f712817231799fc5674d8e704066a8a70c1d2d40517e18b4ab/scikit_learn-1.9.0.tar.gz", hash = "sha256:8833266989d3a5110178a9fae30783675460724d0e1efb13b14901d2c660c557", size = 7750767, upload-time = "2026-06-02T11:54:32.706Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/f5/be/e844fd9586e66540a15b71924d17a6cbc1bb749e81ddd0a796bcdba4c055/scikit_learn-1.9.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:9db6f4d34e68c8899e4cab27fdf8eafe6ed21f2ba52ceb25ea250cd237f8e47b", size = 8789686, upload-time = "2026-06-02T11:53:05.439Z" },
+    { url = "https://files.pythonhosted.org/packages/42/e2/ff880f62677a17d035817d543cb0fc8727d01eccbee81c5f7fc733a9d856/scikit_learn-1.9.0-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:f401448645a3e7bc115aa3c094097865155b34bff1cba8101857d9104e99074c", size = 8256782, upload-time = "2026-06-02T11:53:08.904Z" },
+    { url = "https://files.pythonhosted.org/packages/25/64/eb40435e1a508ab1b4e284ce43ae80f6a162e5be5e38ed5a6fab467a9ea4/scikit_learn-1.9.0-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:fd3a8ef0c758555a3b23c03adaa858af32f7736785ded50ad5991f59c4ed03fa", size = 8992419, upload-time = "2026-06-02T11:53:11.551Z" },
+    { url = "https://files.pythonhosted.org/packages/8d/da/4810a28e473185429e45a57eebcc91fc991b33d889cc0676063e671db03d/scikit_learn-1.9.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:f7e254636164090da847715a27f8e5478feb98c40a9e0ee90cbd277de9e5ceb8", size = 9281411, upload-time = "2026-06-02T11:53:15.063Z" },
+    { url = "https://files.pythonhosted.org/packages/3b/67/be3d369f40d8178ba3bd86635d132e08cb5329b023e4669d9426d84bc007/scikit_learn-1.9.0-cp311-cp311-win_amd64.whl", hash = "sha256:5dc1818c77575d149e25fce9ef82dd7b7263ae372f03494158668ad632a69759", size = 8272736, upload-time = "2026-06-02T11:53:18.108Z" },
+    { url = "https://files.pythonhosted.org/packages/37/79/a733f02dc2118da7e77a134b34f39f40201a353311b011d20859d2db3556/scikit_learn-1.9.0-cp311-cp311-win_arm64.whl", hash = "sha256:366652351f092b219c248f1e72821e841960a63d8f358f1dcfd54dc1cbdbbc28", size = 7919564, upload-time = "2026-06-02T11:53:21.2Z" },
+    { url = "https://files.pythonhosted.org/packages/ac/20/75f915ff375d6249e6550ac740fdbbd66159a068fd3af1400ff62036b07a/scikit_learn-1.9.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:2bd41b0d201bc81575531b96b713d3eb5e5f50fb0b82101ff0f92294fdc236ac", size = 8741122, upload-time = "2026-06-02T11:53:24.08Z" },
+    { url = "https://files.pythonhosted.org/packages/cc/d5/2b5148f2279196775e1db2aeb85d14b70ac80e7e32b3b28e7ebeafb0901d/scikit_learn-1.9.0-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:5be45aa4a42a68a533913a6ed736cf309de2226411c79ef8d609a5456f1939b1", size = 8261512, upload-time = "2026-06-02T11:53:27.183Z" },
+    { url = "https://files.pythonhosted.org/packages/a0/ee/5adbc77656b71f9456a2f5a7a9fdb4bcf9207a6b962889f1c2f9323afa4e/scikit_learn-1.9.0-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5e50ed4da51974e86e940690e9a3d82e729b62b5a49f7c9bac534d515d39d86f", size = 8837603, upload-time = "2026-06-02T11:53:30.328Z" },
+    { url = "https://files.pythonhosted.org/packages/6c/c2/63fdda36c56437eeb44aaf9493c8bcd62ce230ab1598924fc626ffbfa943/scikit_learn-1.9.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:056c92bb67ad4c28463c2f2653d9701449201e7e7a9e94e321be0f71c4fef2b8", size = 9132097, upload-time = "2026-06-02T11:53:33.456Z" },
+    { url = "https://files.pythonhosted.org/packages/83/a4/c8e67227c680e2259c8864ae72ff48b06e16a6f51253a22167aa02a8aa4e/scikit_learn-1.9.0-cp312-cp312-win_amd64.whl", hash = "sha256:4306775fad04cc4b472a1b15af1ae9cede1540fbfcc17fbce3767cd8dc7ae283", size = 8211173, upload-time = "2026-06-02T11:53:36.602Z" },
+    { url = "https://files.pythonhosted.org/packages/cf/fd/3c0863792e98e67e9184aa4029288a175935eb65443afcd30d4f143450cf/scikit_learn-1.9.0-cp312-cp312-win_arm64.whl", hash = "sha256:26e22435f63bcdcf396b574273f29f13dd531f5ea035801f5be10ba1540a4e60", size = 7867451, upload-time = "2026-06-02T11:53:39.075Z" },
+    { url = "https://files.pythonhosted.org/packages/3c/01/cf3310626b6d48d3e9be69a1223f9180360b5e6edb045f50fade723ce494/scikit_learn-1.9.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:80746d63bd4b6eaca54d36fe5feaf4d28bb38dc6f9470f81c7cad7c40155f119", size = 8705188, upload-time = "2026-06-02T11:53:41.964Z" },
+    { url = "https://files.pythonhosted.org/packages/3e/04/5acd7ae280c5f93b6ac5ef6cdec14eef4c8d1cd91d85b3292989c94d96b1/scikit_learn-1.9.0-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:5b934c45c252844a91d69fda3a34cff5e7307e1db10d77cb10a3980312c74713", size = 8228299, upload-time = "2026-06-02T11:53:44.817Z" },
+    { url = "https://files.pythonhosted.org/packages/0c/39/ffe829a5b8ecb40a518724a997794657fdc354ada5e8fe8e64d998c0bac9/scikit_learn-1.9.0-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:38c3dcb9a1ffb85505ec53d54c7b4aea0cff70050425a7760c2af661ac85df05", size = 8789690, upload-time = "2026-06-02T11:53:47.461Z" },
+    { url = "https://files.pythonhosted.org/packages/1f/88/8dab5de10c638c083772a6be83a3d8106ced492f74a928c8693638e5bb50/scikit_learn-1.9.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:da76d09304a4706db7cc1e3ebaa3b6b98a67365cc11d2996c4f1e58ba47df714", size = 9087723, upload-time = "2026-06-02T11:53:50.702Z" },
+    { url = "https://files.pythonhosted.org/packages/20/3f/7917ca72464038f6240ec70c29f94862d08a34a74291ae4d4ec5eb8186a0/scikit_learn-1.9.0-cp313-cp313-win_amd64.whl", hash = "sha256:5808d98f15c6bf6d9d96d2348c1997392a5888ce7097e664105f930c4bca1277", size = 8184330, upload-time = "2026-06-02T11:53:53.396Z" },
+    { url = "https://files.pythonhosted.org/packages/78/c7/15739eb2f61fda3c54639e9942414e5a19ad8a8d1f5a3266afad7cb7df80/scikit_learn-1.9.0-cp313-cp313-win_arm64.whl", hash = "sha256:d77f54c017633791bc0225a43e2f8d03745fdcfe4880268fcc4df15f505dec2e", size = 7840653, upload-time = "2026-06-02T11:53:56.035Z" },
+    { url = "https://files.pythonhosted.org/packages/f4/7d/c9a35cf59b20a86fec24d306f1547b78dec194b08d367ce2a3e4854169d9/scikit_learn-1.9.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:9656acd4e93f74e0b66c8a36c88830a99252dfa900044d36bc2212ae89a47162", size = 8713289, upload-time = "2026-06-02T11:53:58.788Z" },
+    { url = "https://files.pythonhosted.org/packages/3c/a7/552a7821597c632b907f7bfe8f36f9f572777af8ef8a48353041cf8e091a/scikit_learn-1.9.0-cp314-cp314-macosx_12_0_arm64.whl", hash = "sha256:24360002ae845e7866522b0a5bbf690802e7bc388cac8663502e78aa98598aa2", size = 8245141, upload-time = "2026-06-02T11:54:01.694Z" },
+    { url = "https://files.pythonhosted.org/packages/7d/79/f4a0c4fe9711154cddabf913471153af79056382ddc612cfe5ee0ff4b72e/scikit_learn-1.9.0-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5162ad10a418c8a282dde04c9aa06965de3e9a65f33c1440c0ae69bb1a09d913", size = 8847671, upload-time = "2026-06-02T11:54:04.448Z" },
+    { url = "https://files.pythonhosted.org/packages/f0/af/4d72d9e475ac83719160c662619e4bf7b95c19507cd582e7d0167a3c3dae/scikit_learn-1.9.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:1fea2cc5677ab49d6f5bade978c866da44957b712d92e9635e8b4f723013c3cb", size = 9118104, upload-time = "2026-06-02T11:54:07.205Z" },
+    { url = "https://files.pythonhosted.org/packages/a2/d5/6a58eea2cb9abbb9b3f2bb8b2cfb3243d1152d69f442d256c7af71304769/scikit_learn-1.9.0-cp314-cp314-win_amd64.whl", hash = "sha256:64fa347efc1c839c487433e40c5144d38c336e8a2b59c81aa8660373945c2673", size = 8290674, upload-time = "2026-06-02T11:54:10.087Z" },
+    { url = "https://files.pythonhosted.org/packages/65/5b/d4c879cf358f1187141cf90ced473f087183489090244f50c124a2ee478b/scikit_learn-1.9.0-cp314-cp314-win_arm64.whl", hash = "sha256:1b944b6db288f6b926e3650026ddafb988929de95d11fc2cc5fa117773c9ba42", size = 7978807, upload-time = "2026-06-02T11:54:12.769Z" },
+    { url = "https://files.pythonhosted.org/packages/8a/43/bfae3121ec67ae09150d453c442c7c1cc166e9aefe056e6ab3b7728a5cfc/scikit_learn-1.9.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:4ccacf04ca5f4b492158a5f28afe0ace43f81b2571e4b9a66d34848b46128949", size = 9031941, upload-time = "2026-06-02T11:54:15.436Z" },
+    { url = "https://files.pythonhosted.org/packages/75/b0/20a4546eb17f3b25d3c66df15810411c14ed5065bcfab50b53c96fb627b2/scikit_learn-1.9.0-cp314-cp314t-macosx_12_0_arm64.whl", hash = "sha256:ee1a8db2c18c08e34c7412d4b10be1cac214cd4ea7dc9715a6a327eb49a37c96", size = 8613528, upload-time = "2026-06-02T11:54:18.842Z" },
+    { url = "https://files.pythonhosted.org/packages/18/3c/e440e039bb82cd19004edaaad00acbde0fb9b461083c3ecf37941c557312/scikit_learn-1.9.0-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:147e9329ef0e39f75d4cffa02b2aa48d827832684926cd5210d9a2cb5c57246b", size = 8855050, upload-time = "2026-06-02T11:54:21.699Z" },
+    { url = "https://files.pythonhosted.org/packages/43/26/b341b8dab5998da6270a3a42c2152c578501354d36f944b5856757035ef8/scikit_learn-1.9.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:5bad8f8b9950321b54c965fdcbac6c6c55e79e16646b49977bcf3668d3870a1a", size = 9097190, upload-time = "2026-06-02T11:54:24.454Z" },
+    { url = "https://files.pythonhosted.org/packages/fb/de/b650b4d69b84468cfa2e28a3ff7b8103743029e6446ce1a97fe060ef688c/scikit_learn-1.9.0-cp314-cp314t-win_amd64.whl", hash = "sha256:78fc56eafd4edb9575d2d8950d1dd152061abb573341a1cb7e099fc40f6c6666", size = 8963204, upload-time = "2026-06-02T11:54:27.428Z" },
+    { url = "https://files.pythonhosted.org/packages/ee/f3/ff83d76d7418112e5a61326443cdda87be3545dd8d6599c95b2481a4419e/scikit_learn-1.9.0-cp314-cp314t-win_arm64.whl", hash = "sha256:051075bda8b7aab87b1906ab3d4740a1e1224a19d7b3781a576736edc94e76aa", size = 8222661, upload-time = "2026-06-02T11:54:30.192Z" },
 ]
 
 [[package]]
@@ -2045,6 +2491,25 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/07/39/338d9219c4e87f3e708f18857ecd24d22a0c3094752393319553096b98af/scipy-1.17.1-cp314-cp314t-win_arm64.whl", hash = "sha256:200e1050faffacc162be6a486a984a0497866ec54149a01270adc8a59b7c7d21", size = 25489165, upload-time = "2026-02-23T00:22:29.563Z" },
 ]
 
+[[package]]
+name = "sentence-transformers"
+version = "5.5.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "huggingface-hub" },
+    { name = "numpy" },
+    { name = "scikit-learn" },
+    { name = "scipy" },
+    { name = "torch" },
+    { name = "tqdm" },
+    { name = "transformers" },
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/cf/d4/7ef93157485e978c016f49da05363c1e4e7237beb5343b64b5631101f0f1/sentence_transformers-5.5.1.tar.gz", hash = "sha256:02b7740dfc60bdbbcb6061625f5d97a5c1a4e2d3baac5f9391b912bb5eae2290", size = 445161, upload-time = "2026-05-20T07:37:44.465Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/bf/03/ee99a6b030e7a2e056547729f8a4709dd93e13d9c6f07590f74c395c4017/sentence_transformers-5.5.1-py3-none-any.whl", hash = "sha256:4fe11d433badc5282d32f7fc08bc714216b7a5aca426f9df77a45a554756deb7", size = 588887, upload-time = "2026-05-20T07:37:43.004Z" },
+]
+
 [[package]]
 name = "sentry-sdk"
 version = "2.54.0"
@@ -2085,6 +2550,24 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/04/be/d09147ad1ec7934636ad912901c5fd7667e1c858e19d355237db0d0cd5e4/smmap-5.0.2-py3-none-any.whl", hash = "sha256:b30115f0def7d7531d22a0fb6502488d879e75b260a9db4d0819cfb25403af5e", size = 24303, upload-time = "2025-01-02T07:14:38.724Z" },
 ]
 
+[[package]]
+name = "sniffio"
+version = "1.3.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/a2/87/a6771e1546d97e7e041b6ae58d80074f81b7d5121207425c964ddf5cfdbd/sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc", size = 20372, upload-time = "2024-02-25T23:20:04.057Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/e9/44/75a9c9421471a6c4805dbf2356f7c181a29c1879239abab1ea2cc8f38b40/sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2", size = 10235, upload-time = "2024-02-25T23:20:01.196Z" },
+]
+
+[[package]]
+name = "soupsieve"
+version = "2.8.4"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/47/2c/0a5f6f8ee0d5589e48c7640213ed5175d52cf540a06725b628cc1a45d6ce/soupsieve-2.8.4.tar.gz", hash = "sha256:e121fd02e975c695e4e9e8774a5ee35d74714b59307868dcc5319ad2d9e3328e", size = 121110, upload-time = "2026-05-24T13:55:57.154Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/5e/f5/0c41cb68dcae6b7de4fac4188a3a9589e21fb31df21ea3a2e888db95e6c9/soupsieve-2.8.4-py3-none-any.whl", hash = "sha256:e7e6b0769c8f51ed59acab6e994b00621096cfb1c640a7509295987388fbaf65", size = 37304, upload-time = "2026-05-24T13:55:55.406Z" },
+]
+
 [[package]]
 name = "sympy"
 version = "1.14.0"
@@ -2334,6 +2817,31 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/f6/56/6113c23ff46c00aae423333eb58b3e60bdfe9179d542781955a5e1514cb3/triton-3.6.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:46bd1c1af4b6704e554cad2eeb3b0a6513a980d470ccfa63189737340c7746a7", size = 188397994, upload-time = "2026-01-20T16:01:14.236Z" },
 ]
 
+[[package]]
+name = "ty"
+version = "0.0.46"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/5a/7d/d95b5a9dea83472006be3ce5e480028c44b34138d84d0172e910f287fb69/ty-0.0.46.tar.gz", hash = "sha256:c6c2d7105b5633b49950b4c3a90d1ed2613eb9d794ad582bbbf6c4ffcb93accf", size = 5832380, upload-time = "2026-06-09T03:28:05.056Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/0e/24/f9f7533c391610521f4164e6b8e37ef72d0c1ee8651bc0d9ce9e658b953b/ty-0.0.46-py3-none-linux_armv6l.whl", hash = "sha256:5e716337994699cbc1a1a7b7a3e6622306f2574c710330f9d9691c2c3d8391b0", size = 11756264, upload-time = "2026-06-09T03:28:20.112Z" },
+    { url = "https://files.pythonhosted.org/packages/66/49/ff3d13655b9b5cc8176f4c3446bf7ec2df43c8ad9e5272d4adc5d952fa45/ty-0.0.46-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:51d618dec5403635690d0e3e298cd0ad3d84ebc6a576652939ef30ce96fce4b2", size = 11492723, upload-time = "2026-06-09T03:28:13.23Z" },
+    { url = "https://files.pythonhosted.org/packages/82/4a/e7e3209e353c5835c7756339bbcdfda10852407b80fbb9ed46c17241873a/ty-0.0.46-py3-none-macosx_11_0_arm64.whl", hash = "sha256:acbafd6a2351b07a6cf4c945b0b1d47f6d2826faac2526a351dfa74d3a3cc664", size = 10892822, upload-time = "2026-06-09T03:27:51.179Z" },
+    { url = "https://files.pythonhosted.org/packages/6c/20/4390c90434a9ddefcecb65e8df00e4c2700e9739dc0baf58bed36d25f713/ty-0.0.46-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:de5df602ffd760612ae36602bbad69b0123ff6cffd92e62aa92b7709317d69e3", size = 11408745, upload-time = "2026-06-09T03:27:58.049Z" },
+    { url = "https://files.pythonhosted.org/packages/75/0c/f13a1bf9c6798530c773667095a6cf8f73ec9721db359423e7249bff7fbc/ty-0.0.46-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:7abf5a10b30d8641faad90f6a19989daec941bb90261159e05cfeb04d2012046", size = 11544432, upload-time = "2026-06-09T03:27:53.519Z" },
+    { url = "https://files.pythonhosted.org/packages/56/69/eb3710c13dff846a0362df04fadd8a39b64ccc244c0d02ce5285ede8eae5/ty-0.0.46-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:8770404139c6ccee2ce2fc226478cfa4100915133c876c257e52197b8b92051d", size = 12031228, upload-time = "2026-06-09T03:28:29.816Z" },
+    { url = "https://files.pythonhosted.org/packages/e9/68/5f5db9c84c1d44acdc67281089b372d9d818ee68123a60c59c66187095e2/ty-0.0.46-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:f960d5a6e4860076924d2b86891d9872c4a3daa4663fb416e640b22cf3dbf68e", size = 12596073, upload-time = "2026-06-09T03:28:25.204Z" },
+    { url = "https://files.pythonhosted.org/packages/14/be/cfd0bb272e6a1491f6de30c60da1f39c2b3c3524ec64a5c92b71365c9185/ty-0.0.46-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:1d9000a4a3ed08fc37e8a2ff0b801cde06e1c2af3bc053677744bb5a1b751030", size = 12284885, upload-time = "2026-06-09T03:28:10.58Z" },
+    { url = "https://files.pythonhosted.org/packages/a8/3a/2cd541f6320f5d6f70a45725c4e1016efedd5545348bb23b47ffb3e4c724/ty-0.0.46-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d1160e6dc86536109ab755f7142f36f4dda5333c8330cf230d61819494d27125", size = 12079480, upload-time = "2026-06-09T03:27:55.847Z" },
+    { url = "https://files.pythonhosted.org/packages/de/91/8e0075bc6568fb477e7ef4d805c67fa6902b692cb4419e0bf5ce3c04c5bc/ty-0.0.46-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:b619c0efe007731f8221fa787701bfa4402da7a83eb26c61ae25e77b6ace6384", size = 12316547, upload-time = "2026-06-09T03:28:08.28Z" },
+    { url = "https://files.pythonhosted.org/packages/00/28/b96cbfeda019a4044c6a8cd06ff84d08b631d4ba7d9a1e6dc0311df3563a/ty-0.0.46-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:ad98fccb6a8a94c4121b993761a0deee602f5826c4162e0a91f4f8118ddadd42", size = 11392846, upload-time = "2026-06-09T03:28:00.418Z" },
+    { url = "https://files.pythonhosted.org/packages/3b/d0/4d77f699a95ac7a13b94ca1a58682667cfe974f91557d9e2a9fc0b808a7f/ty-0.0.46-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:74536b13c3cc3f5944408669c202d4c57c3d19ff154732df8e6145718aef9191", size = 11559017, upload-time = "2026-06-09T03:28:17.619Z" },
+    { url = "https://files.pythonhosted.org/packages/88/62/1d6f6b51c2b132da8011c6a41ead0c1fd2a0b17ea72304bcf6ce084d581a/ty-0.0.46-py3-none-musllinux_1_2_i686.whl", hash = "sha256:5e50b1e96ced41b609e24ed27d9e4f508584ed7f4d0bb717ca8c8d75d2fd1b7c", size = 11666509, upload-time = "2026-06-09T03:28:22.454Z" },
+    { url = "https://files.pythonhosted.org/packages/fe/9a/6643894bc12cb30c281f4c8bf37f6d30c1fbd9484ef39a12b0ea6dae3c1c/ty-0.0.46-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:0a7d9f58d26d938e5d2f607481b7a412d8c00d675a1ec72004fa9d6b3b9def99", size = 12180448, upload-time = "2026-06-09T03:28:32.329Z" },
+    { url = "https://files.pythonhosted.org/packages/86/68/0f3b7bb03a7da676ef51b1c0af0bde1e500d69d5f0c807ed63b6f30b66dd/ty-0.0.46-py3-none-win32.whl", hash = "sha256:26db0ce89c573e60132d14e9688c9329a1633b1a8c26fe457025c7c406f7d5e6", size = 10960002, upload-time = "2026-06-09T03:28:02.832Z" },
+    { url = "https://files.pythonhosted.org/packages/b1/f4/91ff618b2dee39d0633d23e1adac0174aa1de80df17e270acac534034dbc/ty-0.0.46-py3-none-win_amd64.whl", hash = "sha256:90e8e6d446b9cb7cb4bede9fca7b3c99fd1e2355605ecf431c131a51db2a5e93", size = 12097413, upload-time = "2026-06-09T03:28:27.495Z" },
+    { url = "https://files.pythonhosted.org/packages/e5/2e/300174fca375a27a7c28dd80e990d857d7b3e3b25980c65063f980aa2f17/ty-0.0.46-py3-none-win_arm64.whl", hash = "sha256:ebd320d82605079b901a095dc4711037a0c488b4ace79a602fef4df0d3f4cf74", size = 11439595, upload-time = "2026-06-09T03:28:15.355Z" },
+]
+
 [[package]]
 name = "typing-extensions"
 version = "4.15.0"
@@ -2355,6 +2863,23 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/dc/9b/47798a6c91d8bdb567fe2698fe81e0c6b7cb7ef4d13da4114b41d239f65d/typing_inspection-0.4.2-py3-none-any.whl", hash = "sha256:4ed1cacbdc298c220f1bd249ed5287caa16f34d44ef4e9c3d0cbad5b521545e7", size = 14611, upload-time = "2025-10-01T02:14:40.154Z" },
 ]
 
+[[package]]
+name = "typos"
+version = "1.47.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/5f/bb/363c971ea146d77a712212c33db751480321e7b9855cbf8efa9dada9c1e1/typos-1.47.0.tar.gz", hash = "sha256:f00d98b8338abd6016f968fb7a3911c911010c17c333c2e102e8893b1c97db8f", size = 1828995, upload-time = "2026-05-29T01:10:48.91Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/c5/03/783407273511a479fe5bf038d262a8a169feaa37c82cf9d2d0122bf12757/typos-1.47.0-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:c4104785d237fd2256023ba4339e404ed2db58888af703eb0726a1441a8e85d7", size = 3464612, upload-time = "2026-05-29T01:10:33.974Z" },
+    { url = "https://files.pythonhosted.org/packages/82/ed/b21b293228ca56b8ab870f0f71dfc6b64da33d5d1805be00d299f053eee4/typos-1.47.0-py3-none-macosx_11_0_arm64.whl", hash = "sha256:cb95b6fde16fe5bab11788bc14d3d9ec49dcbeec9517378e2fca9e283e6b7822", size = 3374520, upload-time = "2026-05-29T01:10:35.92Z" },
+    { url = "https://files.pythonhosted.org/packages/de/d0/483ad8d01f130f667c058f0c2950bdbe22566c16555eec1f3d6a89d52d71/typos-1.47.0-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:653eba984d2cc55eb47d50771761bb7e0d6e52771c2489fd76b1f86fbed49a2a", size = 8237577, upload-time = "2026-05-29T01:10:37.495Z" },
+    { url = "https://files.pythonhosted.org/packages/03/4a/c160ba13a594d2df5f15a7bc65f4c8613bf84511bb4aa165c96c5a92d31b/typos-1.47.0-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:be447ce8400154e4ae515cc9ecef99532cee6b29271ba3adbe3487304cd2c3c2", size = 7331972, upload-time = "2026-05-29T01:10:39.334Z" },
+    { url = "https://files.pythonhosted.org/packages/02/c2/12e88e0cd6b72b86293a392b212af70cefbc51efce601b1dea831e7a46ba/typos-1.47.0-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9856752e08face132c7d08de875567675f2c54e3e04096d6ebad09c6430e16f0", size = 7748067, upload-time = "2026-05-29T01:10:41.33Z" },
+    { url = "https://files.pythonhosted.org/packages/c5/aa/3c95600ece5be8057165b55c735dbf30f2de81bfb2920ec89d6d63bd26ce/typos-1.47.0-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:438b8579e440ff88baf51cb577b2eb4514d065509ba41a10981e1ea9048a519b", size = 7094259, upload-time = "2026-05-29T01:10:42.913Z" },
+    { url = "https://files.pythonhosted.org/packages/e5/57/a604f4385964bb0a9adcd52343625dc336cffe53e4f99bcc0e1516df36d5/typos-1.47.0-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:19cfe53c33ac7d0c5f029fb97939b082139b63fbbb88350ab7e6df28be31629e", size = 8134304, upload-time = "2026-05-29T01:10:44.453Z" },
+    { url = "https://files.pythonhosted.org/packages/bf/a5/cf2c971663c35b2ab373482e6e68e30972a7912eb25740c3571a7c3d3191/typos-1.47.0-py3-none-win32.whl", hash = "sha256:2de87acff0b6857ce693059a6291227eec999284e16a87162178c847236bafca", size = 3140037, upload-time = "2026-05-29T01:10:46.055Z" },
+    { url = "https://files.pythonhosted.org/packages/33/e2/1817bb66bfdae79b1a18ffa6d17dbd466f1e218eba3cb0964619596cd444/typos-1.47.0-py3-none-win_amd64.whl", hash = "sha256:05c1547e3dbbb6fe8a861b56cb98e9922cd5d20170ee2e7e649faa1605dfdb49", size = 3312662, upload-time = "2026-05-29T01:10:47.539Z" },
+]
+
 [[package]]
 name = "tzdata"
 version = "2025.3"
@@ -2373,6 +2898,32 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/39/08/aaaad47bc4e9dc8c725e68f9d04865dbcb2052843ff09c97b08904852d84/urllib3-2.6.3-py3-none-any.whl", hash = "sha256:bf272323e553dfb2e87d9bfd225ca7b0f467b919d7bbd355436d3fd37cb0acd4", size = 131584, upload-time = "2026-01-07T16:24:42.685Z" },
 ]
 
+[[package]]
+name = "uv"
+version = "0.11.19"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/67/f0/6254502aebfdc0a9df6069269a126dd58252ac29d2d6cdf4777cea3e90b5/uv-0.11.19.tar.gz", hash = "sha256:f56f5bf853626a30423052d7ee00bf5cc940a08347d6ee7ede96862d084054a5", size = 4213580, upload-time = "2026-06-03T22:37:15.976Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/1a/73/be32c2f6ba30fa9d8b3baceb478107cc23722d4aaab87145a332e4985185/uv-0.11.19-py3-none-linux_armv6l.whl", hash = "sha256:c729f56ffef9b945053412c839695e8a0b13758aa15b7763e95a7dd539a6f522", size = 23620003, upload-time = "2026-06-03T22:37:53.017Z" },
+    { url = "https://files.pythonhosted.org/packages/fd/ed/3aefe4a4ca4ac9204c6745670dbe12f4add69194d40f5abd1c7bd45ba9af/uv-0.11.19-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:a98495b9dd67287d8c1a0786f98cb037a50f0ee6c3d648572edaa7137aabc277", size = 23183211, upload-time = "2026-06-03T22:37:20.699Z" },
+    { url = "https://files.pythonhosted.org/packages/5b/eb/5d1469f9e709d56066f292978711fbf1f805b7fb46f901d3c1f260fd9908/uv-0.11.19-py3-none-macosx_11_0_arm64.whl", hash = "sha256:7fdd881cd6d80782afcf8c1d446dd15a42985167fd812b763d38ba1e4a8d944d", size = 21754003, upload-time = "2026-06-03T22:37:05.027Z" },
+    { url = "https://files.pythonhosted.org/packages/7b/93/109b5ee6678f54492f94fdef74149643eaa1f2f4716906a2a10816b31247/uv-0.11.19-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.musllinux_1_1_aarch64.whl", hash = "sha256:7222f45b5541551057bfc2e3021f113800704f665c119fdf3ea700c6c4859b21", size = 23518832, upload-time = "2026-06-03T22:37:28.794Z" },
+    { url = "https://files.pythonhosted.org/packages/08/0c/8c59bbcf78e94ca9994256920efa99d1c4dc9d0b966eb62ebba075585a16/uv-0.11.19-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.musllinux_1_1_armv7l.whl", hash = "sha256:2e0e0b8ad59ec56f1440d6e4313b64a1d8119275dcec73d19eef33c43f99428c", size = 23163128, upload-time = "2026-06-03T22:37:23.226Z" },
+    { url = "https://files.pythonhosted.org/packages/89/d6/69caf9e6f11c84b5fb92df190b46fbecb7dc6645ae891c6ed66d7aaaa310/uv-0.11.19-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:f4aa17ffd719daf37b7a6265efd3ee4922a8ddaabaf0406d2b28c7e5ce2f20ff", size = 23164395, upload-time = "2026-06-03T22:37:18.11Z" },
+    { url = "https://files.pythonhosted.org/packages/d6/83/0c2242b77c51ac33a0ddd8b06790429a0b8b9623974c9594ab2b0070ec47/uv-0.11.19-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:32d7988c0dfb6f90941f201c871a4478e96e4f2a32bdb2256d62a78ee20593fc", size = 24541708, upload-time = "2026-06-03T22:37:08.093Z" },
+    { url = "https://files.pythonhosted.org/packages/54/10/b1404fc52c0eddc3655f57a8b76e79dcf8dd02568382272f17e2fa68c4bb/uv-0.11.19-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:2d663bacb97e2e8412d1c26eace28c7ebbde9d6f5d7d78760fafd114d693817f", size = 25575501, upload-time = "2026-06-03T22:37:47.526Z" },
+    { url = "https://files.pythonhosted.org/packages/7c/17/4cda5994195ba9ce1f6971d40d5f2ceec58e2a79030d9052b3bf322557b1/uv-0.11.19-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:574f5dd4f31666661ea6386d3b91c5f0e8b84a8cae98ebba447c4674f2e6a4c7", size = 24827200, upload-time = "2026-06-03T22:37:34.039Z" },
+    { url = "https://files.pythonhosted.org/packages/5a/74/2bd8b51e1d76210fd424ae55ec3f34ded5a10eeff3dd38aeb03c816a0af2/uv-0.11.19-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:731d9fab8db5d41590af64236d03f8069c8da665fd0f9493b85985f19c86cd90", size = 24872664, upload-time = "2026-06-03T22:37:11.301Z" },
+    { url = "https://files.pythonhosted.org/packages/06/b1/44b0764f656bbdd0728118610a63f2feddd9cbe450f974d80c5bb56aad34/uv-0.11.19-py3-none-manylinux_2_28_aarch64.whl", hash = "sha256:301fd78309fc545c2cec2bfcc61a6bbdde876856c6d2041502737cf44085c178", size = 23617890, upload-time = "2026-06-03T22:37:44.796Z" },
+    { url = "https://files.pythonhosted.org/packages/d2/25/312fa33cd4c34e7618f86cad0c9fdb312d8fef2e7fc61944c1a2f1bf1256/uv-0.11.19-py3-none-manylinux_2_31_riscv64.musllinux_1_1_riscv64.whl", hash = "sha256:62b0b35a51d3034ff30ecd0f381e9bbc20d5b335754f54b098da29424d551ceb", size = 24267220, upload-time = "2026-06-03T22:37:39.425Z" },
+    { url = "https://files.pythonhosted.org/packages/8d/25/13856aeff9e14c98ee3e1ceae4d209301cbdeabde93abcd758433601dc82/uv-0.11.19-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:65e932720daed1af1f720a0ff5f9b33ee5f7ad97488dcceceb85154fc1323b82", size = 24376177, upload-time = "2026-06-03T22:37:50.276Z" },
+    { url = "https://files.pythonhosted.org/packages/45/7d/590b3ab420e03504cf658d2981e1fcb4af60f3858d42da1d4d8740141dd9/uv-0.11.19-py3-none-musllinux_1_1_i686.whl", hash = "sha256:8f90b6687a480d154595aa619fb836a9a20d00ce37293db8099aad924f2b18f9", size = 23808336, upload-time = "2026-06-03T22:37:26.086Z" },
+    { url = "https://files.pythonhosted.org/packages/9e/8e/40acebd4ea419c870930580623e8367e23d810a0ecb8cc2f44d852a27293/uv-0.11.19-py3-none-musllinux_1_1_x86_64.whl", hash = "sha256:28b0d612a766eb25756dbaa315433b726e93affa467d29a2682cc317547952ba", size = 25080747, upload-time = "2026-06-03T22:37:13.886Z" },
+    { url = "https://files.pythonhosted.org/packages/9c/d3/4037b2acb2bb73b1a3ee47a1d23864ecc503f5840387afd29f621d4fd2ec/uv-0.11.19-py3-none-win32.whl", hash = "sha256:aa6a7e8d07b33ad22f4732848ebb1d9486503973c248d6e632c06ce4339fe347", size = 22459533, upload-time = "2026-06-03T22:37:36.741Z" },
+    { url = "https://files.pythonhosted.org/packages/d4/43/f374fad7ad94e4a8c47cf09f00d803c76c6cc7f225668c41f4e2fb5de000/uv-0.11.19-py3-none-win_amd64.whl", hash = "sha256:480fc34a8d0967af6a90b3f99a6e5687cd5c6e29528de96bec04d6e305a59363", size = 25143888, upload-time = "2026-06-03T22:37:42.169Z" },
+    { url = "https://files.pythonhosted.org/packages/18/98/d2db53ae036528b0a9407529ef175ee200b01f626c9c160978784c8af870/uv-0.11.19-py3-none-win_arm64.whl", hash = "sha256:50e4d4796ca1a6da359a4f723a0fea86640c381d3ff4fa759a41badd7cb52dee", size = 23601290, upload-time = "2026-06-03T22:37:31.393Z" },
+]
+
 [[package]]
 name = "virtualenv"
 version = "21.2.0"
@@ -2428,3 +2979,38 @@ sdist = { url = "https://files.pythonhosted.org/packages/dd/b2/381be8cfdee792dd1
 wheels = [
     { url = "https://files.pythonhosted.org/packages/93/8c/2e650f2afeb7ee576912636c23ddb621c91ac6a98e66dc8d29c3c69446e1/werkzeug-3.1.8-py3-none-any.whl", hash = "sha256:63a77fb8892bf28ebc3178683445222aa500e48ebad5ec77b0ad80f8726b1f50", size = 226459, upload-time = "2026-04-02T18:49:12.72Z" },
 ]
+
+[[package]]
+name = "wikipedia"
+version = "1.4.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "beautifulsoup4" },
+    { name = "requests" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/67/35/25e68fbc99e672127cc6fbb14b8ec1ba3dfef035bf1e4c90f78f24a80b7d/wikipedia-1.4.0.tar.gz", hash = "sha256:db0fad1829fdd441b1852306e9856398204dc0786d2996dd2e0c8bb8e26133b2", size = 27748, upload-time = "2014-11-15T15:59:49.808Z" }
+
+[[package]]
+name = "wtforms"
+version = "3.2.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "markupsafe" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/e9/91/ed9b517da898e3fb747566aa3c12a734bd64ea7449a0d25ec74ce8f8b8eb/wtforms-3.2.2.tar.gz", hash = "sha256:7b00c73f8670f35d4edb0293dcd81b980528bee72fd662b182aaba27ae570b93", size = 139583, upload-time = "2026-05-03T05:53:44.147Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/18/76/bb225c8300f3a0ba28e01df51419c6c9574a297c43d71b29048e03b65deb/wtforms-3.2.2-py3-none-any.whl", hash = "sha256:72b90d5d921bd3119252069cf0301e9c13915f9e52792652bc91c5dda4b79e56", size = 158656, upload-time = "2026-05-03T05:53:46.072Z" },
+]
+
+[[package]]
+name = "youtube-transcript-api"
+version = "1.2.4"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "defusedxml" },
+    { name = "requests" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/60/43/4104185a2eaa839daa693b30e15c37e7e58795e8e09ec414f22b3db54bec/youtube_transcript_api-1.2.4.tar.gz", hash = "sha256:b72d0e96a335df599d67cee51d49e143cff4f45b84bcafc202ff51291603ddcd", size = 469839, upload-time = "2026-01-29T09:09:17.088Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/be/95/129ea37efd6cd6ed00f62baae6543345c677810b8a3bf0026756e1d3cf3c/youtube_transcript_api-1.2.4-py3-none-any.whl", hash = "sha256:03878759356da5caf5edac77431780b91448fb3d8c21d4496015bdc8a7bc43ff", size = 485227, upload-time = "2026-01-29T09:09:15.427Z" },
+]