diff --git a/.binder/postBuild b/.binder/postBuild
index 7119564..06472a5 100755
--- a/.binder/postBuild
+++ b/.binder/postBuild
@@ -3,10 +3,12 @@ set -ex
 curl -LsSf https://astral.sh/uv/install.sh | sh
 source $HOME/.cargo/env
 uv export \
-  --extra jupyter \
-  --extra notebooks \
+  --group jupyter \
+  --group notebooks \
+  --no-dev \
   > requirements.txt
 uv pip install \
   --requirement requirements.txt \
   --system
+rm requirements.txt
 uv cache clean
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 1920091..2c925fb 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -28,7 +28,7 @@ on:
 
 jobs:
   doc:
-    uses: ComPWA/actions/.github/workflows/ci-docs.yml@v2
+    uses: ComPWA/actions/.github/workflows/ci-docs.yml@v2.1
     permissions:
       pages: write
       id-token: write
@@ -39,4 +39,4 @@ jobs:
     if: inputs.specific-pip-packages == ''
     secrets:
       token: ${{ secrets.PAT }}
-    uses: ComPWA/actions/.github/workflows/pre-commit.yml@v2
+    uses: ComPWA/actions/.github/workflows/pre-commit.yml@v2.1
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 312820b..f958cd1 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -12,7 +12,7 @@ repos:
       - id: check-useless-excludes
 
   - repo: https://github.com/ComPWA/policy
-    rev: 0.5.0
+    rev: 0.5.5
     hooks:
       - id: check-dev-files
         args:
@@ -52,7 +52,7 @@ repos:
             metadata.vscode
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.7.0
+    rev: v0.7.1
     hooks:
       - id: ruff
         args: [--fix]
@@ -104,11 +104,11 @@ repos:
           )$
 
   - repo: https://github.com/ComPWA/pyright-pre-commit
-    rev: v1.1.385
+    rev: v1.1.386
     hooks:
       - id: pyright
 
   - repo: https://github.com/astral-sh/uv-pre-commit
-    rev: 0.4.24
+    rev: 0.4.27
     hooks:
       - id: uv-lock
diff --git a/pyproject.toml b/pyproject.toml
index 2768799..4ac5d50 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -15,17 +15,20 @@ license = {text = "GPLv3 or later"}
 name = "benchmarks"
 requires-python = ">=3.12"
 
-[project.optional-dependencies]
+[project.readme]
+content-type = "text/markdown"
+file = "README.md"
+
+[dependency-groups]
 dev = [
-    "benchmarks[doc]",
-    "benchmarks[jupyter]",
-    "benchmarks[sty]",
-    "benchmarks[test]",
+    "ruff",
     "sphinx-autobuild",
-    "tox",
+    {include-group = "doc"},
+    {include-group = "jupyter"},
+    {include-group = "style"},
+    {include-group = "test"},
 ]
 doc = [
-    "benchmarks[notebooks]",
     "myst-nb",
     "myst-parser[linkify]",
     "sphinx",
@@ -34,11 +37,12 @@ doc = [
     "sphinx-codeautolink[ipython]",
     "sphinx-copybutton",
     "sphinx-togglebutton",
+    {include-group = "notebooks"},
 ]
 jupyter = [
     "jupyterlab",
     "jupyterlab",
-    "jupyterlab-code-formatter >=3.0.0",
+    "jupyterlab-code-formatter",
     "jupyterlab-git",
     "jupyterlab-lsp",
     "jupyterlab-myst",
@@ -46,29 +50,12 @@ jupyter = [
     "python-lsp-ruff",
     "python-lsp-server[rope]",
 ]
-lint = [
-    "ruff",
-]
-notebooks = [
-    "pandas",
-]
-sty = [
-    "benchmarks[format]",
-    "benchmarks[lint]",
-    "benchmarks[types]",
-    "pre-commit-uv",
-    "ruff",
-]
+notebooks = ["pandas"]
+style = ["sphinx-api-relink"]
 test = [
     "nbmake",
+    {include-group = "notebooks"},
 ]
-types = [
-    "sphinx-api-relink",
-]
-
-[project.readme]
-content-type = "text/markdown"
-file = "README.md"
 
 [tool.setuptools]
 include-package-data = false
@@ -95,6 +82,8 @@ reportUnusedFunction = true
 reportUnusedImport = true
 reportUnusedVariable = true
 typeCheckingMode = "strict"
+venv = ".venv"
+venvPath = "."
 
 [tool.pytest.ini_options]
 addopts = [
@@ -304,8 +293,6 @@ description = Run all notebooks with pytest
 allowlist_externals =
     pre-commit
 commands =
-    pre-commit run {posargs} --all-files
+    pre-commit run --all-files {posargs}
 description = Perform all linting, formatting, and spelling checks
-setenv =
-    SKIP = pyright
 """
diff --git a/uv.lock b/uv.lock
index 3ec3755..d9b7ed5 100644
--- a/uv.lock
+++ b/uv.lock
@@ -169,7 +169,7 @@ dependencies = [
     { name = "tensorwaves", extra = ["jax"] },
 ]
 
-[package.optional-dependencies]
+[package.dependency-groups]
 dev = [
     { name = "jupyterlab" },
     { name = "jupyterlab-code-formatter" },
@@ -180,7 +180,6 @@ dev = [
     { name = "myst-parser", extra = ["linkify"] },
     { name = "nbmake" },
     { name = "pandas" },
-    { name = "pre-commit-uv" },
     { name = "python-lsp-ruff" },
     { name = "python-lsp-server", extra = ["rope"] },
     { name = "ruff" },
@@ -191,7 +190,6 @@ dev = [
     { name = "sphinx-codeautolink", extra = ["ipython"] },
     { name = "sphinx-copybutton" },
     { name = "sphinx-togglebutton" },
-    { name = "tox" },
 ]
 doc = [
     { name = "myst-nb" },
@@ -213,60 +211,71 @@ jupyter = [
     { name = "python-lsp-ruff" },
     { name = "python-lsp-server", extra = ["rope"] },
 ]
-lint = [
-    { name = "ruff" },
-]
 notebooks = [
     { name = "pandas" },
 ]
-sty = [
-    { name = "pre-commit-uv" },
-    { name = "ruff" },
+style = [
     { name = "sphinx-api-relink" },
 ]
 test = [
     { name = "nbmake" },
-]
-types = [
-    { name = "sphinx-api-relink" },
+    { name = "pandas" },
 ]
 
 [package.metadata]
 requires-dist = [
-    { name = "benchmarks", extras = ["doc"], marker = "extra == 'dev'" },
-    { name = "benchmarks", extras = ["format"], marker = "extra == 'sty'" },
-    { name = "benchmarks", extras = ["jupyter"], marker = "extra == 'dev'" },
-    { name = "benchmarks", extras = ["lint"], marker = "extra == 'sty'" },
-    { name = "benchmarks", extras = ["notebooks"], marker = "extra == 'doc'" },
-    { name = "benchmarks", extras = ["sty"], marker = "extra == 'dev'" },
-    { name = "benchmarks", extras = ["test"], marker = "extra == 'dev'" },
-    { name = "benchmarks", extras = ["types"], marker = "extra == 'sty'" },
-    { name = "jupyterlab", marker = "extra == 'jupyter'" },
-    { name = "jupyterlab-code-formatter", marker = "extra == 'jupyter'", specifier = ">=3.0.0" },
-    { name = "jupyterlab-git", marker = "extra == 'jupyter'" },
-    { name = "jupyterlab-lsp", marker = "extra == 'jupyter'" },
-    { name = "jupyterlab-myst", marker = "extra == 'jupyter'" },
     { name = "matplotlib" },
-    { name = "myst-nb", marker = "extra == 'doc'" },
-    { name = "myst-parser", extras = ["linkify"], marker = "extra == 'doc'" },
-    { name = "nbmake", marker = "extra == 'test'" },
-    { name = "pandas", marker = "extra == 'notebooks'" },
     { name = "polarization-sensitivity", git = "https://github.com/redeboer/polarization-sensitivity?rev=15f5ce0" },
-    { name = "pre-commit-uv", marker = "extra == 'sty'" },
-    { name = "python-lsp-ruff", marker = "extra == 'jupyter'" },
-    { name = "python-lsp-server", extras = ["rope"], marker = "extra == 'jupyter'" },
-    { name = "ruff", marker = "extra == 'lint'" },
-    { name = "ruff", marker = "extra == 'sty'" },
-    { name = "sphinx", marker = "extra == 'doc'" },
-    { name = "sphinx-api-relink", marker = "extra == 'doc'" },
-    { name = "sphinx-api-relink", marker = "extra == 'types'" },
-    { name = "sphinx-autobuild", marker = "extra == 'dev'" },
-    { name = "sphinx-book-theme", marker = "extra == 'doc'" },
-    { name = "sphinx-codeautolink", extras = ["ipython"], marker = "extra == 'doc'" },
-    { name = "sphinx-copybutton", marker = "extra == 'doc'" },
-    { name = "sphinx-togglebutton", marker = "extra == 'doc'" },
     { name = "tensorwaves", extras = ["jax"], specifier = ">=0.4.5" },
-    { name = "tox", marker = "extra == 'dev'" },
+]
+
+[package.metadata.dependency-groups]
+dev = [
+    { name = "jupyterlab" },
+    { name = "jupyterlab-code-formatter" },
+    { name = "jupyterlab-git" },
+    { name = "jupyterlab-lsp" },
+    { name = "jupyterlab-myst" },
+    { name = "myst-nb" },
+    { name = "myst-parser", extras = ["linkify"] },
+    { name = "nbmake" },
+    { name = "pandas" },
+    { name = "python-lsp-ruff" },
+    { name = "python-lsp-server", extras = ["rope"] },
+    { name = "ruff" },
+    { name = "sphinx" },
+    { name = "sphinx-api-relink" },
+    { name = "sphinx-autobuild" },
+    { name = "sphinx-book-theme" },
+    { name = "sphinx-codeautolink", extras = ["ipython"] },
+    { name = "sphinx-copybutton" },
+    { name = "sphinx-togglebutton" },
+]
+doc = [
+    { name = "myst-nb" },
+    { name = "myst-parser", extras = ["linkify"] },
+    { name = "pandas" },
+    { name = "sphinx" },
+    { name = "sphinx-api-relink" },
+    { name = "sphinx-book-theme" },
+    { name = "sphinx-codeautolink", extras = ["ipython"] },
+    { name = "sphinx-copybutton" },
+    { name = "sphinx-togglebutton" },
+]
+jupyter = [
+    { name = "jupyterlab" },
+    { name = "jupyterlab-code-formatter" },
+    { name = "jupyterlab-git" },
+    { name = "jupyterlab-lsp" },
+    { name = "jupyterlab-myst" },
+    { name = "python-lsp-ruff" },
+    { name = "python-lsp-server", extras = ["rope"] },
+]
+notebooks = [{ name = "pandas" }]
+style = [{ name = "sphinx-api-relink" }]
+test = [
+    { name = "nbmake" },
+    { name = "pandas" },
 ]
 
 [[package]]
@@ -282,15 +291,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/ea/63/da7237f805089ecc28a3f36bca6a21c31fcbc2eb380f3b8f1be3312abd14/bleach-6.1.0-py3-none-any.whl", hash = "sha256:3225f354cfc436b9789c66c4ee030194bee0568fbf9cbdad3bc8b5c26c5f12b6", size = 162750 },
 ]
 
-[[package]]
-name = "cachetools"
-version = "5.5.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/c3/38/a0f315319737ecf45b4319a8cd1f3a908e29d9277b46942263292115eee7/cachetools-5.5.0.tar.gz", hash = "sha256:2cc24fb4cbe39633fb7badd9db9ca6295d766d9c2995f245725a46715d050f2a", size = 27661 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/a4/07/14f8ad37f2d12a5ce41206c21820d8cb6561b728e51fad4530dff0552a67/cachetools-5.5.0-py3-none-any.whl", hash = "sha256:02134e8439cdc2ffb62023ce1debca2944c3f289d66bb17ead3ab3dede74b292", size = 9524 },
-]
-
 [[package]]
 name = "cattrs"
 version = "24.1.2"
@@ -345,24 +345,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/7c/fc/6a8cb64e5f0324877d503c854da15d76c1e50eb722e320b15345c4d0c6de/cffi-1.17.1-cp313-cp313-win_amd64.whl", hash = "sha256:f6a16c31041f09ead72d69f583767292f750d24913dadacf5756b966aacb3f1a", size = 182009 },
 ]
 
-[[package]]
-name = "cfgv"
-version = "3.4.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/11/74/539e56497d9bd1d484fd863dd69cbbfa653cd2aa27abfe35653494d85e94/cfgv-3.4.0.tar.gz", hash = "sha256:e52591d4c5f5dead8e0f673fb16db7949d2cfb3f7da4582893288f0ded8fe560", size = 7114 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/c5/55/51844dd50c4fc7a33b653bfaba4c2456f06955289ca770a5dbd5fd267374/cfgv-3.4.0-py2.py3-none-any.whl", hash = "sha256:b7265b1f29fd3316bfcd2b330d63d024f2bfd8bcb8b0272f8e19a504856c48f9", size = 7249 },
-]
-
-[[package]]
-name = "chardet"
-version = "5.2.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/f3/0d/f7b6ab21ec75897ed80c17d79b15951a719226b9fababf1e40ea74d69079/chardet-5.2.0.tar.gz", hash = "sha256:1b3b6ff479a8c414bc3fa2c0852995695c4a026dcd6d0633b2dd092ca39c1cf7", size = 2069618 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/38/6f/f5fbc992a329ee4e0f288c1fe0e2ad9485ed064cac731ed2fe47dcc38cbf/chardet-5.2.0-py3-none-any.whl", hash = "sha256:e1cf59446890a00105fe7b7912492ea04b6e6f06d4b742b2c788469e34c82970", size = 199385 },
-]
-
 [[package]]
 name = "charset-normalizer"
 version = "3.4.0"
@@ -518,15 +500,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/07/6c/aa3f2f849e01cb6a001cd8554a88d4c77c5c1a31c95bdf1cf9301e6d9ef4/defusedxml-0.7.1-py2.py3-none-any.whl", hash = "sha256:a352e7e428770286cc899e2542b6cdaedb2b4953ff269a210103ec58f6198a61", size = 25604 },
 ]
 
-[[package]]
-name = "distlib"
-version = "0.3.9"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/0d/dd/1bec4c5ddb504ca60fc29472f3d27e8d4da1257a854e1d96742f15c1d02d/distlib-0.3.9.tar.gz", hash = "sha256:a60f20dea646b8a33f3e7772f74dc0b2d0772d2837ee1342a00645c81edf9403", size = 613923 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/91/a1/cf2472db20f7ce4a6be1253a81cfdf85ad9c7885ffbed7047fb72c24cf87/distlib-0.3.9-py2.py3-none-any.whl", hash = "sha256:47f8c22fd27c27e25a65601af709b38e4f0a45ea4fc2e710f65755fa8caaaf87", size = 468973 },
-]
-
 [[package]]
 name = "docstring-to-markdown"
 version = "0.15"
@@ -563,15 +536,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/6d/ca/086311cdfc017ec964b2436fe0c98c1f4efcb7e4c328956a22456e497655/fastjsonschema-2.20.0-py3-none-any.whl", hash = "sha256:5875f0b0fa7a0043a91e93a9b8f793bcbbba9691e7fd83dca95c28ba26d21f0a", size = 23543 },
 ]
 
-[[package]]
-name = "filelock"
-version = "3.16.1"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/9d/db/3ef5bb276dae18d6ec2124224403d1d67bccdbefc17af4cc8f553e341ab1/filelock-3.16.1.tar.gz", hash = "sha256:c249fbfcd5db47e5e2d6d62198e565475ee65e4831e2561c8e313fa7eb961435", size = 18037 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/b9/f8/feced7779d755758a52d1f6635d990b8d98dc0a29fa568bbe0625f18fdf3/filelock-3.16.1-py3-none-any.whl", hash = "sha256:2082e5703d51fbf98ea75855d9d5527e33d8ff23099bec374a134febee6946b0", size = 16163 },
-]
-
 [[package]]
 name = "fonttools"
 version = "4.54.1"
@@ -708,15 +672,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/56/95/9377bcb415797e44274b51d46e3249eba641711cf3348050f76ee7b15ffc/httpx-0.27.2-py3-none-any.whl", hash = "sha256:7bb2708e112d8fdd7829cd4243970f0c223274051cb35ee80c03301ee29a3df0", size = 76395 },
 ]
 
-[[package]]
-name = "identify"
-version = "2.6.1"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/29/bb/25024dbcc93516c492b75919e76f389bac754a3e4248682fba32b250c880/identify-2.6.1.tar.gz", hash = "sha256:91478c5fb7c3aac5ff7bf9b4344f803843dc586832d5f110d672b19aa1984c98", size = 99097 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/7d/0c/4ef72754c050979fdcc06c744715ae70ea37e734816bb6514f79df77a42f/identify-2.6.1-py2.py3-none-any.whl", hash = "sha256:53863bcac7caf8d2ed85bd20312ea5dcfc22226800f6d6881f232d861db5a8f0", size = 98972 },
-]
-
 [[package]]
 name = "idna"
 version = "3.10"
@@ -813,7 +768,7 @@ wheels = [
 
 [[package]]
 name = "ipython"
-version = "8.28.0"
+version = "8.29.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "colorama", marker = "sys_platform == 'win32'" },
@@ -826,9 +781,9 @@ dependencies = [
     { name = "stack-data" },
     { name = "traitlets" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/f7/21/48db7d9dd622b9692575004c7c98f85f5629428f58596c59606d36c51b58/ipython-8.28.0.tar.gz", hash = "sha256:0d0d15ca1e01faeb868ef56bc7ee5a0de5bd66885735682e8a322ae289a13d1a", size = 5495762 }
+sdist = { url = "https://files.pythonhosted.org/packages/85/e0/a3f36dde97e12121106807d80485423ae4c5b27ce60d40d4ab0bab18a9db/ipython-8.29.0.tar.gz", hash = "sha256:40b60e15b22591450eef73e40a027cf77bd652e757523eebc5bd7c7c498290eb", size = 5497513 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/f4/3a/5d8680279ada9571de8469220069d27024ee47624af534e537c9ff49a450/ipython-8.28.0-py3-none-any.whl", hash = "sha256:530ef1e7bb693724d3cdc37287c80b07ad9b25986c007a53aa1857272dac3f35", size = 819456 },
+    { url = "https://files.pythonhosted.org/packages/c5/a5/c15ed187f1b3fac445bb42a2dedd8dec1eee1718b35129242049a13a962f/ipython-8.29.0-py3-none-any.whl", hash = "sha256:0188a1bd83267192123ccea7f4a8ed0a78910535dbaa3f37671dca76ebd429c8", size = 819911 },
 ]
 
 [[package]]
@@ -845,7 +800,7 @@ wheels = [
 
 [[package]]
 name = "jax"
-version = "0.4.34"
+version = "0.4.35"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "jaxlib" },
@@ -854,14 +809,14 @@ dependencies = [
     { name = "opt-einsum" },
     { name = "scipy" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/19/6a/cacfcdf77841a4562e555ef35e0dbc5f8ca79c9f1010aaa4cf3973e79c69/jax-0.4.34.tar.gz", hash = "sha256:44196854f40c5f9cea3142824b9f1051f85afc3fcf7593ec5479fc8db01c58db", size = 1848472 }
+sdist = { url = "https://files.pythonhosted.org/packages/e3/34/21da583b9596e72bb8e95b6197dee0a44b96b9ea2c147fccabd43ca5515b/jax-0.4.35.tar.gz", hash = "sha256:c0c986993026b10bf6f607fecb7417377460254640766ce40f1fef3fd139c12e", size = 1861189 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/06/f3/c499d358dd7f267a63d7d38ef54aadad82e28d2c28bafff15360c3091946/jax-0.4.34-py3-none-any.whl", hash = "sha256:b957ca1fc91f7343f91a186af9f19c7f342c946f95a8c11c7f1e5cdfe2e58d9e", size = 2144294 },
+    { url = "https://files.pythonhosted.org/packages/62/20/6c57c50c0ccc645fea1895950f1e5cd02f961ee44b3ffe83617fa46b0c1d/jax-0.4.35-py3-none-any.whl", hash = "sha256:fa99e909a31424abfec750019a6dd36f6acc18a6e7d40e2c0086b932cc351325", size = 2158621 },
 ]
 
 [[package]]
 name = "jaxlib"
-version = "0.4.34"
+version = "0.4.35"
 source = { registry = "https://pypi.org/simple" }
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