diff --git a/.binder/postBuild b/.binder/postBuild
index 48d530c..06472a5 100755
--- a/.binder/postBuild
+++ b/.binder/postBuild
@@ -3,9 +3,12 @@ set -ex
 curl -LsSf https://astral.sh/uv/install.sh | sh
 source $HOME/.cargo/env
 uv export \
-  --extra jupyter \
+  --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 5d2ea1e..0ac6e36 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
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index aadc897..9921017 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -9,7 +9,7 @@ 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:
@@ -51,7 +51,7 @@ 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]
@@ -81,11 +81,6 @@ repos:
     hooks:
       - id: taplo-format
 
-  - repo: https://github.com/ComPWA/taplo-pre-commit
-    rev: v0.9.3
-    hooks:
-      - id: taplo-format
-
   - repo: https://github.com/pappasam/toml-sort
     rev: v0.23.1
     hooks:
@@ -105,6 +100,6 @@ repos:
           )$
 
   - repo: https://github.com/astral-sh/uv-pre-commit
-    rev: 0.4.24
+    rev: 0.4.27
     hooks:
       - id: uv-lock
diff --git a/.readthedocs.yml b/.readthedocs.yml
index c4b0e32..eef19b7 100644
--- a/.readthedocs.yml
+++ b/.readthedocs.yml
@@ -10,7 +10,11 @@ build:
       pixi global install uv
     - |-
       export UV_LINK_MODE=copy
-      uv run --extra doc --locked --with tox \
+      uv run \
+        --group doc \
+        --locked \
+        --no-dev \
+        --with tox \
         tox -e doc
       mkdir -p $READTHEDOCS_OUTPUT
       mv docs/_build/html $READTHEDOCS_OUTPUT
diff --git a/docs/eta-pi-p/automated.ipynb b/docs/eta-pi-p/automated.ipynb
index 185d608..c012e5a 100644
--- a/docs/eta-pi-p/automated.ipynb
+++ b/docs/eta-pi-p/automated.ipynb
@@ -537,7 +537,7 @@
     "    color_id = 0\n",
     "    for recoil_id, ax in enumerate(axes):\n",
     "        decay_products = sorted({0, 1, 2} - {recoil_id})\n",
-    "        key = f\"m_{\"\".join(str(i) for i in decay_products)}\"\n",
+    "        key = f\"m_{''.join(str(i) for i in decay_products)}\"\n",
     "        bin_values, bin_edges = jax.numpy.histogram(\n",
     "            phsp[key].real,\n",
     "            bins=120,\n",
diff --git a/docs/lambda-k-pi/ampform.ipynb b/docs/lambda-k-pi/ampform.ipynb
index 56d18fa..9b59d11 100644
--- a/docs/lambda-k-pi/ampform.ipynb
+++ b/docs/lambda-k-pi/ampform.ipynb
@@ -705,7 +705,7 @@
     "    color_id = 0\n",
     "    for recoil_id, ax in enumerate(axes):\n",
     "        decay_products = sorted({0, 1, 2} - {recoil_id})\n",
-    "        key = f\"m_{\"\".join(str(i) for i in decay_products)}\"\n",
+    "        key = f\"m_{''.join(str(i) for i in decay_products)}\"\n",
     "        bin_values, bin_edges = jax.numpy.histogram(\n",
     "            phsp[key].real,\n",
     "            bins=120,\n",
diff --git a/pyproject.toml b/pyproject.toml
index c6b9e1d..f80d7c5 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,62 +4,50 @@ requires = ["setuptools"]
 
 [project]
 authors = [{name = "Vitor Shen"}]
-dependencies = [
-    "ampform",
-    "ampform-dpd",
-    "graphviz",
-    "ipympl",
-    "ipywidgets",
-    "jax",
-    "jaxlib",
-    "matplotlib",
-    "myst-nb",
-    "numpy",
-    "pandas",
-    "phasespace",
-    "pre-commit-uv",
-    "python-lsp-ruff",
-    "python-lsp-server",
-    "qrules",
-    "ruff",
-    "sphinx-autobuild",
-    "sphinx-book-theme",
-    "sphinx-comments",
-    "sphinx-copybutton",
-    "sympy",
-    "tensorflow",
-    "tensorwaves",
-]
 license = {file = "LICENSE"}
 name = "gluex-nstar"
 readme = "README.md"
 requires-python = ">=3.12"
 version = "0.1.0"
 
-[project.optional-dependencies]
+[dependency-groups]
 dev = [
-    "gluex-nstar[doc]",
-    "gluex-nstar[jupyter]",
-    "gluex-nstar[sty]",
-    "pre-commit-uv",
-    "tox",
+    "ruff",
+    "sphinx-autobuild",
+    {include-group = "doc"},
+    {include-group = "jupyter"},
+    {include-group = "test"},
 ]
 doc = [
-    "sphinx-autobuild",
+    "myst-nb",
     "sphinx-book-theme",
     "sphinx-comments",
     "sphinx-copybutton",
+    {include-group = "notebooks"},
 ]
 jupyter = [
     "jupyterlab",
-    "jupyterlab-code-formatter >=3.0.0",
+    "jupyterlab-code-formatter",
     "jupyterlab-git",
     "jupyterlab-lsp",
     "jupyterlab-myst",
     "python-lsp-ruff",
     "python-lsp-server[rope]",
+    {include-group = "notebooks"},
+]
+notebooks = [
+    "ampform",
+    "ampform-dpd",
+    "ipympl",
+    "ipywidgets",
+    "matplotlib",
+    "qrules[viz]",
+    "tensorwaves[jax,pwa]",
+]
+test = [
+    "nbmake",
+    {include-group = "notebooks"},
 ]
-sty = ["ruff"]
 
 [tool.ruff]
 extend-include = ["*.ipynb"]
@@ -192,6 +180,7 @@ setenv =
 [testenv:docnb]
 base = doc
 description = {[testenv:doc]description} with cached notebook execution
+passenv = *
 setenv =
     {[testenv:doc]setenv}
     EXECUTE_NB = yes
@@ -199,6 +188,7 @@ setenv =
 [testenv:docnb-force]
 base = doc
 description = {[testenv:doc]description} with notebook execution (no cache)
+passenv = *
 setenv =
     {[testenv:doc]setenv}
     FORCE_EXECUTE_NB = yes
@@ -238,6 +228,7 @@ setenv =
 [testenv:docnblive]
 base = doclive
 description = {[testenv:doclive]description} with cached notebook execution
+passenv = *
 setenv =
     {[testenv:doclive]setenv}
     EXECUTE_NB = yes
@@ -254,10 +245,17 @@ description = Check external links in the documentation (requires internet conne
 setenv =
     {[testenv:doclive]setenv}
 
+[testenv:nb]
+allowlist_externals =
+    pytest
+commands =
+    pytest --nbmake {posargs:docs}
+description = Run all notebooks with pytest
+
 [testenv:sty]
 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
 """
diff --git a/uv.lock b/uv.lock
index 9926a6c..f15cfe2 100644
--- a/uv.lock
+++ b/uv.lock
@@ -207,15 +207,6 @@ 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"
@@ -270,24 +261,6 @@ 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"
@@ -452,15 +425,6 @@ 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 = "dm-tree"
 version = "0.1.8"
@@ -512,15 +476,6 @@ 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 = "flatbuffers"
 version = "24.3.25"
@@ -599,112 +554,153 @@ wheels = [
 name = "gluex-nstar"
 version = "0.1.0"
 source = { editable = "." }
-dependencies = [
+
+[package.dependency-groups]
+dev = [
     { name = "ampform" },
     { name = "ampform-dpd" },
-    { name = "graphviz" },
     { name = "ipympl" },
     { name = "ipywidgets" },
-    { name = "jax" },
-    { name = "jaxlib" },
-    { name = "matplotlib" },
-    { name = "myst-nb" },
-    { name = "numpy" },
-    { name = "pandas" },
-    { name = "phasespace" },
-    { name = "pre-commit-uv" },
-    { name = "python-lsp-ruff" },
-    { name = "python-lsp-server" },
-    { name = "qrules" },
-    { name = "ruff" },
-    { name = "sphinx-autobuild" },
-    { name = "sphinx-book-theme" },
-    { name = "sphinx-comments" },
-    { name = "sphinx-copybutton" },
-    { name = "sympy" },
-    { name = "tensorflow" },
-    { name = "tensorwaves" },
-]
-
-[package.optional-dependencies]
-dev = [
     { name = "jupyterlab" },
     { name = "jupyterlab-code-formatter" },
     { name = "jupyterlab-git" },
     { name = "jupyterlab-lsp" },
     { name = "jupyterlab-myst" },
-    { name = "pre-commit-uv" },
+    { name = "matplotlib" },
+    { name = "myst-nb" },
+    { name = "nbmake" },
     { name = "python-lsp-ruff" },
     { name = "python-lsp-server", extra = ["rope"] },
+    { name = "qrules", extra = ["viz"] },
     { name = "ruff" },
     { name = "sphinx-autobuild" },
     { name = "sphinx-book-theme" },
     { name = "sphinx-comments" },
     { name = "sphinx-copybutton" },
-    { name = "tox" },
+    { name = "tensorwaves", extra = ["jax", "pwa"] },
 ]
 doc = [
-    { name = "sphinx-autobuild" },
+    { name = "ampform" },
+    { name = "ampform-dpd" },
+    { name = "ipympl" },
+    { name = "ipywidgets" },
+    { name = "matplotlib" },
+    { name = "myst-nb" },
+    { name = "qrules", extra = ["viz"] },
     { name = "sphinx-book-theme" },
     { name = "sphinx-comments" },
     { name = "sphinx-copybutton" },
+    { name = "tensorwaves", extra = ["jax", "pwa"] },
 ]
 jupyter = [
+    { name = "ampform" },
+    { name = "ampform-dpd" },
+    { name = "ipympl" },
+    { name = "ipywidgets" },
     { name = "jupyterlab" },
     { name = "jupyterlab-code-formatter" },
     { name = "jupyterlab-git" },
     { name = "jupyterlab-lsp" },
     { name = "jupyterlab-myst" },
+    { name = "matplotlib" },
     { name = "python-lsp-ruff" },
     { name = "python-lsp-server", extra = ["rope"] },
+    { name = "qrules", extra = ["viz"] },
+    { name = "tensorwaves", extra = ["jax", "pwa"] },
 ]
-sty = [
-    { name = "ruff" },
+notebooks = [
+    { name = "ampform" },
+    { name = "ampform-dpd" },
+    { name = "ipympl" },
+    { name = "ipywidgets" },
+    { name = "matplotlib" },
+    { name = "qrules", extra = ["viz"] },
+    { name = "tensorwaves", extra = ["jax", "pwa"] },
+]
+test = [
+    { name = "ampform" },
+    { name = "ampform-dpd" },
+    { name = "ipympl" },
+    { name = "ipywidgets" },
+    { name = "matplotlib" },
+    { name = "nbmake" },
+    { name = "qrules", extra = ["viz"] },
+    { name = "tensorwaves", extra = ["jax", "pwa"] },
 ]
 
 [package.metadata]
-requires-dist = [
+
+[package.metadata.dependency-groups]
+dev = [
     { name = "ampform" },
     { name = "ampform-dpd" },
-    { name = "gluex-nstar", extras = ["doc"], marker = "extra == 'dev'" },
-    { name = "gluex-nstar", extras = ["jupyter"], marker = "extra == 'dev'" },
-    { name = "gluex-nstar", extras = ["sty"], marker = "extra == 'dev'" },
-    { name = "graphviz" },
     { name = "ipympl" },
     { name = "ipywidgets" },
-    { name = "jax" },
-    { name = "jaxlib" },
-    { 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 = "jupyterlab" },
+    { name = "jupyterlab-code-formatter" },
+    { name = "jupyterlab-git" },
+    { name = "jupyterlab-lsp" },
+    { name = "jupyterlab-myst" },
     { name = "matplotlib" },
     { name = "myst-nb" },
-    { name = "numpy" },
-    { name = "pandas" },
-    { name = "phasespace" },
-    { name = "pre-commit-uv" },
-    { name = "pre-commit-uv", marker = "extra == 'dev'" },
+    { name = "nbmake" },
     { name = "python-lsp-ruff" },
-    { name = "python-lsp-ruff", marker = "extra == 'jupyter'" },
-    { name = "python-lsp-server" },
-    { name = "python-lsp-server", extras = ["rope"], marker = "extra == 'jupyter'" },
-    { name = "qrules" },
+    { name = "python-lsp-server", extras = ["rope"] },
+    { name = "qrules", extras = ["viz"] },
     { name = "ruff" },
-    { name = "ruff", marker = "extra == 'sty'" },
     { name = "sphinx-autobuild" },
-    { name = "sphinx-autobuild", marker = "extra == 'doc'" },
     { name = "sphinx-book-theme" },
-    { name = "sphinx-book-theme", marker = "extra == 'doc'" },
     { name = "sphinx-comments" },
-    { name = "sphinx-comments", marker = "extra == 'doc'" },
     { name = "sphinx-copybutton" },
-    { name = "sphinx-copybutton", marker = "extra == 'doc'" },
-    { name = "sympy" },
-    { name = "tensorflow" },
-    { name = "tensorwaves" },
-    { name = "tox", marker = "extra == 'dev'" },
+    { name = "tensorwaves", extras = ["jax", "pwa"] },
+]
+doc = [
+    { name = "ampform" },
+    { name = "ampform-dpd" },
+    { name = "ipympl" },
+    { name = "ipywidgets" },
+    { name = "matplotlib" },
+    { name = "myst-nb" },
+    { name = "qrules", extras = ["viz"] },
+    { name = "sphinx-book-theme" },
+    { name = "sphinx-comments" },
+    { name = "sphinx-copybutton" },
+    { name = "tensorwaves", extras = ["jax", "pwa"] },
+]
+jupyter = [
+    { name = "ampform" },
+    { name = "ampform-dpd" },
+    { name = "ipympl" },
+    { name = "ipywidgets" },
+    { name = "jupyterlab" },
+    { name = "jupyterlab-code-formatter" },
+    { name = "jupyterlab-git" },
+    { name = "jupyterlab-lsp" },
+    { name = "jupyterlab-myst" },
+    { name = "matplotlib" },
+    { name = "python-lsp-ruff" },
+    { name = "python-lsp-server", extras = ["rope"] },
+    { name = "qrules", extras = ["viz"] },
+    { name = "tensorwaves", extras = ["jax", "pwa"] },
+]
+notebooks = [
+    { name = "ampform" },
+    { name = "ampform-dpd" },
+    { name = "ipympl" },
+    { name = "ipywidgets" },
+    { name = "matplotlib" },
+    { name = "qrules", extras = ["viz"] },
+    { name = "tensorwaves", extras = ["jax", "pwa"] },
+]
+test = [
+    { name = "ampform" },
+    { name = "ampform-dpd" },
+    { name = "ipympl" },
+    { name = "ipywidgets" },
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