diff --git a/.cspell.json b/.cspell.json
index 4d6613a5..6a12f4c4 100644
--- a/.cspell.json
+++ b/.cspell.json
@@ -26,6 +26,7 @@
     "*particle*.*ml",
     ".editorconfig",
     ".envrc",
+    ".github/dependabot.yml",
     ".gitignore",
     ".pre-commit-config.yaml",
     ".prettierignore",
@@ -39,7 +40,6 @@
     "typings"
   ],
   "ignoreWords": [
-    "MAINT",
     "adrs",
     "ampform",
     "arange",
diff --git a/.github/dependabot.yml b/.github/dependabot.yml
new file mode 100644
index 00000000..1ef4490b
--- /dev/null
+++ b/.github/dependabot.yml
@@ -0,0 +1,19 @@
+version: 2
+
+multi-ecosystem-groups:
+  lock:
+    assignees: [redeboer]
+    commit-message: { prefix: MAINT }
+    schedule: { interval: quarterly }
+
+updates:
+  - package-ecosystem: github-actions
+    directory: "/"
+    labels: [⬆️ Lock]
+    multi-ecosystem-group: lock
+    patterns: ["*"]
+  - package-ecosystem: uv
+    directory: "/"
+    labels: [⬆️ Lock]
+    multi-ecosystem-group: lock
+    patterns: ["*"]
diff --git a/.github/workflows/cd.yml b/.github/workflows/cd.yml
index 4e32c200..d1243746 100644
--- a/.github/workflows/cd.yml
+++ b/.github/workflows/cd.yml
@@ -9,9 +9,9 @@ on:
 jobs:
   milestone:
     if: startsWith(github.ref, 'refs/tags')
-    uses: ComPWA/actions/.github/workflows/close-milestone.yml@v3
+    uses: ComPWA/actions/.github/workflows/close-milestone.yml@v4
   package-name:
-    uses: ComPWA/actions/.github/workflows/get-pypi-name.yml@v3
+    uses: ComPWA/actions/.github/workflows/get-pypi-name.yml@v4
   pypi:
     environment:
       name: PyPI
@@ -24,9 +24,9 @@ jobs:
       id-token: write
     runs-on: ubuntu-24.04
     steps:
-      - uses: ComPWA/actions/build-pypi-distribution@v3
+      - uses: ComPWA/actions/build-pypi-distribution@v4
       - uses: pypa/gh-action-pypi-publish@release/v1
   push:
     if: startsWith(github.ref, 'refs/tags') && !github.event.release.prerelease
     secrets: inherit
-    uses: ComPWA/actions/.github/workflows/push-to-version-branches.yml@v3
+    uses: ComPWA/actions/.github/workflows/push-to-version-branches.yml@v4
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index f39c0af4..68f40307 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -17,32 +17,24 @@ on:
       - epic/*
       - "[0-9]+.[0-9]+.x"
   workflow_dispatch:
-    inputs:
-      specific-pip-packages:
-        description: Run CI with specific pip packages
-        required: false
-        type: string
 
 jobs:
   doc:
-    uses: ComPWA/actions/.github/workflows/ci-docs.yml@v3.0
+    uses: ComPWA/actions/.github/workflows/ci-docs.yml@v4.0
     permissions:
       pages: write
       id-token: write
     with:
       apt-packages: graphviz
-      specific-pip-packages: ${{ inputs.specific-pip-packages }}
-  pytest:
-    uses: ComPWA/actions/.github/workflows/pytest.yml@v3.0
-    with:
-      coverage-target: qrules
-      macos-python-version: "3.10"
-      specific-pip-packages: ${{ inputs.specific-pip-packages }}
-      test-output-path: tests/output/
-    secrets:
-      CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
   style:
-    if: inputs.specific-pip-packages == ''
     secrets:
       token: ${{ secrets.PAT }}
-    uses: ComPWA/actions/.github/workflows/pre-commit.yml@v3.0
+    uses: ComPWA/actions/.github/workflows/pre-commit.yml@v4.0
+  test:
+    uses: ComPWA/actions/.github/workflows/test.yml@v4.0
+    secrets:
+      CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
+    with:
+      coverage-python-version: "3.13"
+      macos-python-version: "3.10"
+      test-output-path: tests/output/
diff --git a/.github/workflows/clean-caches.yml b/.github/workflows/clean-caches.yml
index 2de0c959..1d3abcc7 100644
--- a/.github/workflows/clean-caches.yml
+++ b/.github/workflows/clean-caches.yml
@@ -14,9 +14,9 @@ on:
 jobs:
   cleanup:
     name: Remove caches
-    runs-on: ubuntu-24.04
+    runs-on: ubuntu-slim
     steps:
-      - uses: ComPWA/actions/clean-caches@v3
+      - uses: ComPWA/actions/clean-caches@v4
         with:
           GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
           ref: ${{ inputs.ref }}
diff --git a/.github/workflows/lock.yml b/.github/workflows/lock.yml
index 41aa0268..05fafad2 100644
--- a/.github/workflows/lock.yml
+++ b/.github/workflows/lock.yml
@@ -17,6 +17,6 @@ on:
 
 jobs:
   lock:
-    uses: ComPWA/actions/.github/workflows/lock.yml@v3
+    uses: ComPWA/actions/.github/workflows/lock.yml@v4
     secrets:
       token: ${{ secrets.PAT }}
diff --git a/.github/workflows/pr-linting.yml b/.github/workflows/pr-linting.yml
index 638dfc1e..e15b56f9 100644
--- a/.github/workflows/pr-linting.yml
+++ b/.github/workflows/pr-linting.yml
@@ -11,4 +11,4 @@ on:
 
 jobs:
   lint-pr:
-    uses: ComPWA/actions/.github/workflows/pr-linting.yml@v3
+    uses: ComPWA/actions/.github/workflows/pr-linting.yml@v4
diff --git a/.github/workflows/release-drafter.yml b/.github/workflows/release-drafter.yml
index 32c6579c..67334ee7 100644
--- a/.github/workflows/release-drafter.yml
+++ b/.github/workflows/release-drafter.yml
@@ -9,7 +9,7 @@ on:
 
 jobs:
   update_release_draft:
-    runs-on: ubuntu-24.04
+    runs-on: ubuntu-slim
     steps:
       - uses: release-drafter/release-drafter@v6
         env:
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 251f2627..e1186225 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,7 +1,6 @@
 ci:
   autofix_commit_msg: "MAINT: implement pre-commit autofixes"
   autoupdate_commit_msg: "MAINT: upgrade lock files"
-  autoupdate_schedule: quarterly
   skip:
     - check-jsonschema
     - mypy
@@ -15,14 +14,15 @@ repos:
       - id: check-useless-excludes
 
   - repo: https://github.com/ComPWA/policy
-    rev: 0.7.3
+    rev: 0.8.2rc15
     hooks:
       - id: check-dev-files
         args:
           - --doc-apt-packages=graphviz
           - --repo-name=qrules
           - --repo-title=QRules
-          - --update-lock-files=outsource
+          - --type-checker=mypy
+          - --type-checker=pyright
       - id: colab-toc-visible
       - id: fix-nbformat-version
       - id: remove-empty-tags
@@ -32,9 +32,10 @@ repos:
           - --additional-packages=IPython
           - --extras-require=doc,viz
       - id: set-nb-display-name
+      - id: strip-nb-whitespace
 
   - repo: https://github.com/kynan/nbstripout
-    rev: 0.8.1
+    rev: 0.9.0
     hooks:
       - id: nbstripout
         args:
@@ -62,7 +63,7 @@ repos:
             metadata.vscode
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.14.0
+    rev: v0.15.0
     hooks:
       - id: ruff-check
         args: [--fix]
@@ -94,7 +95,7 @@ repos:
       - id: trailing-whitespace
 
   - repo: https://github.com/ComPWA/prettier-pre-commit
-    rev: v3.4.2
+    rev: v3.8.1
     hooks:
       - id: prettier
 
@@ -111,7 +112,7 @@ repos:
           - --in-place
 
   - repo: https://github.com/python-jsonschema/check-jsonschema
-    rev: 0.34.1
+    rev: 0.36.1
     hooks:
       - id: check-jsonschema
         name: Check CITATION.cff
@@ -124,12 +125,12 @@ repos:
         pass_filenames: false
 
   - repo: https://github.com/streetsidesoftware/cspell-cli
-    rev: v9.2.0
+    rev: v9.6.0
     hooks:
       - id: cspell
 
   - repo: https://github.com/editorconfig-checker/editorconfig-checker.python
-    rev: 3.4.0
+    rev: 3.6.0
     hooks:
       - id: editorconfig-checker
         name: editorconfig
@@ -146,15 +147,14 @@ repos:
         entry: mypy
         language: system
         require_serial: true
-        types:
-          - python
+        types: [python]
 
   - repo: https://github.com/ComPWA/pyright-pre-commit
-    rev: v1.1.406
+    rev: v1.1.407
     hooks:
       - id: pyright
 
   - repo: https://github.com/astral-sh/uv-pre-commit
-    rev: 0.9.3
+    rev: 0.9.30
     hooks:
       - id: uv-lock
diff --git a/.readthedocs.yml b/.readthedocs.yml
index ebee9afb..cc704ce0 100644
--- a/.readthedocs.yml
+++ b/.readthedocs.yml
@@ -11,11 +11,7 @@ build:
       pixi global install graphviz uv
     - |-
       export UV_LINK_MODE=copy
-      uv run \
-        --group doc \
-        --no-dev \
-        --with poethepoet \
-        poe doc
+      uvx --from poethepoet poe doc
       mkdir -p $READTHEDOCS_OUTPUT
       mv docs/_build/html $READTHEDOCS_OUTPUT
 
diff --git a/.vscode/extensions.json b/.vscode/extensions.json
index 66f25015..53d2a263 100644
--- a/.vscode/extensions.json
+++ b/.vscode/extensions.json
@@ -25,6 +25,7 @@
     "yzhang.markdown-all-in-one"
   ],
   "unwantedRecommendations": [
+    "astral-sh.ty",
     "bungcip.better-toml",
     "davidanson.vscode-markdownlint",
     "garaioag.garaio-vscode-unwanted-recommendations",
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index e33df92a..0a85cf0e 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -22,7 +22,7 @@ source .venv/bin/activate
 Formatting and linting checks are automatically performed when committing changes. This is done with [pre-commit](https://pre-commit.com). To install the hooks in your local repository, run install `pre-commit` with `uv`:
 
 ```shell
-uv tool install pre-commit --with pre-commit-uv --force-reinstall
+uv tool install pre-commit --with pre-commit-uv --force-reinstall --python=3.13
 ```
 
 and [`pre-commit install`](https://pre-commit.com/#3-install-the-git-hook-scripts) **once**:
@@ -31,7 +31,13 @@ and [`pre-commit install`](https://pre-commit.com/#3-install-the-git-hook-script
 pre-commit install --install-hooks
 ```
 
-[Poe the Poet](https://poethepoet.natn.io) is used as a task runner. You can see which local CI checks it defines by running
+[Poe the Poet](https://poethepoet.natn.io) is used as a task runner. Install it globally (within your home folder) with `uv`:
+
+```shell
+uv tool install poethepoet --force-reinstall --python=3.13
+```
+
+You can see which local CI checks it defines by running
 
 ```shell
 poe
diff --git a/README.md b/README.md
index 9b6cb513..09ced729 100644
--- a/README.md
+++ b/README.md
@@ -14,9 +14,9 @@
 [![Documentation](https://readthedocs.org/projects/qrules/badge/?version=latest)](https://qrules.readthedocs.io)
 [![pre-commit.ci status](https://results.pre-commit.ci/badge/github/ComPWA/qrules/main.svg)](https://results.pre-commit.ci/latest/github/ComPWA/qrules/main)
 [![CI](https://github.com/ComPWA/qrules/actions/workflows/ci.yml/badge.svg)](https://github.com/ComPWA/qrules/actions/workflows/ci.yml)
-[![Checked with mypy](http://www.mypy-lang.org/static/mypy_badge.svg)](https://mypy.readthedocs.io)
+[![Type-checked with mypy](https://mypy-lang.org/static/mypy_badge.svg)](https://mypy.readthedocs.io)
 [![Test coverage](https://codecov.io/gh/ComPWA/qrules/branch/main/graph/badge.svg)](https://codecov.io/gh/ComPWA/qrules)
-[![Spelling checked](https://img.shields.io/badge/cspell-checked-brightgreen.svg)](https://github.com/streetsidesoftware/cspell/tree/master/packages/cspell)
+[![Spelling checked](https://img.shields.io/badge/cspell-checked-brightgreen.svg)](https://github.com/streetsidesoftware/cspell/tree/main/packages/cspell)
 [![code style: prettier](https://img.shields.io/badge/code_style-prettier-ff69b4.svg?style=flat-square)](https://github.com/prettier/prettier)
 [![Ruff](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/charliermarsh/ruff/main/assets/badge/v2.json)](https://github.com/astral-sh/ruff)
 [![uv](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/uv/main/assets/badge/v0.json)](https://github.com/astral-sh/uv)
diff --git a/docs/conf.py b/docs/conf.py
index c3292798..1ad95344 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -248,7 +248,6 @@ def __get_newtypes(some_type: type) -> list:
     "IPython": (f"https://ipython.readthedocs.io/en/{pin('IPython')}", None),
     "jsonschema": ("https://python-jsonschema.readthedocs.io/en/stable", None),
     "mypy": ("https://mypy.readthedocs.io/en/stable", None),
-    "pwa": ("https://pwa.readthedocs.io", None),
     "python": ("https://docs.python.org/3", None),
 }
 linkcheck_anchors = False
@@ -280,6 +279,9 @@ def __get_newtypes(some_type: type) -> list:
 nb_execution_show_tb = True
 nb_execution_timeout = -1
 nb_output_stderr = "remove"
+nitpick_ignore = [
+    ("py:class", "StrPath"),
+]
 nitpick_ignore_regex = [
     (r"py:(class|obj)", "json.encoder.JSONEncoder"),
     (r"py:(class|obj)", r"frozendict(\.frozendict)?"),
@@ -301,6 +303,7 @@ def __get_newtypes(some_type: type) -> list:
 pygments_style = "sphinx"
 release = get_package_version(PACKAGE)
 suppress_warnings = [
+    "myst.directive_unknown",
     "myst.domains",
     # skipping unknown output mime type: application/json
     # https://github.com/ComPWA/qrules/runs/8132605149?check_suite_focus=true#step:5:92
diff --git a/docs/index.md b/docs/index.md
index db0511c9..d7c5827e 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -47,7 +47,6 @@ QRules consists of three major components:
    one node (in correspondence to
    [Feynman graphs](https://en.wikipedia.org/wiki/Feynman_diagram)). This way, a graph
    describes the transition from one state to another.
-
    - **Edges** correspond to states (particles with spin). In other words, edges are a
      collection of properties such as the quantum numbers that characterize a state that
      the particle is in.
diff --git a/docs/usage.ipynb b/docs/usage.ipynb
index dd676f38..0171af10 100644
--- a/docs/usage.ipynb
+++ b/docs/usage.ipynb
@@ -118,7 +118,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Next, you use the {mod}`ampform` package to convert these transitions into a mathematical description that you can use to fit your data and perform {doc}`Partial Wave Analysis <pwa:index>`!"
+    "Next, you use the {mod}`ampform` package to convert these transitions into a mathematical description that you can use to fit your data and perform [partial-wave analysis](https://pwa.rtfd.io)!"
    ]
   },
   {
@@ -277,7 +277,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.13.8"
+   "version": "3.13.11"
   }
  },
  "nbformat": 4,
diff --git a/docs/usage/reaction.ipynb b/docs/usage/reaction.ipynb
index 2fbc7396..d3a6daf7 100644
--- a/docs/usage/reaction.ipynb
+++ b/docs/usage/reaction.ipynb
@@ -61,7 +61,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "A {doc}`Partial Wave Analysis <pwa:index>` starts by defining an amplitude model that describes the reaction process that is to be analyzed. Such a model is generally very complex and requires a fair amount of effort by the analyst (you). This gives a lot of room for mistakes.\n",
+    "A [partial-wave analysis](https://pwa.rtfd.io) starts by defining an amplitude model that describes the reaction process that is to be analyzed. Such a model is generally very complex and requires a fair amount of effort by the analyst (you). This gives a lot of room for mistakes.\n",
     "\n",
     "QRules is responsible to give you advice on the form of an amplitude model, based on the problem set you define (initial state, final state, allowed interactions, intermediate states, etc.). Internally, the system propagates the quantum numbers through the reaction graph while satisfying the specified conservation rules. How to control this procedure is explained in more detail below.\n",
     "\n",
@@ -620,7 +620,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.13.8"
+   "version": "3.13.11"
   }
  },
  "nbformat": 4,
diff --git a/pyproject.toml b/pyproject.toml
index 864b834f..193e2dd4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -65,9 +65,7 @@ Tracker = "https://github.com/ComPWA/qrules/issues"
 
 [dependency-groups]
 dev = [
-    "poethepoet",
     "ruff",
-    "sphinx-autobuild",
     {include-group = "doc"},
     {include-group = "jupyter"},
     {include-group = "style"},
@@ -91,14 +89,14 @@ doc = [
 ]
 jupyter = [
     "ipywidgets",
+    "jupyter-ruff",
     "jupyterlab",
-    "jupyterlab-code-formatter",
     "jupyterlab-git",
     "jupyterlab-lsp",
     "jupyterlab-myst",
     "jupyterlab-quickopen",
     "python-lsp-ruff",
-    "python-lsp-server[rope]",
+    "python-lsp-server",
     {include-group = "notebooks"},
 ]
 notebooks = ["qrules[viz]"]
@@ -108,11 +106,9 @@ style = [
 ]
 test = [
     "ipython",
-    "nbmake",
     "pydot <2",
     "pytest",
     "pytest-cov",
-    "pytest-profiling",
     "pytest-xdist",
 ]
 types = [
@@ -121,7 +117,6 @@ types = [
     "pytest",
     "sphinx-api-relink",
     "types-PyYAML",
-    "types-setuptools",
 ]
 
 [tool.setuptools]
@@ -207,8 +202,10 @@ module = ["sphinx.*"]
 ignore_missing_imports = true
 module = ["tqdm.*"]
 
-[tool.poe]
-executor.type = "uv"
+[tool.poe.executor]
+isolated = true
+no-group = "dev"
+type = "uv"
 
 [tool.poe.tasks.all]
 help = "Run all continuous integration (CI) tasks locally"
@@ -223,15 +220,16 @@ sequence = [
 
 [tool.poe.tasks.cov]
 cmd = """
-uv run --group test --isolated --no-dev \
-    pytest \
-        --cov=qrules \
-        --cov-fail-under=85 \
-        --cov-report=html \
-        --cov-report=xml \
-        --numprocesses=auto \
-        ${paths}
+pytest \
+    --cov=qrules \
+    --cov-fail-under=85 \
+    --cov-report=html \
+    --cov-report=xml \
+    --numprocesses=auto \
+    -m 'slow or not slow' \
+    ${paths}
 """
+executor = {group = "test"}
 help = "Compute how much of the source code is covered by tests"
 
 [[tool.poe.tasks.cov.args]]
@@ -251,6 +249,7 @@ sphinx-build \
     docs/_build/html/
 """
 env = {PYTHONWARNINGS = ""}
+executor = {group = "doc"}
 help = "Build documentation and API"
 
 [tool.poe.tasks.doclive]
@@ -286,6 +285,7 @@ sphinx-autobuild \
     docs/ \
     docs/_build/html/
 """
+executor = {group = "doc", with = "sphinx-autobuild"}
 help = "Set up a server to directly preview changes to the HTML pages"
 
 [tool.poe.tasks.docnb]
@@ -306,30 +306,36 @@ sequence = ["doclive"]
 [tool.poe.tasks.lab]
 args = [{name = "paths", default = "", positional = true}]
 cmd = "jupyter lab ${paths}"
-help = "Run Jupyter Lab"
+executor = {group = "jupyter"}
+help = "Launch Jupyter Lab"
 
 [tool.poe.tasks.linkcheck]
 cmd = """
-uv run --group doc --isolated --no-dev \
-    sphinx-build \
-        --builder=linkcheck \
-        --show-traceback \
-        docs/ \
-        docs/_build/linkcheck/
+sphinx-build \
+    --builder=linkcheck \
+    --fail-on-warning \
+    --show-traceback \
+    docs/ \
+    docs/_build/linkcheck/
 """
 env = {PYTHONWARNINGS = ""}
+executor = {group = "doc"}
 help = "Check external links in the documentation (requires internet connection)"
 
 [tool.poe.tasks.nb]
-cmd = "pytest --nbmake --nbmake-timeout=0 docs"
+args = [{name = "paths", default = "docs", multiple = true, positional = true}]
+cmd = "pytest --nbmake --nbmake-timeout=0 ${paths}"
+executor = {group = "notebooks", with = "nbmake"}
 help = "Run all notebooks"
 
 [tool.poe.tasks.style]
-cmd = "uv run --group style --isolated --no-dev pre-commit run --all-files"
+cmd = "pre-commit run --all-files"
+executor = {group = "style"}
 help = "Perform all linting, formatting, and spelling checks"
 
 [tool.poe.tasks.test]
-cmd = "uv run --group test --isolated --no-dev pytest --numprocesses=auto ${paths}"
+cmd = "pytest --numprocesses=auto -m 'slow or not slow' ${paths}"
+executor = {group = "test"}
 help = "Run all unit tests"
 
 [[tool.poe.tasks.test.args]]
@@ -341,33 +347,39 @@ positional = true
 [tool.poe.tasks.test-all]
 help = "Run all tests on each supported Python version"
 sequence = [
-    {ref = "test-py 3.9"},
-    {ref = "test-py 3.10"},
-    {ref = "test-py 3.11"},
-    {ref = "test-py 3.12"},
-    {ref = "test-py 3.13"},
-    {ref = "test-py 3.14"},
+    {ref = "test-py310 ${paths}"},
+    {ref = "test-py311 ${paths}"},
+    {ref = "test-py312 ${paths}"},
+    {ref = "test-py313 ${paths}"},
+    {ref = "test-py314 ${paths}"},
 ]
 
-[tool.poe.tasks.test-py]
-cmd = """
-uv run \
-    --group=test \
-    --isolated \
-    --no-dev \
-    --python=${version} \
-    pytest \
-        -m 'slow or not slow' \
-        --numprocesses=auto
-"""
-help = "Run all tests on a specific Python version"
-
-[[tool.poe.tasks.test-py.args]]
-default = "3.13"
-help = "Selected Python version"
-name = "version"
+[[tool.poe.tasks.test-all.args]]
+default = ""
+multiple = true
+name = "paths"
 positional = true
 
+[tool.poe.tasks.test-py310]
+env = {UV_PYTHON = "3.10"}
+ref = "test"
+
+[tool.poe.tasks.test-py311]
+env = {UV_PYTHON = "3.11"}
+ref = "test"
+
+[tool.poe.tasks.test-py312]
+env = {UV_PYTHON = "3.12"}
+ref = "test"
+
+[tool.poe.tasks.test-py313]
+env = {UV_PYTHON = "3.13"}
+ref = "test"
+
+[tool.poe.tasks.test-py314]
+env = {UV_PYTHON = "3.14"}
+ref = "test"
+
 [tool.pyright]
 reportArgumentType = false
 reportAssignmentType = false
@@ -403,7 +415,7 @@ typeCheckingMode = "strict"
 venv = ".venv"
 venvPath = "."
 
-[tool.pytest.ini_options]
+[tool.pytest]
 addopts = [
     "--color=yes",
     "--doctest-continue-on-failure",
@@ -411,9 +423,11 @@ addopts = [
     "--durations=3",
     "--ignore=docs/abbreviate_signature.py",
     "--ignore=docs/conf.py",
+    "--import-mode=importlib",
 ]
 filterwarnings = [
     "error",
+    "ignore: '[A-Za-z]+' .*deprecated.* use '[a-z_]+':DeprecationWarning",
     "ignore: The `hash` argument is deprecated in favor of `unsafe_hash` and will be removed in or after August 2025.:DeprecationWarning",
     "ignore:'importlib.abc.Traversable' is deprecated and slated for removal in Python 3.14:DeprecationWarning",
     "ignore:Passing a schema to Validator.iter_errors is deprecated.*:DeprecationWarning",
@@ -421,6 +435,7 @@ filterwarnings = [
     "ignore:unclosed .*:ResourceWarning",
 ]
 markers = ["slow: marks tests as slow (deselect with '-m \"not slow\"')"]
+minversion = "9.0"
 norecursedirs = [
     ".ipynb_checkpoints",
     ".virtual_documents",
@@ -475,6 +490,7 @@ ignore = [
     "PLW2901",
     "PT001",
     "PTH",
+    "RUF067",
     "SIM108",
 ]
 select = ["ALL"]
@@ -490,6 +506,7 @@ allow-dict-calls-with-keyword-arguments = true
 ban-relative-imports = "all"
 
 [tool.ruff.lint.isort]
+known-first-party = ["qrules"]
 split-on-trailing-comma = false
 
 [tool.ruff.lint.per-file-ignores]
@@ -532,7 +549,6 @@ split-on-trailing-comma = false
     "ANN",
     "D",
     "INP001",
-    "PGH001",
     "PLC2701",
     "PLR6301",
     "S101",
@@ -559,3 +575,6 @@ sort_first = [
 ]
 spaces_indent_inline_array = 4
 trailing_comma_inline_array = true
+
+[tool.uv.sources]
+sphinx-api-relink = {git = "https://github.com/ComPWA/sphinx-api-relink", rev = "5e18cb0981eb31680926bdb6511078f4308f38e0"}
diff --git a/src/qrules/io/__init__.py b/src/qrules/io/__init__.py
index 06a28ac2..fff05419 100644
--- a/src/qrules/io/__init__.py
+++ b/src/qrules/io/__init__.py
@@ -9,7 +9,7 @@
 
 import json
 from pathlib import Path
-from typing import Any
+from typing import TYPE_CHECKING, Any
 
 import attrs
 import yaml
@@ -18,6 +18,9 @@
 from qrules.particle import Particle, ParticleCollection
 from qrules.topology import Topology
 
+if TYPE_CHECKING:
+    from _typeshed import StrPath
+
 
 def asdict(instance: object) -> dict:
     if isinstance(instance, ParticleCollection):
@@ -143,7 +146,7 @@ def write_line_break(self, data: str | None = None) -> None:
             super().write_line_break()
 
 
-def write(instance: object, filename: str) -> None:
+def write(instance: object, filename: StrPath) -> None:
     with open(filename, "w") as stream:
         file_extension = _get_file_extension(filename)
         if file_extension == "json":
@@ -170,7 +173,7 @@ def write(instance: object, filename: str) -> None:
     raise NotImplementedError(msg)
 
 
-def _get_file_extension(filename: str | Path) -> str:
+def _get_file_extension(filename: StrPath) -> str:
     path = Path(filename)
     extension = path.suffix.lower()
     if not extension:
diff --git a/src/qrules/particle.py b/src/qrules/particle.py
index 8781de2e..853dc353 100644
--- a/src/qrules/particle.py
+++ b/src/qrules/particle.py
@@ -382,10 +382,12 @@ def filter(self, function: Callable[[Particle], bool]) -> ParticleCollection:
         >>> from qrules.particle import load_pdg
         >>> pdg = load_pdg()
         >>> subset = pdg.filter(
-        ...     lambda p: p.mass > 1.8
-        ...     and p.mass < 2.0
-        ...     and p.spin == 2
-        ...     and p.strangeness == 1
+        ...     lambda p: (
+        ...         p.mass > 1.8
+        ...         and p.mass < 2.15
+        ...         and p.spin == 2
+        ...         and p.strangeness == 1
+        ...     )
         ... )
         >>> sorted(subset.names)
         ['K(2)(1820)+', 'K(2)(1820)0', 'K(2)*(1980)+', 'K(2)*(1980)0']
@@ -500,12 +502,14 @@ def load_pdg() -> ParticleCollection:
     from particle import Particle as PdgDatabase  # noqa: PLC0415
 
     all_pdg_particles = PdgDatabase.findall(
-        lambda item: item.charge is not None
-        and item.charge.is_integer()  # remove quarks
-        and item.J is not None  # remove new physics and nuclei
-        and abs(item.pdgid) < 1e9  # p and n as nucleus
-        and item.name not in __skip_particles
-        and not (item.mass is None and not item.name.startswith("nu"))
+        lambda item: (
+            item.charge is not None
+            and item.charge.is_integer()  # remove quarks
+            and item.J is not None  # remove new physics and nuclei
+            and abs(item.pdgid) < 1e9  # p and n as nucleus
+            and item.name not in __skip_particles
+            and not (item.mass is None and not item.name.startswith("nu"))
+        )
     )
     particle_collection = ParticleCollection()
     for pdg_particle in all_pdg_particles:
diff --git a/tests/unit/test_particle.py b/tests/unit/test_particle.py
index 7756629c..50cab572 100644
--- a/tests/unit/test_particle.py
+++ b/tests/unit/test_particle.py
@@ -261,10 +261,9 @@ def test_filter(
         assert gamma_from_subset.pid == 22
         assert gamma_from_subset is particle_database["gamma"]
         filtered_result = particle_database.filter(
-            lambda p: p.mass > 1.8
-            and p.mass < 2.0
-            and p.spin == 2
-            and p.strangeness == 1
+            lambda p: (
+                p.mass > 1.8 and p.mass < 2.0 and p.spin == 2 and p.strangeness == 1
+            )
         )
         sorted_result = sorted(filtered_result.names)
         expected = {
diff --git a/uv.lock b/uv.lock
index 25bce1ee..15a6947a 100644
--- a/uv.lock
+++ b/uv.lock
@@ -3,7 +3,8 @@ revision = 3
 requires-python = ">=3.10"
 resolution-markers = [
     "python_full_version >= '3.14'",
-    "python_full_version >= '3.11' and python_full_version < '3.14'",
+    "python_full_version >= '3.12' and python_full_version < '3.14'",
+    "python_full_version == '3.11.*'",
     "python_full_version < '3.11'",
 ]
 
@@ -30,17 +31,16 @@ wheels = [
 
 [[package]]
 name = "anyio"
-version = "4.11.0"
+version = "4.12.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "exceptiongroup", marker = "python_full_version < '3.11'" },
     { name = "idna" },
-    { name = "sniffio" },
     { name = "typing-extensions", marker = "python_full_version < '3.13'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/c6/78/7d432127c41b50bccba979505f272c16cbcadcc33645d5fa3a738110ae75/anyio-4.11.0.tar.gz", hash = "sha256:82a8d0b81e318cc5ce71a5f1f8b5c4e63619620b63141ef8c995fa0db95a57c4", size = 219094, upload-time = "2025-09-23T09:19:12.58Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/96/f0/5eb65b2bb0d09ac6776f2eb54adee6abe8228ea05b20a5ad0e4945de8aac/anyio-4.12.1.tar.gz", hash = "sha256:41cfcc3a4c85d3f05c932da7c26d0201ac36f72abd4435ba90d0464a3ffed703", size = 228685, upload-time = "2026-01-06T11:45:21.246Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/15/b3/9b1a8074496371342ec1e796a96f99c82c945a339cd81a8e73de28b4cf9e/anyio-4.11.0-py3-none-any.whl", hash = "sha256:0287e96f4d26d4149305414d4e3bc32f0dcd0862365a4bddea19d7a1ec38c4fc", size = 109097, upload-time = "2025-09-23T09:19:10.601Z" },
+    { url = "https://files.pythonhosted.org/packages/38/0e/27be9fdef66e72d64c0cdc3cc2823101b80585f8119b5c112c2e8f5f7dab/anyio-4.12.1-py3-none-any.whl", hash = "sha256:d405828884fc140aa80a3c667b8beed277f1dfedec42ba031bd6ac3db606ab6c", size = 113592, upload-time = "2026-01-06T11:45:19.497Z" },
 ]
 
 [[package]]
@@ -102,36 +102,36 @@ wheels = [
 
 [[package]]
 name = "arrow"
-version = "1.3.0"
+version = "1.4.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "python-dateutil" },
-    { name = "types-python-dateutil" },
+    { name = "tzdata" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/2e/00/0f6e8fcdb23ea632c866620cc872729ff43ed91d284c866b515c6342b173/arrow-1.3.0.tar.gz", hash = "sha256:d4540617648cb5f895730f1ad8c82a65f2dad0166f57b75f3ca54759c4d67a85", size = 131960, upload-time = "2023-09-30T22:11:18.25Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/b9/33/032cdc44182491aa708d06a68b62434140d8c50820a087fac7af37703357/arrow-1.4.0.tar.gz", hash = "sha256:ed0cc050e98001b8779e84d461b0098c4ac597e88704a655582b21d116e526d7", size = 152931, upload-time = "2025-10-18T17:46:46.761Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/f8/ed/e97229a566617f2ae958a6b13e7cc0f585470eac730a73e9e82c32a3cdd2/arrow-1.3.0-py3-none-any.whl", hash = "sha256:c728b120ebc00eb84e01882a6f5e7927a53960aa990ce7dd2b10f39005a67f80", size = 66419, upload-time = "2023-09-30T22:11:16.072Z" },
+    { url = "https://files.pythonhosted.org/packages/ed/c9/d7977eaacb9df673210491da99e6a247e93df98c715fc43fd136ce1d3d33/arrow-1.4.0-py3-none-any.whl", hash = "sha256:749f0769958ebdc79c173ff0b0670d59051a535fa26e8eba02953dc19eb43205", size = 68797, upload-time = "2025-10-18T17:46:45.663Z" },
 ]
 
 [[package]]
 name = "asttokens"
-version = "3.0.0"
+version = "3.0.1"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/4a/e7/82da0a03e7ba5141f05cce0d302e6eed121ae055e0456ca228bf693984bc/asttokens-3.0.0.tar.gz", hash = "sha256:0dcd8baa8d62b0c1d118b399b2ddba3c4aff271d0d7a9e0d4c1681c79035bbc7", size = 61978, upload-time = "2024-11-30T04:30:14.439Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/be/a5/8e3f9b6771b0b408517c82d97aed8f2036509bc247d46114925e32fe33f0/asttokens-3.0.1.tar.gz", hash = "sha256:71a4ee5de0bde6a31d64f6b13f2293ac190344478f081c3d1bccfcf5eacb0cb7", size = 62308, upload-time = "2025-11-15T16:43:48.578Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/25/8a/c46dcc25341b5bce5472c718902eb3d38600a903b14fa6aeecef3f21a46f/asttokens-3.0.0-py3-none-any.whl", hash = "sha256:e3078351a059199dd5138cb1c706e6430c05eff2ff136af5eb4790f9d28932e2", size = 26918, upload-time = "2024-11-30T04:30:10.946Z" },
+    { url = "https://files.pythonhosted.org/packages/d2/39/e7eaf1799466a4aef85b6a4fe7bd175ad2b1c6345066aa33f1f58d4b18d0/asttokens-3.0.1-py3-none-any.whl", hash = "sha256:15a3ebc0f43c2d0a50eeafea25e19046c68398e487b9f1f5b517f7c0f40f976a", size = 27047, upload-time = "2025-11-15T16:43:16.109Z" },
 ]
 
 [[package]]
 name = "async-lru"
-version = "2.0.5"
+version = "2.1.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "typing-extensions", marker = "python_full_version < '3.11'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/b2/4d/71ec4d3939dc755264f680f6c2b4906423a304c3d18e96853f0a595dfe97/async_lru-2.0.5.tar.gz", hash = "sha256:481d52ccdd27275f42c43a928b4a50c3bfb2d67af4e78b170e3e0bb39c66e5bb", size = 10380, upload-time = "2025-03-16T17:25:36.919Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/ef/c3/bbf34f15ea88dfb649ab2c40f9d75081784a50573a9ea431563cab64adb8/async_lru-2.1.0.tar.gz", hash = "sha256:9eeb2fecd3fe42cc8a787fc32ead53a3a7158cc43d039c3c55ab3e4e5b2a80ed", size = 12041, upload-time = "2026-01-17T22:52:18.931Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/03/49/d10027df9fce941cb8184e78a02857af36360d33e1721df81c5ed2179a1a/async_lru-2.0.5-py3-none-any.whl", hash = "sha256:ab95404d8d2605310d345932697371a5f40def0487c03d6d0ad9138de52c9943", size = 6069, upload-time = "2025-03-16T17:25:35.422Z" },
+    { url = "https://files.pythonhosted.org/packages/2e/e9/eb6a5db5ac505d5d45715388e92bced7a5bb556facc4d0865d192823f2d2/async_lru-2.1.0-py3-none-any.whl", hash = "sha256:fa12dcf99a42ac1280bc16c634bbaf06883809790f6304d85cdab3f666f33a7e", size = 6933, upload-time = "2026-01-17T22:52:17.389Z" },
 ]
 
 [[package]]
@@ -145,29 +145,29 @@ wheels = [
 
 [[package]]
 name = "babel"
-version = "2.17.0"
+version = "2.18.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/7d/6b/d52e42361e1aa00709585ecc30b3f9684b3ab62530771402248b1b1d6240/babel-2.17.0.tar.gz", hash = "sha256:0c54cffb19f690cdcc52a3b50bcbf71e07a808d1c80d549f2459b9d2cf0afb9d", size = 9951852, upload-time = "2025-02-01T15:17:41.026Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/7d/b2/51899539b6ceeeb420d40ed3cd4b7a40519404f9baf3d4ac99dc413a834b/babel-2.18.0.tar.gz", hash = "sha256:b80b99a14bd085fcacfa15c9165f651fbb3406e66cc603abf11c5750937c992d", size = 9959554, upload-time = "2026-02-01T12:30:56.078Z" }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/77/f5/21d2de20e8b8b0408f0681956ca2c69f1320a3848ac50e6e7f39c6159675/babel-2.18.0-py3-none-any.whl", hash = "sha256:e2b422b277c2b9a9630c1d7903c2a00d0830c409c59ac8cae9081c92f1aeba35", size = 10196845, upload-time = "2026-02-01T12:30:53.445Z" },
 ]
 
 [[package]]
 name = "beautifulsoup4"
-version = "4.14.2"
+version = "4.14.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "soupsieve" },
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/77/e9/df2358efd7659577435e2177bfa69cba6c33216681af51a707193dec162a/beautifulsoup4-4.14.2.tar.gz", hash = "sha256:2a98ab9f944a11acee9cc848508ec28d9228abfd522ef0fad6a02a72e0ded69e", size = 625822, upload-time = "2025-09-29T10:05:42.613Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/c3/b0/1c6a16426d389813b48d95e26898aff79abbde42ad353958ad95cc8c9b21/beautifulsoup4-4.14.3.tar.gz", hash = "sha256:6292b1c5186d356bba669ef9f7f051757099565ad9ada5dd630bd9de5fa7fb86", size = 627737, upload-time = "2025-11-30T15:08:26.084Z" }
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+    { url = "https://files.pythonhosted.org/packages/1a/39/47f9197bdd44df24d67ac8893641e16f386c984a0619ef2ee4c51fbbc019/beautifulsoup4-4.14.3-py3-none-any.whl", hash = "sha256:0918bfe44902e6ad8d57732ba310582e98da931428d231a5ecb9e7c703a735bb", size = 107721, upload-time = "2025-11-30T15:08:24.087Z" },
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 [[package]]
 name = "black"
-version = "25.9.0"
+version = "26.1.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
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@@ -179,37 +179,46 @@ dependencies = [
     { name = "tomli", marker = "python_full_version < '3.11'" },
     { name = "typing-extensions", marker = "python_full_version < '3.11'" },
 ]
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     { name = "sphinx-comments" },
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     { name = "sphinx-thebe" },
@@ -2369,47 +2469,43 @@ doc = [
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     { name = "python-lsp-ruff" },
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@@ -2429,28 +2525,24 @@ provides-extras = ["viz"]
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     { name = "pytest-xdist" },
     { name = "python-lsp-ruff" },
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     { name = "sphinx" },
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@@ -2462,13 +2554,12 @@ dev = [
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     { name = "sphinxcontrib-bibtex", specifier = ">=2" },
     { name = "types-pyyaml" },
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     { name = "sphinx" },
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     { name = "sphinx-comments" },
@@ -2482,14 +2573,14 @@ doc = [
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