From cdc739ea229ff019f0455227d2c5b295e713834a Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 5 Jan 2026 21:43:43 +0000
Subject: [PATCH 1/9] MAINT: upgrade lock files
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

updates:
- [github.com/ComPWA/policy: 0.7.3 → 0.7.5](https://github.com/ComPWA/policy/compare/0.7.3...0.7.5)
- [github.com/kynan/nbstripout: 0.8.1 → 0.8.2](https://github.com/kynan/nbstripout/compare/0.8.1...0.8.2)
- [github.com/astral-sh/ruff-pre-commit: v0.14.0 → v0.14.10](https://github.com/astral-sh/ruff-pre-commit/compare/v0.14.0...v0.14.10)
- [github.com/python-jsonschema/check-jsonschema: 0.34.1 → 0.36.0](https://github.com/python-jsonschema/check-jsonschema/compare/0.34.1...0.36.0)
- [github.com/streetsidesoftware/cspell-cli: v9.2.0 → v9.4.0](https://github.com/streetsidesoftware/cspell-cli/compare/v9.2.0...v9.4.0)
- [github.com/editorconfig-checker/editorconfig-checker.python: 3.4.0 → 3.6.0](https://github.com/editorconfig-checker/editorconfig-checker.python/compare/3.4.0...3.6.0)
- [github.com/ComPWA/pyright-pre-commit: v1.1.406 → v1.1.407](https://github.com/ComPWA/pyright-pre-commit/compare/v1.1.406...v1.1.407)
- [github.com/astral-sh/uv-pre-commit: 0.9.2 → 0.9.21](https://github.com/astral-sh/uv-pre-commit/compare/0.9.2...0.9.21)
---
 .pre-commit-config.yaml | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index b8febc20..573512e9 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -14,7 +14,7 @@ repos:
       - id: check-useless-excludes
 
   - repo: https://github.com/ComPWA/policy
-    rev: 0.7.3
+    rev: 0.7.5
     hooks:
       - id: check-dev-files
         args:
@@ -29,7 +29,7 @@ repos:
       - id: set-nb-display-name
 
   - repo: https://github.com/kynan/nbstripout
-    rev: 0.8.1
+    rev: 0.8.2
     hooks:
       - id: nbstripout
         args:
@@ -57,7 +57,7 @@ repos:
             metadata.vscode
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.14.0
+    rev: v0.14.10
     hooks:
       - id: ruff-check
         args: [--fix]
@@ -107,7 +107,7 @@ repos:
         args: [--in-place]
 
   - repo: https://github.com/python-jsonschema/check-jsonschema
-    rev: 0.34.1
+    rev: 0.36.0
     hooks:
       - id: check-jsonschema
         name: Check CITATION.cff
@@ -120,12 +120,12 @@ repos:
         pass_filenames: false
 
   - repo: https://github.com/streetsidesoftware/cspell-cli
-    rev: v9.2.0
+    rev: v9.4.0
     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
@@ -146,11 +146,11 @@ repos:
           )$
 
   - 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: 0.9.2
+    rev: 0.9.21
     hooks:
       - id: uv-lock

From ebb38c2f5459ee40a19be5525feb2ffabf6727bb Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Mon, 5 Jan 2026 21:44:49 +0000
Subject: [PATCH 2/9] MAINT: implement pre-commit autofixes

---
 docs/adr/001/operators.ipynb | 12 ++++++++----
 1 file changed, 8 insertions(+), 4 deletions(-)

diff --git a/docs/adr/001/operators.ipynb b/docs/adr/001/operators.ipynb
index d5bbc939..2d024dad 100644
--- a/docs/adr/001/operators.ipynb
+++ b/docs/adr/001/operators.ipynb
@@ -169,11 +169,15 @@
    "source": [
     "import operator\n",
     "\n",
-    "MAKE_BINARY = lambda opfn: lambda self, other: BinaryOp(  # noqa: E731\n",
-    "    self, asMagicNumber(other), opfn\n",
+    "MAKE_BINARY = lambda opfn: (\n",
+    "    lambda self, other: BinaryOp(  # noqa: E731\n",
+    "        self, asMagicNumber(other), opfn\n",
+    "    )\n",
     ")\n",
-    "MAKE_RBINARY = lambda opfn: lambda self, other: BinaryOp(  # noqa: E731\n",
-    "    asMagicNumber(other), self, opfn\n",
+    "MAKE_RBINARY = lambda opfn: (\n",
+    "    lambda self, other: BinaryOp(  # noqa: E731\n",
+    "        asMagicNumber(other), self, opfn\n",
+    "    )\n",
     ")\n",
     "\n",
     "\n",

From 88a804309ede57107f1ec08c2e738222fbb85493 Mon Sep 17 00:00:00 2001
From: Remco de Boer <29308176+redeboer@users.noreply.github.com>
Date: Fri, 16 Jan 2026 21:24:08 +0100
Subject: [PATCH 3/9] DX: switch to `ty` as type checker

---
 .cspell.json                          |   3 +-
 .github/dependabot.yml                |  19 +
 .github/workflows/cd.yml              |   4 +-
 .github/workflows/ci.yml              |  11 +-
 .github/workflows/clean-caches.yml    |   4 +-
 .github/workflows/lock.yml            |   2 +-
 .github/workflows/pr-linting.yml      |   2 +-
 .github/workflows/release-drafter.yml |   2 +-
 .gitignore                            |   2 -
 .pre-commit-config.yaml               |  30 +-
 .readthedocs.yml                      |   6 +-
 .vscode/extensions.json               |   3 +-
 .vscode/settings.json                 |   8 +-
 CONTRIBUTING.md                       |  10 +-
 README.md                             |   3 +-
 docs/adr/001/operators.ipynb          |  14 +-
 docs/adr/001/sympy.ipynb              |  22 +-
 docs/adr/002.md                       |   1 -
 docs/adr/002/composition.ipynb        |  53 +-
 docs/adr/002/expr.ipynb               |  26 +-
 docs/adr/002/function.ipynb           |  20 +-
 docs/adr/002/helpers.py               |   2 +-
 docs/conf.py                          |   2 +-
 docs/develop.md                       |   4 +-
 docs/index.md                         |   4 +-
 pyproject.toml                        |  89 ++-
 uv.lock                               | 944 +++++++++++---------------
 27 files changed, 540 insertions(+), 750 deletions(-)
 create mode 100644 .github/dependabot.yml

diff --git a/.cspell.json b/.cspell.json
index 8e3983b2..1a718299 100644
--- a/.cspell.json
+++ b/.cspell.json
@@ -26,6 +26,7 @@
     "*.svg",
     ".editorconfig",
     ".envrc",
+    ".github/dependabot.yml",
     ".gitignore",
     ".pre-commit-config.yaml",
     ".prettierignore",
@@ -38,7 +39,6 @@
     "pyproject.toml"
   ],
   "ignoreWords": [
-    "MAINT",
     "codemirror",
     "commitlint",
     "cxxcode",
@@ -64,6 +64,7 @@
     "nbmake",
     "nbsp",
     "nopython",
+    "poethepoet",
     "prereleased",
     "pycode",
     "pygments",
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 048bf296..5f74ee76 100644
--- a/.github/workflows/cd.yml
+++ b/.github/workflows/cd.yml
@@ -9,8 +9,8 @@ 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
   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 6854c49e..93d78c32 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -17,24 +17,17 @@ 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
       gh-pages: true
-      specific-pip-packages: ${{ inputs.specific-pip-packages }}
   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
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/.gitignore b/.gitignore
index 826bfb50..eb69fa0d 100644
--- a/.gitignore
+++ b/.gitignore
@@ -25,7 +25,6 @@ version.py
 .coverage.*
 .ipynb_checkpoints/
 .jupyter_ystore.db
-.mypy*/
 .pytest_cache/
 .virtual_documents/
 __pycache__/
@@ -50,5 +49,4 @@ pyvenv*/
 !.vscode/*.json
 !.zenodo.json
 !codecov.yml
-!pyrightconfig.json
 .jupyter_ystore.db
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 573512e9..8942e373 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,10 +1,9 @@
 ci:
   autofix_commit_msg: "MAINT: implement pre-commit autofixes"
   autoupdate_commit_msg: "MAINT: upgrade lock files"
-  autoupdate_schedule: quarterly
   skip:
     - check-jsonschema
-    - pyright
+    - ty
     - uv-lock
 
 repos:
@@ -14,7 +13,7 @@ repos:
       - id: check-useless-excludes
 
   - repo: https://github.com/ComPWA/policy
-    rev: 0.7.5
+    rev: 0.8.2rc12
     hooks:
       - id: check-dev-files
         args:
@@ -23,13 +22,14 @@ repos:
           - --no-pypi
           - --repo-name=compwa.github.io
           - --repo-title=ComPWA Organization
+          - --type-checker=ty
       - id: colab-toc-visible
       - id: fix-nbformat-version
       - id: remove-empty-tags
       - id: set-nb-display-name
 
   - repo: https://github.com/kynan/nbstripout
-    rev: 0.8.2
+    rev: 0.9.0
     hooks:
       - id: nbstripout
         args:
@@ -57,7 +57,7 @@ repos:
             metadata.vscode
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.14.10
+    rev: v0.14.14
     hooks:
       - id: ruff-check
         args: [--fix]
@@ -91,7 +91,7 @@ repos:
           )$
 
   - repo: https://github.com/ComPWA/prettier-pre-commit
-    rev: v3.4.2
+    rev: v3.8.1
     hooks:
       - id: prettier
 
@@ -107,7 +107,7 @@ repos:
         args: [--in-place]
 
   - repo: https://github.com/python-jsonschema/check-jsonschema
-    rev: 0.36.0
+    rev: 0.36.1
     hooks:
       - id: check-jsonschema
         name: Check CITATION.cff
@@ -120,7 +120,7 @@ repos:
         pass_filenames: false
 
   - repo: https://github.com/streetsidesoftware/cspell-cli
-    rev: v9.4.0
+    rev: v9.6.0
     hooks:
       - id: cspell
 
@@ -145,12 +145,18 @@ repos:
             docs/favicon.ico
           )$
 
-  - repo: https://github.com/ComPWA/pyright-pre-commit
-    rev: v1.1.407
+  - repo: local
     hooks:
-      - id: pyright
+      - id: ty
+        name: ty
+        entry: ty check
+        args: [--no-progress, --output-format=concise]
+        pass_filenames: false
+        require_serial: true
+        language: system
+        types_or: [python, pyi, jupyter]
 
   - repo: https://github.com/astral-sh/uv-pre-commit
-    rev: 0.9.21
+    rev: 0.9.27
     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 edc56098..39597a39 100644
--- a/.vscode/extensions.json
+++ b/.vscode/extensions.json
@@ -1,5 +1,6 @@
 {
   "recommendations": [
+    "astral-sh.ty",
     "charliermarsh.ruff",
     "christian-kohler.path-intellisense",
     "eamodio.gitlens",
@@ -10,7 +11,6 @@
     "github.vscode-pull-request-github",
     "mhutchie.git-graph",
     "ms-python.python",
-    "ms-python.vscode-pylance",
     "ms-toolsai.jupyter",
     "ms-toolsai.vscode-jupyter-cell-tags",
     "ms-vscode.live-server",
@@ -33,6 +33,7 @@
     "ms-python.isort",
     "ms-python.mypy-type-checker",
     "ms-python.pylint",
+    "ms-python.vscode-pylance",
     "ms-toolsai.vscode-jupyter-slideshow",
     "travisillig.vscode-json-stable-stringify",
     "tyriar.sort-lines"
diff --git a/.vscode/settings.json b/.vscode/settings.json
index fa6441ba..d0454807 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -27,8 +27,8 @@
   "diffEditor.experimental.showMoves": true,
   "editor.formatOnSave": true,
   "editor.unicodeHighlight.allowedCharacters": {
-    "\u03bd": true,
-    "\u03c3": true
+    "ν": true,
+    "σ": true
   },
   "git.rebaseWhenSync": true,
   "github-actions.workflows.pinned.workflows": [".github/workflows/ci.yml"],
@@ -46,7 +46,6 @@
   },
   "notebook.formatOnSave.enabled": true,
   "notebook.gotoSymbols.showAllSymbols": true,
-  "python.analysis.autoImportCompletions": false,
   "python.defaultInterpreterPath": ".venv/bin/python",
   "python.terminal.activateEnvironment": false,
   "python.testing.pytestEnabled": false,
@@ -59,6 +58,9 @@
     "**/uv.lock": true
   },
   "telemetry.telemetryLevel": "off",
+  "ty.completions.autoImport": false,
+  "ty.diagnosticMode": "workspace",
+  "ty.importStrategy": "fromEnvironment",
   "yaml.schemas": {
     "https://citation-file-format.github.io/1.2.0/schema.json": "CITATION.cff",
     "https://json.schemastore.org/github-workflow.json": "./.github/workflows/requirements.yml"
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index ec1ce5a2..373e0227 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 a84a17b5..0e57ee2f 100644
--- a/README.md
+++ b/README.md
@@ -8,9 +8,10 @@
 [![Google Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ComPWA/compwa.github.io/blob/main)
 [![Open in Visual Studio Code](https://img.shields.io/badge/vscode-open-blue?logo=visualstudiocode)](https://open.vscode.dev/ComPWA/compwa.github.io)
 [![pre-commit.ci status](https://results.pre-commit.ci/badge/github/ComPWA/compwa.github.io/main.svg)](https://results.pre-commit.ci/latest/github/ComPWA/compwa.github.io/main)
-[![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)
+[![ty](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ty/main/assets/badge/v0.json)](https://github.com/astral-sh/ty)
 
 This repository contains the source code for the [compwa.github.io](https://compwa.github.io) pages.
diff --git a/docs/adr/001/operators.ipynb b/docs/adr/001/operators.ipynb
index 2d024dad..dcccacc6 100644
--- a/docs/adr/001/operators.ipynb
+++ b/docs/adr/001/operators.ipynb
@@ -170,14 +170,10 @@
     "import operator\n",
     "\n",
     "MAKE_BINARY = lambda opfn: (\n",
-    "    lambda self, other: BinaryOp(  # noqa: E731\n",
-    "        self, asMagicNumber(other), opfn\n",
-    "    )\n",
+    "    lambda self, other: BinaryOp(self, asMagicNumber(other), opfn)\n",
     ")\n",
     "MAKE_RBINARY = lambda opfn: (\n",
-    "    lambda self, other: BinaryOp(  # noqa: E731\n",
-    "        asMagicNumber(other), self, opfn\n",
-    "    )\n",
+    "    lambda self, other: BinaryOp(asMagicNumber(other), self, opfn)\n",
     ")\n",
     "\n",
     "\n",
@@ -238,9 +234,7 @@
     "        return self.opn(self.op1.eval())\n",
     "\n",
     "\n",
-    "asMagicNumber = lambda x: (  # noqa: E731\n",
-    "    x if isinstance(x, MagicNumber) else Constant(x)\n",
-    ")\n",
+    "asMagicNumber = lambda x: x if isinstance(x, MagicNumber) else Constant(x)\n",
     "asMagicNumber(2).eval()"
    ]
   },
@@ -390,7 +384,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.13"
+   "version": "3.13.11"
   }
  },
  "nbformat": 4,
diff --git a/docs/adr/001/sympy.ipynb b/docs/adr/001/sympy.ipynb
index 48733f92..628c213a 100644
--- a/docs/adr/001/sympy.ipynb
+++ b/docs/adr/001/sympy.ipynb
@@ -1,23 +1,5 @@
 {
  "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "jupyter": {
-     "source_hidden": true
-    },
-    "tags": [
-     "remove-cell"
-    ]
-   },
-   "outputs": [],
-   "source": [
-    "%config Completer.use_jedi = False\n",
-    "\n",
-    "%config InlineBackend.figure_formats = ['svg']"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -67,8 +49,6 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from __future__ import annotations\n",
-    "\n",
     "import sympy as sp\n",
     "from attrs import define, field\n",
     "\n",
@@ -1124,7 +1104,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.13"
+   "version": "3.13.11"
   }
  },
  "nbformat": 4,
diff --git a/docs/adr/002.md b/docs/adr/002.md
index e61965e7..789971f5 100644
--- a/docs/adr/002.md
+++ b/docs/adr/002.md
@@ -244,7 +244,6 @@ We decide to keep responsibilities as separated as possible. This means that:
 2. The user has the responsibility of formulating the `expression` with the correct
    symbols. To aid the user in the construction of such expressions some building code
    can handle some of the common tasks, such as
-
    - A `VariablePool` can facilitate finding the correct symbol names (to avoid typos).
 
      ```python
diff --git a/docs/adr/002/composition.ipynb b/docs/adr/002/composition.ipynb
index 5c498aff..955543df 100644
--- a/docs/adr/002/composition.ipynb
+++ b/docs/adr/002/composition.ipynb
@@ -1,28 +1,10 @@
 {
  "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "jupyter": {
-     "source_hidden": true
-    },
-    "tags": [
-     "remove-cell"
-    ]
-   },
-   "outputs": [],
-   "source": [
-    "%config Completer.use_jedi = False\n",
-    "\n",
-    "%config InlineBackend.figure_formats = ['svg']"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Using composition"
+    "# Using composition\n"
    ]
   },
   {
@@ -51,8 +33,6 @@
    },
    "outputs": [],
    "source": [
-    "from __future__ import annotations\n",
-    "\n",
     "import sympy as sp\n",
     "from attrs import frozen\n",
     "from helpers import (\n",
@@ -72,7 +52,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "A frozen `DynamicExpression` class keeps track of `variables`, `parameters`, and the dynamics `expression` in which they should appear:"
+    "A frozen `DynamicExpression` class keeps track of `variables`, `parameters`, and the dynamics `expression` in which they should appear:\n"
    ]
   },
   {
@@ -95,7 +75,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The `expression` attribute can be formulated as a simple Python function that takes `sympy.Symbol`s as arguments and returns a `sympy.Expr`:"
+    "The `expression` attribute can be formulated as a simple Python function that takes `sympy.Symbol`s as arguments and returns a `sympy.Expr`:\n"
    ]
   },
   {
@@ -137,7 +117,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The `DynamicsExpression` container class enables us to provide the `expression` with correctly named `Symbol`s for the decay that is being described. Here, we use some naming scheme for an $f_0(980)$ decaying to final state edges 3 and 4 (say $\\pi^0\\pi^0$):"
+    "The `DynamicsExpression` container class enables us to provide the `expression` with correctly named `Symbol`s for the decay that is being described. Here, we use some naming scheme for an $f_0(980)$ decaying to final state edges 3 and 4 (say $\\pi^0\\pi^0$):\n"
    ]
   },
   {
@@ -176,7 +156,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "For each dynamics expression, we have to provide a 'builder' function that can create a `DynamicsExpression` for a specific edge within the `StateTransitionGraph`:"
+    "For each dynamics expression, we have to provide a 'builder' function that can create a `DynamicsExpression` for a specific edge within the `StateTransitionGraph`:\n"
    ]
   },
   {
@@ -246,7 +226,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The fact that `DynamicsExpression.expression` is just a Python function, allows one to inspect the dynamics formulation of these functions **independently**, purely in terms of SymPy:"
+    "The fact that `DynamicsExpression.expression` is just a Python function, allows one to inspect the dynamics formulation of these functions **independently**, purely in terms of SymPy:\n"
    ]
   },
   {
@@ -293,28 +273,28 @@
    "metadata": {},
    "source": [
     "![](https://user-images.githubusercontent.com/29308176/164988749-ca0640cc-7c93-47ca-b5a6-9f9ac2786ea0.svg)\n",
-    "![](https://user-images.githubusercontent.com/29308176/164988751-0f5cddaf-ca3a-4231-9df1-159383543e96.svg)"
+    "![](https://user-images.githubusercontent.com/29308176/164988751-0f5cddaf-ca3a-4231-9df1-159383543e96.svg)\n"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "This closes the gap between the code and the theory that is being implemented."
+    "This closes the gap between the code and the theory that is being implemented.\n"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Alternative signature"
+    "## Alternative signature\n"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "An alternative way to specify the expression is:"
+    "An alternative way to specify the expression is:\n"
    ]
   },
   {
@@ -325,29 +305,28 @@
    "source": [
     "def expression(\n",
     "    variables: tuple[sp.Symbol, ...], parameters: tuple[sp.Symbol, ...]\n",
-    ") -> sp.Expr:\n",
-    "    pass"
+    ") -> sp.Expr: ..."
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Here, one would however need to unpack the `variables` and `parameters`. The advantage is that the signature becomes more general."
+    "Here, one would however need to unpack the `variables` and `parameters`. The advantage is that the signature becomes more general.\n"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Type checking"
+    "## Type checking\n"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "There is no way to enforce the appropriate signature on the builder function, other than following a {class}`~typing.Protocol`:"
+    "There is no way to enforce the appropriate signature on the builder function, other than following a {class}`~typing.Protocol`:\n"
    ]
   },
   {
@@ -368,7 +347,7 @@
    "source": [
     "This `DynamicsBuilder` protocol would be used in the syntax proposed at {ref}`adr/002:Considered solutions`.\n",
     "\n",
-    "It carries another subtle problem, though: a {class}`~typing.Protocol` is only used in static type checking, while potential problems with the implementation of the builder and its respective expression only arrise at runtime."
+    "It carries another subtle problem, though: a {class}`~typing.Protocol` is only used in static type checking, while potential problems with the implementation of the builder and its respective expression only arrise at runtime.\n"
    ]
   }
  ],
@@ -391,7 +370,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.14"
+   "version": "3.13.11"
   }
  },
  "nbformat": 4,
diff --git a/docs/adr/002/expr.ipynb b/docs/adr/002/expr.ipynb
index 58f84b6e..5d2354d2 100644
--- a/docs/adr/002/expr.ipynb
+++ b/docs/adr/002/expr.ipynb
@@ -1,23 +1,5 @@
 {
  "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "jupyter": {
-     "source_hidden": true
-    },
-    "tags": [
-     "remove-cell"
-    ]
-   },
-   "outputs": [],
-   "source": [
-    "%config Completer.use_jedi = False\n",
-    "\n",
-    "%config InlineBackend.figure_formats = ['svg']"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -51,8 +33,6 @@
    },
    "outputs": [],
    "source": [
-    "from __future__ import annotations\n",
-    "\n",
     "from abc import abstractmethod\n",
     "from collections.abc import Callable\n",
     "\n",
@@ -159,7 +139,7 @@
     "    @classmethod\n",
     "    def from_graph(\n",
     "        cls, graph: StateTransitionGraph, edge_id: int\n",
-    "    ) -> RelativisticBreitWigner:\n",
+    "    ) -> \"RelativisticBreitWigner\":\n",
     "        edge_ids = determine_attached_final_state(graph, edge_id)\n",
     "        final_state_ids = map(str, edge_ids)\n",
     "        mass = sp.Symbol(f\"m_{{{'+'.join(final_state_ids)}}}\")\n",
@@ -244,7 +224,7 @@
     "    @classmethod\n",
     "    def from_graph(\n",
     "        cls, graph: StateTransitionGraph, edge_id: int\n",
-    "    ) -> RelativisticBreitWignerWithFF:\n",
+    "    ) -> \"RelativisticBreitWignerWithFF\":\n",
     "        edge_ids = determine_attached_final_state(graph, edge_id)\n",
     "        final_state_ids = map(str, edge_ids)\n",
     "        mass = sp.Symbol(f\"m_{{{'+'.join(final_state_ids)}}}\")\n",
@@ -571,7 +551,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.14"
+   "version": "3.13.11"
   }
  },
  "nbformat": 4,
diff --git a/docs/adr/002/function.ipynb b/docs/adr/002/function.ipynb
index 13a81da1..75134ee2 100644
--- a/docs/adr/002/function.ipynb
+++ b/docs/adr/002/function.ipynb
@@ -1,23 +1,5 @@
 {
  "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "jupyter": {
-     "source_hidden": true
-    },
-    "tags": [
-     "remove-cell"
-    ]
-   },
-   "outputs": [],
-   "source": [
-    "%config Completer.use_jedi = False\n",
-    "\n",
-    "%config InlineBackend.figure_formats = ['svg']"
-   ]
-  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -234,7 +216,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.14"
+   "version": "3.13.11"
   }
  },
  "nbformat": 4,
diff --git a/docs/adr/002/helpers.py b/docs/adr/002/helpers.py
index c8367d99..7bdb8c29 100644
--- a/docs/adr/002/helpers.py
+++ b/docs/adr/002/helpers.py
@@ -1,6 +1,6 @@
 from __future__ import annotations
 
-import sympy as sp  # pyright: ignore[reportMissingImports]
+import sympy as sp
 
 
 class StateTransitionGraph:
diff --git a/docs/conf.py b/docs/conf.py
index 8a6debae..6d6955b8 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -139,7 +139,6 @@
     "matplotlib": (f"https://matplotlib.org/{pin('matplotlib')}", None),
     "numba": (f"https://numba.readthedocs.io/en/{pin('numba')}", None),
     "numpy": (f"https://numpy.org/doc/{pin_minor('numpy')}", None),
-    "pwa": ("https://pwa.readthedocs.io", None),
     "python": ("https://docs.python.org/3", None),
     "qrules": ("https://qrules.readthedocs.io/stable", None),
     "scipy": ("https://docs.scipy.org/doc/scipy-1.7.0", None),
@@ -222,6 +221,7 @@
     ".md": "myst-nb",
 }
 suppress_warnings = [
+    "myst.directive_unknown",
     "myst.domains",
     "mystnb.unknown_mime_type",
 ]
diff --git a/docs/develop.md b/docs/develop.md
index ad0cf9fd..e170f00c 100644
--- a/docs/develop.md
+++ b/docs/develop.md
@@ -787,7 +787,7 @@ as a way to document the framework.
 ### Branching model
 
 While our aim is to maintain long-term, stable projects,
-{ref}`PWA software projects <pwa:software:software inventory>` are academic projects
+[PWA software projects](https://pwa.readthedocs.io/software) are academic projects
 that are subject to change and often require swift modifications or new features for
 ongoing analyses. For this reason, we work in different layers of development. These
 layers are represented by Git branches.
@@ -848,6 +848,8 @@ not have any CI or code review restrictions. We call this a "feature branch".
 
 ### Commit conventions
 
+<!-- cspell:ignore MAINT -->
+
 - Please use [conventional commit messages](https://www.conventionalcommits.org): start
   the commit with one of the semantic keywords below in UPPER CASE, followed by
   [a column](https://git-scm.com/docs/git-interpret-trailers), then the commit header.
diff --git a/docs/index.md b/docs/index.md
index 33988fdd..e41d01e1 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -89,7 +89,7 @@ fast fits on large data samples
 PWA Pages
 ```
 
-[![Documentation build status](https://readthedocs.org/projects/pwa/badge/?version=latest)](https://pwa.readthedocs.io)<br>
+[![Documentation build status](https://app.readthedocs.org/projects/pwa/badge/)](https://pwa.readthedocs.io)<br>
 A central knowledge-base for Partial Wave Analysis theory and software
 
 :::
@@ -115,7 +115,7 @@ The main packages listed above originate from the following, deprecated projects
 Partial Wave Analysis is a complicated research discipline, where several aspects of
 quantum field theory, experimental physics, statistics, regression analysis, and
 high-performance computing come together. This has led to
-{ref}`a large number of PWA frameworks <pwa:software:Software inventory>` that taylor to
+[a large number of PWA frameworks](https://pwa.readthedocs.io/software) that taylor to
 the need of each collaboration.
 
 This state of affairs is only natural: research requires a flexible and specialized
diff --git a/pyproject.toml b/pyproject.toml
index 587826c4..1550ab3d 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -25,9 +25,7 @@ Tracker = "https://github.com/ComPWA/compwa.github.io/issues"
 
 [dependency-groups]
 dev = [
-    "poethepoet",
     "ruff",
-    "sphinx-autobuild",
     {include-group = "doc"},
     {include-group = "jupyter"},
     {include-group = "style"},
@@ -52,30 +50,32 @@ doc = [
     {include-group = "notebooks"},
 ]
 jupyter = [
+    "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 = [
     "black",
     "graphviz",
+    "ipython",
     "numpy",
     "sympy",
 ]
 style = [
     "attrs",
     "nbformat",
+    "ty",
+    {include-group = "notebooks"},
     {include-group = "types"},
 ]
 test = [
     "jupyter",
-    "nbmake",
 ]
 types = ["sphinx-api-relink"]
 
@@ -86,6 +86,8 @@ include-package-data = false
 write_to = "version.py"
 
 [tool.poe]
+executor.isolated = true
+executor.no-group = "dev"
 executor.type = "uv"
 
 [tool.poe.tasks.all]
@@ -108,6 +110,7 @@ sphinx-build \
     docs/_build/html/
 """
 env = {PYTHONWARNINGS = "", TF_CPP_MIN_LOG_LEVEL = "3", ZFIT_DISABLE_TF_WARNINGS = "1"}
+executor = {group = "doc"}
 help = "Build documentation and API"
 
 [tool.poe.tasks.doclive]
@@ -133,6 +136,7 @@ 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]
@@ -153,7 +157,8 @@ 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 = """
@@ -164,45 +169,20 @@ sphinx-build \
     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 = "pre-commit run --all-files"
+executor = {group = "style"}
 help = "Perform all linting, formatting, and spelling checks"
 
-[tool.pyright]
-reportGeneralTypeIssues = false
-reportIncompatibleMethodOverride = false
-reportMissingParameterType = false
-reportMissingTypeArgument = false
-reportMissingTypeStubs = false
-reportOperatorIssue = false
-reportOverlappingOverload = false
-reportPrivateImportUsage = false
-reportPrivateUsage = false
-reportReturnType = false
-reportUnboundVariable = false
-reportUnknownArgumentType = false
-reportUnknownLambdaType = false
-reportUnknownMemberType = false
-reportUnknownParameterType = false
-reportUnknownVariableType = false
-reportUnnecessaryComparison = false
-reportUnnecessaryContains = false
-reportUnnecessaryIsInstance = false
-reportUntypedFunctionDecorator = false
-reportUnusedClass = true
-reportUnusedFunction = true
-reportUnusedImport = true
-reportUnusedVariable = true
-typeCheckingMode = "strict"
-venv = ".venv"
-venvPath = "."
-
 [tool.pytest.ini_options]
 addopts = [
     "--color=yes",
@@ -269,6 +249,7 @@ ignore = [
     "PLW1514",
     "PT001",
     "PTH",
+    "RUF067",
     "SIM108",
     "SLF001",
 ]
@@ -325,6 +306,7 @@ split-on-trailing-comma = false
     "T20",
     "TC00",
 ]
+"**/001/operators.ipynb" = ["E731"]
 "**/003.ipynb" = ["B023", "PLC2701"]
 "**/009.ipynb" = ["FURB113"]
 "**/010.ipynb" = ["FURB113"]
@@ -366,3 +348,38 @@ sort_first = [
 ]
 spaces_indent_inline_array = 4
 trailing_comma_inline_array = true
+
+[[tool.ty.overrides]]
+include = ["docs/symbolics.ipynb"]
+rules.unresolved-attribute = "ignore"
+
+[[tool.ty.overrides]]
+include = [
+    "docs/adr/001/operators.ipynb",
+    "docs/adr/001/sympy.ipynb",
+    "docs/adr/002/composition.ipynb",
+    "docs/adr/002/expr.ipynb",
+    "docs/adr/002/function.ipynb",
+]
+rules.unresolved-import = "ignore"
+
+[[tool.ty.overrides]]
+include = ["docs/adr/**/*.ipynb"]
+rules.invalid-argument-type = "ignore"
+rules.invalid-assignment = "ignore"
+rules.invalid-return-type = "ignore"
+rules.no-matching-overload = "ignore"
+rules.unresolved-attribute = "ignore"
+
+[[tool.ty.overrides]]
+include = ["docs/adr/002/composition.ipynb"]
+rules.call-non-callable = "ignore"
+rules.division-by-zero = "warn"
+rules.empty-body = "warn"
+rules.possibly-missing-import = "warn"
+rules.possibly-unresolved-reference = "warn"
+
+[tool.ty.rules]
+division-by-zero = "warn"
+possibly-missing-import = "warn"
+possibly-unresolved-reference = "warn"
diff --git a/uv.lock b/uv.lock
index 677ac777..2df997d9 100644
--- a/uv.lock
+++ b/uv.lock
@@ -25,15 +25,14 @@ wheels = [
 
 [[package]]
 name = "anyio"
-version = "4.11.0"
+version = "4.12.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "idna" },
-    { name = "sniffio" },
 ]
-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]]
@@ -80,33 +79,33 @@ 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" },
 ]
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From 279dd02a4c556c2e6d114ca994525f1ca0d55035 Mon Sep 17 00:00:00 2001
From: Remco de Boer <29308176+redeboer@users.noreply.github.com>
Date: Wed, 4 Feb 2026 11:02:13 +0100
Subject: [PATCH 4/9] MAINT: upgrade lock files

---
 .pre-commit-config.yaml        |   7 +-
 docs/adr/002/composition.ipynb |  28 +++----
 uv.lock                        | 141 ++++++++++++++++-----------------
 3 files changed, 88 insertions(+), 88 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 8942e373..b0e6d148 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -13,7 +13,7 @@ repos:
       - id: check-useless-excludes
 
   - repo: https://github.com/ComPWA/policy
-    rev: 0.8.2rc12
+    rev: 0.8.2rc15
     hooks:
       - id: check-dev-files
         args:
@@ -27,6 +27,7 @@ repos:
       - id: fix-nbformat-version
       - id: remove-empty-tags
       - id: set-nb-display-name
+      - id: strip-nb-whitespace
 
   - repo: https://github.com/kynan/nbstripout
     rev: 0.9.0
@@ -57,7 +58,7 @@ repos:
             metadata.vscode
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.14.14
+    rev: v0.15.0
     hooks:
       - id: ruff-check
         args: [--fix]
@@ -157,6 +158,6 @@ repos:
         types_or: [python, pyi, jupyter]
 
   - repo: https://github.com/astral-sh/uv-pre-commit
-    rev: 0.9.27
+    rev: 0.9.29
     hooks:
       - id: uv-lock
diff --git a/docs/adr/002/composition.ipynb b/docs/adr/002/composition.ipynb
index 955543df..0939ddf9 100644
--- a/docs/adr/002/composition.ipynb
+++ b/docs/adr/002/composition.ipynb
@@ -4,7 +4,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Using composition\n"
+    "# Using composition"
    ]
   },
   {
@@ -52,7 +52,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "A frozen `DynamicExpression` class keeps track of `variables`, `parameters`, and the dynamics `expression` in which they should appear:\n"
+    "A frozen `DynamicExpression` class keeps track of `variables`, `parameters`, and the dynamics `expression` in which they should appear:"
    ]
   },
   {
@@ -75,7 +75,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The `expression` attribute can be formulated as a simple Python function that takes `sympy.Symbol`s as arguments and returns a `sympy.Expr`:\n"
+    "The `expression` attribute can be formulated as a simple Python function that takes `sympy.Symbol`s as arguments and returns a `sympy.Expr`:"
    ]
   },
   {
@@ -117,7 +117,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The `DynamicsExpression` container class enables us to provide the `expression` with correctly named `Symbol`s for the decay that is being described. Here, we use some naming scheme for an $f_0(980)$ decaying to final state edges 3 and 4 (say $\\pi^0\\pi^0$):\n"
+    "The `DynamicsExpression` container class enables us to provide the `expression` with correctly named `Symbol`s for the decay that is being described. Here, we use some naming scheme for an $f_0(980)$ decaying to final state edges 3 and 4 (say $\\pi^0\\pi^0$):"
    ]
   },
   {
@@ -156,7 +156,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "For each dynamics expression, we have to provide a 'builder' function that can create a `DynamicsExpression` for a specific edge within the `StateTransitionGraph`:\n"
+    "For each dynamics expression, we have to provide a 'builder' function that can create a `DynamicsExpression` for a specific edge within the `StateTransitionGraph`:"
    ]
   },
   {
@@ -226,7 +226,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The fact that `DynamicsExpression.expression` is just a Python function, allows one to inspect the dynamics formulation of these functions **independently**, purely in terms of SymPy:\n"
+    "The fact that `DynamicsExpression.expression` is just a Python function, allows one to inspect the dynamics formulation of these functions **independently**, purely in terms of SymPy:"
    ]
   },
   {
@@ -273,28 +273,28 @@
    "metadata": {},
    "source": [
     "![](https://user-images.githubusercontent.com/29308176/164988749-ca0640cc-7c93-47ca-b5a6-9f9ac2786ea0.svg)\n",
-    "![](https://user-images.githubusercontent.com/29308176/164988751-0f5cddaf-ca3a-4231-9df1-159383543e96.svg)\n"
+    "![](https://user-images.githubusercontent.com/29308176/164988751-0f5cddaf-ca3a-4231-9df1-159383543e96.svg)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "This closes the gap between the code and the theory that is being implemented.\n"
+    "This closes the gap between the code and the theory that is being implemented."
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Alternative signature\n"
+    "## Alternative signature"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "An alternative way to specify the expression is:\n"
+    "An alternative way to specify the expression is:"
    ]
   },
   {
@@ -312,21 +312,21 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Here, one would however need to unpack the `variables` and `parameters`. The advantage is that the signature becomes more general.\n"
+    "Here, one would however need to unpack the `variables` and `parameters`. The advantage is that the signature becomes more general."
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Type checking\n"
+    "## Type checking"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "There is no way to enforce the appropriate signature on the builder function, other than following a {class}`~typing.Protocol`:\n"
+    "There is no way to enforce the appropriate signature on the builder function, other than following a {class}`~typing.Protocol`:"
    ]
   },
   {
@@ -347,7 +347,7 @@
    "source": [
     "This `DynamicsBuilder` protocol would be used in the syntax proposed at {ref}`adr/002:Considered solutions`.\n",
     "\n",
-    "It carries another subtle problem, though: a {class}`~typing.Protocol` is only used in static type checking, while potential problems with the implementation of the builder and its respective expression only arrise at runtime.\n"
+    "It carries another subtle problem, though: a {class}`~typing.Protocol` is only used in static type checking, while potential problems with the implementation of the builder and its respective expression only arrise at runtime."
    ]
   }
  ],
diff --git a/uv.lock b/uv.lock
index 2df997d9..b61a17e9 100644
--- a/uv.lock
+++ b/uv.lock
@@ -119,11 +119,11 @@ wheels = [
 
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From abc193873224e07253bf12340938782b0a5ee33b Mon Sep 17 00:00:00 2001
From: Remco de Boer <29308176+redeboer@users.noreply.github.com>
Date: Wed, 4 Feb 2026 13:48:16 +0100
Subject: [PATCH 5/9] DOC: update developer instructions

---
 docs/develop.md      | 128 +++++++++----------------------------------
 docs/symbolics.ipynb |   2 +-
 2 files changed, 27 insertions(+), 103 deletions(-)

diff --git a/docs/develop.md b/docs/develop.md
index e170f00c..591f3d2e 100644
--- a/docs/develop.md
+++ b/docs/develop.md
@@ -4,7 +4,7 @@
 
 This page describes some of the tools and conventions followed by
 [Common Partial Wave Analysis](https://github.com/ComPWA). Where possible, we use the
-[source code of the AmpForm repository](https://github.com/ComPWA/AmpForm) as example,
+[source code of the AmpForm repository](https://github.com/ComPWA/ampform) as example,
 because its file structure is comparable to that of other ComPWA repositories.
 
 :::::{tip}
@@ -30,14 +30,19 @@ pixi shell
 :::
 ::::
 
-Then, install the [`pre-commit`](https://pre-commit.com) and the hooks for this repository:
+In addition, [`pre-commit`](https://pre-commit.com) is used to enforce style checks and can be installed with::
 
 ```shell
-
-uv tool install --with pre-commit-uv pre-commit
+uv tool install --python=3.13 --with pre-commit-uv pre-commit
 pre-commit install --install-hooks
 ```
 
+In `uv`-only projects, [Poe the Poet](https://poethepoet.natn.io) is used as task runner and can be installed with:
+
+```shell
+uv tool install --python=3.13 poethepoet
+```
+
 See {ref}`develop:Virtual environment` for more info.
 :::::
 
@@ -145,15 +150,6 @@ the repository you want to work on, navigate into it, and run:
 python3 -m pip install -e .
 ```
 
-:::{toggle}
-Internally, this calls:
-
-```shell
-python3 setup.py develop
-```
-
-:::
-
 This will also install all dependencies required by the package.
 
 ### Optional dependencies
@@ -191,49 +187,7 @@ requirements can be installed with the last example.
 
 ### Pinning dependency versions
 
-To ensure that developers use exactly the same versions of the package dependencies and
-developer requirements, some of the repositories provide
-[constraint files](https://pip.pypa.io/en/stable/user_guide/#constraints-files). These
-files can be used to 'pin' all versions of installed packages as follows:
-
-:::{margin}
-Requirements may differ per Python version, so there is one constraint file for each
-version of Python that the package supports.
-:::
-
-```shell
-python3 -m pip install -c .constraints/py3.10.txt -e .
-```
-
-The syntax works just as well for {ref}`develop:Optional dependencies`:
-
-::::{tab-set}
-:::{tab-item} Bash
-
-```shell
-python3 -m pip install -c .constraints/py3.10.txt -e .[doc,sty]
-python3 -m pip install -c .constraints/py3.10.txt -e .[test]
-python3 -m pip install -c .constraints/py3.10.txt -e .[dev]
-```
-
-:::
-:::{tab-item} Z shell
-
-```shell
-python3 -m pip install -c .constraints/py3.10.txt -e ".[doc,sty]"
-python3 -m pip install -c .constraints/py3.10.txt -e ".[test]"
-python3 -m pip install -c .constraints/py3.10.txt -e ".[dev]"
-```
-
-:::
-::::
-
-The constraint files are updated automatically with
-[`pip-tools`](https://github.com/jazzband/pip-tools) through
-{ref}`develop:GitHub Actions`. See
-[`requirements-pr.yml`](https://github.com/ComPWA/ampform/actions/workflows/requirements-pr.yml)
-and
-[`requirements-cron.yml`](https://github.com/ComPWA/ampform/actions/workflows/requirements-cron.yml).
+To ensure that developers use exactly the same versions of the package dependencies and developer requirements, some of the repositories provide lock files, such as [`uv.lock`](https://docs.astral.sh/uv/concepts/projects/sync) and [`pixi.lock`](https://pixi.prefix.dev/v0.63.2/workspace/lockfile). The constraint files are updated automatically with the [ComPWA/actions/.github/workflows/lock.yml](https://github.com/ComPWA/actions/blob/v4/.github/workflows/lock.yml) workflow using {ref}`develop:GitHub Actions`.
 
 :::{note}
 Constraint files ensure that the framework is _deterministic and reproducible_ (up to
@@ -243,36 +197,6 @@ and for developers (for instance with
 way out of ["dependency hell"](https://en.wikipedia.org/wiki/Dependency_hell).
 :::
 
-### Updating
-
-It may be that new commits in the repository modify the dependencies. In that case, you
-have to rerun this command after pulling new commits from the repository:
-
-::::{tab-set}
-:::{tab-item} Bash
-
-```shell
-git checkout main
-git pull
-pip install -c .constraints/py3.10.txt -e .[dev]
-```
-
-:::
-:::{tab-item} Z shell
-
-```shell
-git checkout main
-git pull
-pip install -c .constraints/py3.10.txt -e ".[dev]"
-```
-
-:::
-::::
-
-If you still have problems, it may be that certain dependencies have become redundant.
-In that case, trash the virtual environment and
-{ref}`create a new one <develop:Virtual environment>`.
-
 ### Julia
 
 [Julia](https://julialang.org) is an upcoming programming language in High-Energy
@@ -344,10 +268,10 @@ juliaup default release
 
 ```shell
 cd ~/Downloads
-tar xzf julia-1.10.3-linux-x86_64.tar.gz
+tar xzf julia-1.12.4-linux-x86_64.tar.gz
 mkdir ~/opt ~/bin
-mv julia-1.10.3 ~/opt/
-ln -s ~/opt/julia-1.10.3/bin/julia ~/bin/julia
+mv julia-1.12.4 ~/opt/
+ln -s ~/opt/julia-1.12.4/bin/julia ~/bin/julia
 ```
 
 Make sure that `~/bin` is listed in the `PATH` environment variable, e.g. by updating it
@@ -362,9 +286,9 @@ export PATH="~/bin:$PATH"
 
 ```shell
 cd ~/Downloads
-tar xzf julia-1.10.3-linux-x86_64.tar.gz
-sudo mv julia-1.10.3 /opt/
-sudo ln -s /opt/julia-1.10.3/bin/julia /usr/local/bin/julia
+tar xzf julia-1.12.4-linux-x86_64.tar.gz
+sudo mv julia-1.12.4 /opt/
+sudo ln -s /opt/julia-1.12.4/bin/julia /usr/local/bin/julia
 ```
 
 ::::
@@ -866,16 +790,16 @@ not have any CI or code review restrictions. We call this a "feature branch".
 
   The allowed semantic keywords (commit types) are as follows:[^1]
 
-  | [Commit type](https://www.conventionalcommits.org/en/v1.0.0/#specification) | [Repository label](https://github.com/organizations/ComPWA/settings/repository-defaults)                                                                                                             | Description                                         |
-  | :-------------------------------------------------------------------------: | :--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | :-------------------------------------------------- |
-  |                                   `FEAT`                                    | ![#C2E0C6](https://via.placeholder.com/15/C2E0C6/C2E0C6.png) [✨ Feature](https://github.com/search?o=desc&s=created&type=Issues&q=user%3AComPWA+label%3A%22%E2%9C%A8%20Feature%22)                  | New feature added to the package                    |
-  |                                    `ENH`                                    | ![#C2E0C6](https://via.placeholder.com/15/C2E0C6/C2E0C6.png) [⚙️ Enhancement](https://github.com/search?o=desc&s=created&type=Issues&q=user%3AComPWA+label%3A%22%E2%9A%99%EF%B8%8F%20Enhancement%22) | Improvements and optimizations of existing features |
-  |                                    `FIX`                                    | ![#e11d21](https://via.placeholder.com/15/e11d21/e11d21.png) [🐛 Bug](https://github.com/search?o=desc&s=created&type=Issues&q=user%3AComPWA+label%3A%22%F0%9F%90%9B+Bug%22)                         | Bug has been fixed                                  |
-  |                                   `BREAK`                                   | ![#F9D0C4](https://via.placeholder.com/15/F9D0C4/F9D0C4.png) [⚠️ Interface](https://github.com/search?o=desc&s=created&type=Issues&q=user%3AComPWA+label%3A%22%E2%9A%A0%EF%B8%8F%20Interface%22)     | Breaking changes to the API                         |
-  |                                 `BEHAVIOR`                                  | ![#F9D0C4](https://via.placeholder.com/15/F9D0C4/F9D0C4.png) [❗ Behavior](https://github.com/search?o=desc&s=created&type=Issues&q=user%3AComPWA+label%3A%22%E2%9D%97%20Behavior%22)                | Changes that may affect the framework output        |
-  |                                    `DOC`                                    | ![#bfd4f2](https://via.placeholder.com/15/bfd4f2/bfd4f2.png) [📝 Docs](https://github.com/search?o=desc&s=created&type=Issues&q=user%3AComPWA+label%3A%22%F0%9F%93%9D%20Docs%22)                     | Improvements or additions to documentation          |
-  |                                   `MAINT`                                   | ![#FFCD8F](https://via.placeholder.com/15/FFCD8F/FFCD8F.png) [🔨 Maintenance](https://github.com/search?o=desc&s=created&type=Issues&q=user%3AComPWA+label%3A%22%F0%9F%94%A8%20Maintenance%22)       | Maintenance and upkeep improvements                 |
-  |                                    `DX`                                     | ![#FEF2C0](https://via.placeholder.com/15/FEF2C0/FEF2C0.png) [🖱️ DX](https://github.com/search?o=desc&s=created&type=Issues&q=user%3AComPWA+label%3A%22%F0%9F%96%B1%EF%B8%8F%20DX%22)                | Improvements to the Developer Experience            |
+  | [Commit type](https://www.conventionalcommits.org/en/v1.0.0/#specification) |                Color                 | [Label](https://github.com/organizations/ComPWA/settings/repository-defaults)                                                                | Description                                         |
+  | :-------------------------------------------------------------------------: | :----------------------------------: | :------------------------------------------------------------------------------------------------------------------------------------------- | :-------------------------------------------------- |
+  |                                   `FEAT`                                    | <font color="#C2E0C6">#C2E0C6</font> | [✨&nbsp;Feature](https://github.com/search?o=desc&s=created&type=Issues&q=user%3AComPWA+label%3A%22%E2%9C%A8%20Feature%22)                  | New feature added to the package                    |
+  |                                    `ENH`                                    | <font color="#C2E0C6">#C2E0C6</font> | [⚙️&nbsp;Enhancement](https://github.com/search?o=desc&s=created&type=Issues&q=user%3AComPWA+label%3A%22%E2%9A%99%EF%B8%8F%20Enhancement%22) | Improvements and optimizations of existing features |
+  |                                    `FIX`                                    | <font color="#E11D21">#E11D21</font> | [🐛&nbsp;Bug](https://github.com/search?o=desc&s=created&type=Issues&q=user%3AComPWA+label%3A%22%F0%9F%90%9B+Bug%22)                         | Bug has been fixed                                  |
+  |                                   `BREAK`                                   | <font color="#F9D0C4">#F9D0C4</font> | [⚠️&nbsp;Interface](https://github.com/search?o=desc&s=created&type=Issues&q=user%3AComPWA+label%3A%22%E2%9A%A0%EF%B8%8F%20Interface%22)     | Breaking changes to the API                         |
+  |                                 `BEHAVIOR`                                  | <font color="#F9D0C4">#F9D0C4</font> | [❗&nbsp;Behavior](https://github.com/search?o=desc&s=created&type=Issues&q=user%3AComPWA+label%3A%22%E2%9D%97%20Behavior%22)                | Changes that may affect the framework output        |
+  |                                    `DOC`                                    | <font color="#BFD4F2">#BFD4F2</font> | [📝&nbsp;Docs](https://github.com/search?o=desc&s=created&type=Issues&q=user%3AComPWA+label%3A%22%F0%9F%93%9D%20Docs%22)                     | Improvements or additions to documentation          |
+  |                                   `MAINT`                                   | <font color="#FFCD8F">#FFCD8F</font> | [🔨&nbsp;Maintenance](https://github.com/search?o=desc&s=created&type=Issues&q=user%3AComPWA+label%3A%22%F0%9F%94%A8%20Maintenance%22)       | Maintenance and upkeep improvements                 |
+  |                                    `DX`                                     | <font color="#FEF2C0">#FEF2C0</font> | [🖱️&nbsp;DX](https://github.com/search?o=desc&s=created&type=Issues&q=user%3AComPWA+label%3A%22%F0%9F%96%B1%EF%B8%8F%20DX%22)                | Improvements to the Developer Experience            |
 
 - Keep pull requests small. If the issue you try to address is too big, discuss in the
   team whether the issue can be converted into an
diff --git a/docs/symbolics.ipynb b/docs/symbolics.ipynb
index 02055b86..80b17507 100644
--- a/docs/symbolics.ipynb
+++ b/docs/symbolics.ipynb
@@ -626,7 +626,7 @@
     "\n",
     "Second, [code generation](#code-generation) makes it possible to serialize symbolic amplitude models to human-readable format for preservation on disk or sharing with others. For example, just as with the generation of numerical functions, the model's [expression tree](#expression-trees) can be used to generate nodes in a serialization format like YAML or JSON. Other analysis frameworks can then import the model for cross-checks or for adapting the analysis to other experiments.\n",
     "\n",
-    "On a technical note, the Python ecosystem in combination with Jupyter Notebooks and [Sphinx](https://www.sphinx-doc.org) (a documentation builder) makes it possible for any reader to directly rerun analysis in the browser or in some local environment. [Pinned dependencies](https://github.com/ComPWA/update-pip-constraints) ensure that the analysis produces the same results."
+    "On a technical note, the Python ecosystem in combination with Jupyter Notebooks and [Sphinx](https://www.sphinx-doc.org) (a documentation builder) makes it possible for any reader to directly rerun analysis in the browser or in some local environment. {ref}`Pinned dependencies <develop:Pinning dependency versions>` ensure that the analysis produces the same results."
    ]
   },
   {

From 0b8c29582f17a17598af40e346bca6536c93995f Mon Sep 17 00:00:00 2001
From: Remco de Boer <29308176+redeboer@users.noreply.github.com>
Date: Thu, 5 Feb 2026 13:43:57 +0100
Subject: [PATCH 6/9] MAINT: ugprade lock files

---
 .pre-commit-config.yaml |  2 +-
 uv.lock                 | 50 +++++++++++++++++++++--------------------
 2 files changed, 27 insertions(+), 25 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index b0e6d148..6d80a169 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -158,6 +158,6 @@ repos:
         types_or: [python, pyi, jupyter]
 
   - repo: https://github.com/astral-sh/uv-pre-commit
-    rev: 0.9.29
+    rev: 0.9.30
     hooks:
       - id: uv-lock
diff --git a/uv.lock b/uv.lock
index b61a17e9..8ccbaea6 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1714,12 +1714,14 @@ wheels = [
 
 [[package]]
 name = "pywinpty"
-version = "3.0.2"
+version = "3.0.3"
 source = { registry = "https://pypi.org/simple" }
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 ]
 
 [[package]]

From f3072b031c8b450bab047e54fb3591a5081282b2 Mon Sep 17 00:00:00 2001
From: Remco de Boer <29308176+redeboer@users.noreply.github.com>
Date: Fri, 6 Feb 2026 09:15:02 +0100
Subject: [PATCH 7/9] MAINT: upgrade lock files and dev config

---
 .github/workflows/ci.yml | 2 +-
 .pre-commit-config.yaml  | 4 ++--
 pyproject.toml           | 8 ++++----
 3 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 93d78c32..0d8282de 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -30,4 +30,4 @@ jobs:
   style:
     secrets:
       token: ${{ secrets.PAT }}
-    uses: ComPWA/actions/.github/workflows/pre-commit.yml@v4.0
+    uses: ComPWA/actions/.github/workflows/style.yml@v4.0
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 6d80a169..2a1081a2 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -13,7 +13,7 @@ repos:
       - id: check-useless-excludes
 
   - repo: https://github.com/ComPWA/policy
-    rev: 0.8.2rc15
+    rev: 0.8.2rc17
     hooks:
       - id: check-dev-files
         args:
@@ -158,6 +158,6 @@ repos:
         types_or: [python, pyi, jupyter]
 
   - repo: https://github.com/astral-sh/uv-pre-commit
-    rev: 0.9.30
+    rev: 0.10.0
     hooks:
       - id: uv-lock
diff --git a/pyproject.toml b/pyproject.toml
index 1550ab3d..4d26ea1f 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -374,12 +374,12 @@ rules.unresolved-attribute = "ignore"
 [[tool.ty.overrides]]
 include = ["docs/adr/002/composition.ipynb"]
 rules.call-non-callable = "ignore"
-rules.division-by-zero = "warn"
-rules.empty-body = "warn"
-rules.possibly-missing-import = "warn"
-rules.possibly-unresolved-reference = "warn"
+rules.empty-body = "ignore"
 
 [tool.ty.rules]
 division-by-zero = "warn"
 possibly-missing-import = "warn"
 possibly-unresolved-reference = "warn"
+
+[tool.ty.terminal]
+error-on-warning = true

From 2dec37dd872130a28112fc1a00863c899228d738 Mon Sep 17 00:00:00 2001
From: GitHub <noreply@github.com>
Date: Fri, 6 Feb 2026 08:23:13 +0000
Subject: [PATCH 8/9] MAINT: implement updates from formatters

---
 docs/adr/001/operators.ipynb   | 2 +-
 docs/adr/001/sympy.ipynb       | 2 +-
 docs/adr/002/composition.ipynb | 2 +-
 docs/adr/002/expr.ipynb        | 2 +-
 docs/adr/002/function.ipynb    | 2 +-
 docs/symbolics.ipynb           | 2 +-
 6 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/docs/adr/001/operators.ipynb b/docs/adr/001/operators.ipynb
index dcccacc6..8892dff4 100644
--- a/docs/adr/001/operators.ipynb
+++ b/docs/adr/001/operators.ipynb
@@ -384,7 +384,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.13.11"
+   "version": "3.13.12"
   }
  },
  "nbformat": 4,
diff --git a/docs/adr/001/sympy.ipynb b/docs/adr/001/sympy.ipynb
index 628c213a..17f50fe0 100644
--- a/docs/adr/001/sympy.ipynb
+++ b/docs/adr/001/sympy.ipynb
@@ -1104,7 +1104,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.13.11"
+   "version": "3.13.12"
   }
  },
  "nbformat": 4,
diff --git a/docs/adr/002/composition.ipynb b/docs/adr/002/composition.ipynb
index 0939ddf9..80b7b294 100644
--- a/docs/adr/002/composition.ipynb
+++ b/docs/adr/002/composition.ipynb
@@ -370,7 +370,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.13.11"
+   "version": "3.13.12"
   }
  },
  "nbformat": 4,
diff --git a/docs/adr/002/expr.ipynb b/docs/adr/002/expr.ipynb
index 5d2354d2..e7aeb3a6 100644
--- a/docs/adr/002/expr.ipynb
+++ b/docs/adr/002/expr.ipynb
@@ -551,7 +551,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.13.11"
+   "version": "3.13.12"
   }
  },
  "nbformat": 4,
diff --git a/docs/adr/002/function.ipynb b/docs/adr/002/function.ipynb
index 75134ee2..51f1d94c 100644
--- a/docs/adr/002/function.ipynb
+++ b/docs/adr/002/function.ipynb
@@ -216,7 +216,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.13.11"
+   "version": "3.13.12"
   }
  },
  "nbformat": 4,
diff --git a/docs/symbolics.ipynb b/docs/symbolics.ipynb
index 80b17507..7fab1135 100644
--- a/docs/symbolics.ipynb
+++ b/docs/symbolics.ipynb
@@ -669,7 +669,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.6"
+   "version": "3.13.12"
   }
  },
  "nbformat": 4,

From 9e6b472315f0cb1ddb6e15c52b620b068783bb06 Mon Sep 17 00:00:00 2001
From: Remco de Boer <29308176+redeboer@users.noreply.github.com>
Date: Fri, 6 Feb 2026 10:08:12 +0100
Subject: [PATCH 9/9] MAINT: upgrade lock files and dev config

---
 .pre-commit-config.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 2a1081a2..573ac59e 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -13,7 +13,7 @@ repos:
       - id: check-useless-excludes
 
   - repo: https://github.com/ComPWA/policy
-    rev: 0.8.2rc17
+    rev: 0.8.2rc18
     hooks:
       - id: check-dev-files
         args: