From e2a70fa3bb95e7d1bba913f59d6535aca844b165 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 21:29:36 +0000
Subject: [PATCH 1/7] MAINT: update 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/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/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 | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index fb7e669..3917623 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -11,14 +11,14 @@ repos:
       - id: check-useless-excludes
 
   - repo: https://github.com/ComPWA/policy
-    rev: 0.7.3
+    rev: 0.7.5
     hooks:
       - id: fix-nbformat-version
       - id: remove-empty-tags
       - id: set-nb-display-name
 
   - repo: https://github.com/kynan/nbstripout
-    rev: 0.8.1
+    rev: 0.8.2
     hooks:
       - id: nbstripout
         args:
@@ -46,7 +46,7 @@ repos:
             metadata.vscode
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.14.0
+    rev: v0.14.10
     hooks:
       - id: ruff
         args: [--fix]
@@ -68,7 +68,7 @@ repos:
       - id: trailing-whitespace
 
   - repo: https://github.com/streetsidesoftware/cspell-cli
-    rev: v9.2.0
+    rev: v9.4.0
     hooks:
       - id: cspell
 
@@ -83,13 +83,13 @@ repos:
       - id: taplo-format
 
   - repo: https://github.com/editorconfig-checker/editorconfig-checker.python
-    rev: 3.4.0
+    rev: 3.6.0
     hooks:
       - id: editorconfig-checker
         name: editorconfig
         alias: ec
 
   - repo: https://github.com/astral-sh/uv-pre-commit
-    rev: 0.9.2
+    rev: 0.9.21
     hooks:
       - id: uv-lock

From ba3f4a2aa60e0a0a250ab3f51bb97117dc2d994b Mon Sep 17 00:00:00 2001
From: "dependabot[bot]" <49699333+dependabot[bot]@users.noreply.github.com>
Date: Sat, 10 Jan 2026 11:52:42 +0100
Subject: [PATCH 2/7] MAINT: bump the actions group with 2 updates (#9)

Bumps the actions group with 2 updates: [actions/checkout](https://github.com/actions/checkout) and [actions/download-artifact](https://github.com/actions/download-artifact).


Updates `actions/checkout` from 5 to 6
- [Release notes](https://github.com/actions/checkout/releases)
- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)
- [Commits](https://github.com/actions/checkout/compare/v5...v6)

Updates `actions/download-artifact` from 5 to 7
- [Release notes](https://github.com/actions/download-artifact/releases)
- [Commits](https://github.com/actions/download-artifact/compare/v5...v7)

---
updated-dependencies:
- dependency-name: actions/checkout
  dependency-version: '6'
  dependency-type: direct:production
  update-type: version-update:semver-major
  dependency-group: actions
- dependency-name: actions/download-artifact
  dependency-version: '7'
  dependency-type: direct:production
  update-type: version-update:semver-major
  dependency-group: actions
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Remco de Boer <29308176+redeboer@users.noreply.github.com>
---
 .github/workflows/deploy.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
index 36c10cd..6363c0e 100644
--- a/.github/workflows/deploy.yml
+++ b/.github/workflows/deploy.yml
@@ -22,7 +22,7 @@ jobs:
   build:
     runs-on: ubuntu-24.04
     steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6
       - uses: astral-sh/setup-uv@v7
       - name: Build the JupyterLite site
         run: >-
@@ -41,7 +41,7 @@ jobs:
       - build
     runs-on: ubuntu-24.04
     steps:
-      - uses: actions/download-artifact@v5
+      - uses: actions/download-artifact@v7
         with:
           name: github-pages
       - name: Extract artifact

From a09c48f7af0ee1f160770bca3b21ca07a49427a7 Mon Sep 17 00:00:00 2001
From: Remco de Boer <29308176+redeboer@users.noreply.github.com>
Date: Sun, 18 Jan 2026 22:03:33 +0100
Subject: [PATCH 3/7] DX: add ComPWA/policy pre-commit hook

* MAINT: upgrade lock files
---
 .editorconfig              |    3 +
 .github/dependabot.yml     |   27 +-
 .github/workflows/lock.yml |   22 +
 .pre-commit-config.yaml    |   40 +-
 .vscode/extensions.json    |   18 +
 .vscode/settings.json      |   28 +-
 README.md                  |    5 +
 pyproject.toml             |  134 ++-
 uv.lock                    | 1844 ++++++++++++++++++++++++------------
 9 files changed, 1455 insertions(+), 666 deletions(-)
 create mode 100644 .github/workflows/lock.yml

diff --git a/.editorconfig b/.editorconfig
index 781b019..9b9232a 100644
--- a/.editorconfig
+++ b/.editorconfig
@@ -12,3 +12,6 @@ indent_size = 4
 
 [*.{ipynb,md}]
 indent_size = unset
+
+[uv.lock]
+indent_size = 4
diff --git a/.github/dependabot.yml b/.github/dependabot.yml
index b7c0a77..1ef4490 100644
--- a/.github/dependabot.yml
+++ b/.github/dependabot.yml
@@ -1,16 +1,19 @@
 version: 2
+
+multi-ecosystem-groups:
+  lock:
+    assignees: [redeboer]
+    commit-message: { prefix: MAINT }
+    schedule: { interval: quarterly }
+
 updates:
   - package-ecosystem: github-actions
     directory: "/"
-    assignees:
-      - redeboer
-    commit-message:
-      prefix: MAINT
-    groups:
-      actions:
-        patterns:
-          - "*"
-    labels:
-      - ⬆️ Lock
-    schedule:
-      interval: semiannually
+    labels: [⬆️ Lock]
+    multi-ecosystem-group: lock
+    patterns: ["*"]
+  - package-ecosystem: uv
+    directory: "/"
+    labels: [⬆️ Lock]
+    multi-ecosystem-group: lock
+    patterns: ["*"]
diff --git a/.github/workflows/lock.yml b/.github/workflows/lock.yml
new file mode 100644
index 0000000..05fafad
--- /dev/null
+++ b/.github/workflows/lock.yml
@@ -0,0 +1,22 @@
+name: Update
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: |-
+    ${{ github.ref != format('refs/heads/{0}', github.event.repository.default_branch) }}
+
+on:
+  pull_request:
+    branches:
+      - main
+      - epic/*
+    paths:
+      - .pre-commit-config.yaml
+      - uv.lock
+  workflow_dispatch:
+
+jobs:
+  lock:
+    uses: ComPWA/actions/.github/workflows/lock.yml@v4
+    secrets:
+      token: ${{ secrets.PAT }}
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 3917623..9eb6a47 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,6 +1,6 @@
 ci:
-  autoupdate_commit_msg: "MAINT: update lock files"
-  autoupdate_schedule: quarterly
+  autofix_commit_msg: "MAINT: implement pre-commit autofixes"
+  autoupdate_commit_msg: "MAINT: upgrade lock files"
   skip:
     - uv-lock
 
@@ -11,14 +11,22 @@ 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:
+          - --dev-python-version=3.11
+          - --keep-contributing-md
+          - --no-binder
+          - --no-cd
+          - --no-cspell-update
+          - --no-github-actions
       - 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:
@@ -46,9 +54,9 @@ repos:
             metadata.vscode
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.14.10
+    rev: v0.14.14
     hooks:
-      - id: ruff
+      - id: ruff-check
         args: [--fix]
         types_or: [python, pyi, jupyter]
       - id: ruff-format
@@ -67,13 +75,8 @@ repos:
       - id: mixed-line-ending
       - id: trailing-whitespace
 
-  - repo: https://github.com/streetsidesoftware/cspell-cli
-    rev: v9.4.0
-    hooks:
-      - id: cspell
-
   - repo: https://github.com/ComPWA/prettier-pre-commit
-    rev: v3.4.2
+    rev: v3.8.1
     hooks:
       - id: prettier
 
@@ -82,6 +85,17 @@ repos:
     hooks:
       - id: taplo-format
 
+  - repo: https://github.com/pappasam/toml-sort
+    rev: v0.24.3
+    hooks:
+      - id: toml-sort
+        args: [--in-place]
+
+  - repo: https://github.com/streetsidesoftware/cspell-cli
+    rev: v9.6.0
+    hooks:
+      - id: cspell
+
   - repo: https://github.com/editorconfig-checker/editorconfig-checker.python
     rev: 3.6.0
     hooks:
@@ -90,6 +104,6 @@ repos:
         alias: ec
 
   - repo: https://github.com/astral-sh/uv-pre-commit
-    rev: 0.9.21
+    rev: 0.9.28
     hooks:
       - id: uv-lock
diff --git a/.vscode/extensions.json b/.vscode/extensions.json
index f7b11b5..10f5a90 100644
--- a/.vscode/extensions.json
+++ b/.vscode/extensions.json
@@ -8,10 +8,28 @@
     "github.vscode-pull-request-github",
     "mhutchie.git-graph",
     "ms-toolsai.jupyter",
+    "ms-toolsai.vscode-jupyter-cell-tags",
     "ms-vscode.live-server",
     "redhat.vscode-yaml",
+    "soulcode.vscode-unwanted-extensions",
+    "stkb.rewrap",
     "streetsidesoftware.code-spell-checker",
     "tamasfe.even-better-toml",
     "yzhang.markdown-all-in-one"
+  ],
+  "unwantedRecommendations": [
+    "astral-sh.ty",
+    "bungcip.better-toml",
+    "davidanson.vscode-markdownlint",
+    "garaioag.garaio-vscode-unwanted-recommendations",
+    "ms-python.black-formatter",
+    "ms-python.flake8",
+    "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 86a8a2b..28b930e 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -1,6 +1,11 @@
 {
+  "[git-commit]": {
+    "editor.rulers": [72],
+    "rewrap.wrappingColumn": 72
+  },
   "[json]": {
-    "editor.defaultFormatter": "esbenp.prettier-vscode"
+    "editor.defaultFormatter": "esbenp.prettier-vscode",
+    "editor.wordWrap": "on"
   },
   "[jsonc]": {
     "editor.defaultFormatter": "esbenp.prettier-vscode"
@@ -9,11 +14,30 @@
     "editor.defaultFormatter": "esbenp.prettier-vscode"
   },
   "[python]": {
+    "editor.codeActionsOnSave": {
+      "source.organizeImports": "explicit"
+    },
     "editor.defaultFormatter": "charliermarsh.ruff"
   },
   "cSpell.enabled": true,
+  "diffEditor.experimental.showMoves": true,
   "editor.formatOnSave": true,
+  "gitlens.telemetry.enabled": false,
   "livePreview.defaultPreviewPath": "dist",
+  "multiDiffEditor.experimental.enabled": true,
+  "notebook.codeActionsOnSave": {
+    "notebook.source.organizeImports": "explicit"
+  },
+  "notebook.formatOnSave.enabled": true,
   "python.defaultInterpreterPath": ".venv/bin/python",
-  "python.terminal.activateEnvironment": false
+  "python.terminal.activateEnvironment": false,
+  "redhat.telemetry.enabled": false,
+  "rewrap.wrappingColumn": 88,
+  "ruff.enable": true,
+  "ruff.importStrategy": "fromEnvironment",
+  "ruff.organizeImports": true,
+  "search.exclude": {
+    "**/uv.lock": true
+  },
+  "telemetry.telemetryLevel": "off"
 }
diff --git a/README.md b/README.md
index 8a3c9e2..48af9ea 100644
--- a/README.md
+++ b/README.md
@@ -2,6 +2,11 @@
 
 [![lite-badge](https://jupyterlite.rtfd.io/en/latest/_static/badge.svg)](https://rub-ep1.github.io/lite)
 
+[![Spelling checked](https://img.shields.io/badge/cspell-checked-brightgreen.svg)](https://github.com/streetsidesoftware/cspell/tree/main/packages/cspell)
+[![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)
+[![Ruff](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/charliermarsh/ruff/main/assets/badge/v2.json)](https://github.com/astral-sh/ruff)
+[![code style: prettier](https://img.shields.io/badge/code_style-prettier-ff69b4.svg?style=flat-square)](https://github.com/prettier/prettier)
+
 This repository contains the source code for the JupyterLite website on **[rub-ep1.github.io/lite](https://rub-ep1.github.io/lite)** of the [RUB-EP1 institute](http://ep1.rub.de). It hosts Python notebooks natively in the browser without the need for hosting a Jupyter server.
 
 See [`CONTRIBUTING.md`](./CONTRIBUTING.md) for more information on how to contribute to the website.
diff --git a/pyproject.toml b/pyproject.toml
index 1fb5ebc..61a80ef 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -16,21 +16,22 @@ version = "0.1.0"
 
 [dependency-groups]
 dev = [
+    "ruff",
+    {include-group = "jupyter"},
+]
+jupyter = [
+    "jupyter-ruff",
     "jupyterlab",
-    "jupyterlab-code-formatter",
     "jupyterlab-git",
     "jupyterlab-lsp",
-    "python-lsp-ruff",
+    "jupyterlab-quickopen",
     "python-lsp-server",
-    "ruff",
 ]
 
-[tool.ruff]
-preview = true
-show-fixes = true
-
-[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"
@@ -42,30 +43,113 @@ sequence = [
 
 [tool.poe.tasks.doc]
 cmd = """
-uv run \
-    --isolated \
-    --no-dev \
-    jupyter lite build \
-        --contents content \
-        --output-dir dist
+jupyter lite build \
+    --contents content \
+    --output-dir dist
 """
 help = "Build Jupyter Lite website"
 
 [tool.poe.tasks.doclive]
 cmd = """
-uv run \
-    --isolated \
-    --no-dev \
-    jupyter lite serve \
-        --contents content \
-        --output-dir dist
+jupyter lite serve \
+    --contents content \
+    --output-dir dist
 """
-help = "Build and serve Jupyter Lite website"
+help = "Set up a server to directly preview changes to the HTML pages"
 
 [tool.poe.tasks.lab]
-cmd = "jupyter lab content/"
-help = "Run Jupyter Lab"
+args = [{name = "paths", default = "", positional = true}]
+cmd = "jupyter lab ${paths}"
+executor = {group = "jupyter"}
+help = "Launch Jupyter Lab"
+
+[tool.poe.tasks.nb]
+args = [{name = "paths", default = "docs", multiple = true, positional = true}]
+cmd = "pytest --nbmake --nbmake-timeout=0 ${paths}"
+executor = {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"
 help = "Perform all linting, formatting, and spelling checks"
+
+[tool.ruff]
+extend-include = ["*.ipynb"]
+preview = true
+show-fixes = true
+
+[tool.ruff.format]
+docstring-code-format = true
+line-ending = "lf"
+
+[tool.ruff.lint]
+ignore = [
+    "ANN401",
+    "COM812",
+    "CPY001",
+    "D101",
+    "D102",
+    "D103",
+    "D105",
+    "D107",
+    "D203",
+    "D213",
+    "D407",
+    "D416",
+    "DOC",
+    "E501",
+    "FURB101",
+    "FURB103",
+    "FURB140",
+    "G004",
+    "ISC001",
+    "PLW1514",
+    "PT001",
+    "PTH",
+    "RUF067",
+    "SIM108",
+]
+select = ["ALL"]
+task-tags = ["cspell"]
+
+[tool.ruff.lint.flake8-builtins]
+builtins-ignorelist = ["display"]
+
+[tool.ruff.lint.flake8-comprehensions]
+allow-dict-calls-with-keyword-arguments = true
+
+[tool.ruff.lint.isort]
+split-on-trailing-comma = false
+
+[tool.ruff.lint.per-file-ignores]
+"*.ipynb" = [
+    "ANN",
+    "B018",
+    "C90",
+    "D",
+    "E303",
+    "E703",
+    "N803",
+    "N806",
+    "N816",
+    "PLC2401",
+    "PLR09",
+    "PLR2004",
+    "PLW0602",
+    "PLW0603",
+    "RUF001",
+    "S101",
+    "T20",
+    "TC00",
+]
+
+[tool.ruff.lint.pydocstyle]
+convention = "google"
+
+[tool.tomlsort]
+all = false
+ignore_case = true
+in_place = true
+sort_first = ["project"]
+spaces_indent_inline_array = 4
+trailing_comma_inline_array = true
diff --git a/uv.lock b/uv.lock
index 9261baa..7b5f836 100644
--- a/uv.lock
+++ b/uv.lock
@@ -10,17 +10,16 @@ resolution-markers = [
 
 [[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]]
@@ -82,38 +81,58 @@ 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" }
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 version = "0.1.0"
@@ -3197,21 +3782,31 @@ dependencies = [
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     { name = "jupyterlab" },
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     { name = "notebook" },
 ]
 
 [package.dev-dependencies]
 dev = [
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     { name = "jupyterlab-git" },
     { name = "jupyterlab-lsp" },
-    { name = "python-lsp-ruff" },
+    { name = "jupyterlab-quickopen" },
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     { name = "ruff" },
 ]
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+    { name = "jupyterlab" },
+    { name = "jupyterlab-git" },
+    { name = "jupyterlab-lsp" },
+    { name = "jupyterlab-quickopen" },
+    { name = "python-lsp-server" },
+]
 
 [package.metadata]
 requires-dist = [
@@ -3225,57 +3820,65 @@ requires-dist = [
 
 [package.metadata.requires-dev]
 dev = [
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     { name = "jupyterlab" },
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-    { name = "python-lsp-ruff" },
+    { name = "jupyterlab-quickopen" },
     { name = "python-lsp-server" },
     { name = "ruff" },
 ]
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+    { name = "jupyterlab-git" },
+    { name = "jupyterlab-lsp" },
+    { name = "jupyterlab-quickopen" },
+    { name = "python-lsp-server" },
+]
 
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-name = "typing-extensions"
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@@ -3551,31 +4150,48 @@ wheels = [
 
 [[package]]
 name = "urllib3"
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 name = "webcolors"
 version = "24.11.1"
 source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version < '3.10'",
+]
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+[[package]]
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+version = "25.10.0"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version >= '3.14'",
+    "python_full_version >= '3.11' and python_full_version < '3.14'",
+    "python_full_version == '3.10.*'",
+]
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+wheels = [
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+
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 name = "webencodings"
 version = "0.5.1"
@@ -3596,11 +4212,11 @@ wheels = [
 
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+    { url = "https://files.pythonhosted.org/packages/3f/0e/fa3b193432cfc60c93b42f3be03365f5f909d2b3ea410295cf36df739e31/widgetsnbextension-4.0.15-py3-none-any.whl", hash = "sha256:8156704e4346a571d9ce73b84bee86a29906c9abfd7223b7228a28899ccf3366", size = 2196503, upload-time = "2025-11-01T21:15:53.565Z" },
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 [[package]]

From c2accd8304359aba84dbe7150b68f640f96a1940 Mon Sep 17 00:00:00 2001
From: Remco de Boer <29308176+redeboer@users.noreply.github.com>
Date: Wed, 4 Feb 2026 16:43:56 +0100
Subject: [PATCH 4/7] MAINT: upgrade lock files

---
 .pre-commit-config.yaml |  7 +++--
 pyproject.toml          |  2 +-
 uv.lock                 | 61 ++++++++++++++++++++---------------------
 3 files changed, 35 insertions(+), 35 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 9eb6a47..e32a1ca 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -11,7 +11,7 @@ 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:
@@ -24,6 +24,7 @@ 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
@@ -54,7 +55,7 @@ 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]
@@ -104,6 +105,6 @@ repos:
         alias: ec
 
   - repo: https://github.com/astral-sh/uv-pre-commit
-    rev: 0.9.28
+    rev: 0.9.29
     hooks:
       - id: uv-lock
diff --git a/pyproject.toml b/pyproject.toml
index 61a80ef..48fe45c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -64,7 +64,7 @@ executor = {group = "jupyter"}
 help = "Launch Jupyter Lab"
 
 [tool.poe.tasks.nb]
-args = [{name = "paths", default = "docs", multiple = true, positional = true}]
+args = [{name = "paths", default = "content", multiple = true, positional = true}]
 cmd = "pytest --nbmake --nbmake-timeout=0 ${paths}"
 executor = {with = "nbmake"}
 help = "Run all notebooks"
diff --git a/uv.lock b/uv.lock
index 7b5f836..b081230 100644
--- a/uv.lock
+++ b/uv.lock
@@ -144,11 +144,11 @@ wheels = [
 
 [[package]]
 name = "babel"
-version = "2.17.0"
+version = "2.18.0"
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+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" }
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 ]
 
 [[package]]

From 1031ccf8dab7b60b7c27d5508a28960988d18581 Mon Sep 17 00:00:00 2001
From: Remco de Boer <29308176+redeboer@users.noreply.github.com>
Date: Thu, 5 Feb 2026 14:01:59 +0100
Subject: [PATCH 5/7] MAINT: upgrade lock files

---
 .pre-commit-config.yaml |  2 +-
 uv.lock                 | 31 +++++++++++++++++++------------
 2 files changed, 20 insertions(+), 13 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index e32a1ca..4961e2c 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -105,6 +105,6 @@ repos:
         alias: ec
 
   - 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 b081230..0bce767 100644
--- a/uv.lock
+++ b/uv.lock
@@ -3223,18 +3223,25 @@ wheels = [
 
 [[package]]
 name = "pywinpty"
-version = "3.0.2"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/f3/bb/a7cc2967c5c4eceb6cc49cfe39447d4bfc56e6c865e7c2249b6eb978935f/pywinpty-3.0.2.tar.gz", hash = "sha256:1505cc4cb248af42cb6285a65c9c2086ee9e7e574078ee60933d5d7fa86fb004", size = 30669, upload-time = "2025-10-03T21:16:29.205Z" }
-wheels = [
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+    { url = "https://files.pythonhosted.org/packages/fd/50/724ed5c38c504d4e58a88a072776a1e880d970789deaeb2b9f7bd9a5141a/pywinpty-3.0.3-cp313-cp313-win_arm64.whl", hash = "sha256:fe1f7911805127c94cf51f89ab14096c6f91ffdcacf993d2da6082b2142a2523", size = 234591, upload-time = "2026-02-04T21:52:29.821Z" },
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+    { url = "https://files.pythonhosted.org/packages/d7/48/57c3d4e63aa93280ad1b1c2b3a5412d9d1fdee9955fa0aef43a84518d31b/pywinpty-3.0.3-cp39-cp39-win_amd64.whl", hash = "sha256:0f10e81d52d7f2c4d927f645f247028e64eaf205a3ed9e64dbd998122108a218", size = 2116037, upload-time = "2026-02-04T21:53:56.58Z" },
 ]
 
 [[package]]

From 9c597ac179bb0034aad11b299954f5a2ec38ffde Mon Sep 17 00:00:00 2001
From: Remco de Boer <29308176+redeboer@users.noreply.github.com>
Date: Fri, 6 Feb 2026 10:10:19 +0100
Subject: [PATCH 6/7] MAINT: upgrade lock files and dev config

---
 .pre-commit-config.yaml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 4961e2c..3bdc509 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -11,7 +11,7 @@ repos:
       - id: check-useless-excludes
 
   - repo: https://github.com/ComPWA/policy
-    rev: 0.8.2rc15
+    rev: 0.8.2rc18
     hooks:
       - id: check-dev-files
         args:
@@ -105,6 +105,6 @@ repos:
         alias: ec
 
   - repo: https://github.com/astral-sh/uv-pre-commit
-    rev: 0.9.30
+    rev: 0.10.0
     hooks:
       - id: uv-lock

From 6db7e067ef922bb9e6d822b3e3a2942a174dd67a Mon Sep 17 00:00:00 2001
From: Remco de Boer <29308176+redeboer@users.noreply.github.com>
Date: Wed, 18 Feb 2026 14:50:22 +0100
Subject: [PATCH 7/7] MAINT: upgrade lock files

---
 .pre-commit-config.yaml |   7 +-
 uv.lock                 | 318 ++++++++++++++++++++--------------------
 2 files changed, 165 insertions(+), 160 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 3bdc509..36e55cf 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,6 +1,7 @@
 ci:
   autofix_commit_msg: "MAINT: implement pre-commit autofixes"
   autoupdate_commit_msg: "MAINT: upgrade lock files"
+  autoupdate_schedule: quarterly
   skip:
     - uv-lock
 
@@ -11,7 +12,7 @@ repos:
       - id: check-useless-excludes
 
   - repo: https://github.com/ComPWA/policy
-    rev: 0.8.2rc18
+    rev: 0.8.6
     hooks:
       - id: check-dev-files
         args:
@@ -55,7 +56,7 @@ repos:
             metadata.vscode
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.15.0
+    rev: v0.15.1
     hooks:
       - id: ruff-check
         args: [--fix]
@@ -105,6 +106,6 @@ repos:
         alias: ec
 
   - repo: https://github.com/astral-sh/uv-pre-commit
-    rev: 0.10.0
+    rev: 0.10.4
     hooks:
       - id: uv-lock
diff --git a/uv.lock b/uv.lock
index 0bce767..58d1def 100644
--- a/uv.lock
+++ b/uv.lock
@@ -224,7 +224,7 @@ dependencies = [
     { name = "mypy-extensions", marker = "python_full_version >= '3.10'" },
     { name = "packaging", marker = "python_full_version >= '3.10'" },
     { name = "pathspec", marker = "python_full_version >= '3.10'" },
-    { name = "platformdirs", version = "4.5.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
+    { name = "platformdirs", version = "4.9.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
     { name = "pytokens", marker = "python_full_version >= '3.10'" },
     { name = "tomli", marker = "python_full_version == '3.10.*'" },
     { name = "typing-extensions", marker = "python_full_version == '3.10.*'" },
@@ -880,15 +880,32 @@ wheels = [
 name = "doit"
 version = "0.36.0"
 source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version < '3.10'",
+]
 dependencies = [
-    { name = "cloudpickle" },
-    { name = "importlib-metadata" },
+    { name = "cloudpickle", marker = "python_full_version < '3.10'" },
+    { name = "importlib-metadata", marker = "python_full_version < '3.10'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/5a/36/66b7dea1bb5688ba0d2d7bc113e9c0d57df697bd3f39ce2a139d9612aeee/doit-0.36.0.tar.gz", hash = "sha256:71d07ccc9514cb22fe59d98999577665eaab57e16f644d04336ae0b4bae234bc", size = 1448096, upload-time = "2022-04-22T15:33:12.886Z" }
 wheels = [
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 ]
 
+[[package]]
+name = "doit"
+version = "0.37.0"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version >= '3.14'",
+    "python_full_version >= '3.11' and python_full_version < '3.14'",
+    "python_full_version == '3.10.*'",
+]
+sdist = { url = "https://files.pythonhosted.org/packages/35/f6/3a817d438799bda4d4e5fd136175cf7c328c074fadc1422dec3b374907e7/doit-0.37.0.tar.gz", hash = "sha256:d3c72e0e46a8fa1ddabea8f830762402dee090caf33c30c2295ac7010db8f09c", size = 1450967, upload-time = "2026-02-09T07:02:15.578Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/9c/38/3d6dcbf8379cb86d71a2325210ca3469a33767d8254b74d8c343db26ce87/doit-0.37.0-py3-none-any.whl", hash = "sha256:a9f181566aa90faac515e276f85e6526019554ed7e13c12cf9dc094ffecf3e1b", size = 85780, upload-time = "2026-02-09T07:02:10.155Z" },
+]
+
 [[package]]
 name = "exceptiongroup"
 version = "1.3.1"
@@ -1182,7 +1199,7 @@ wheels = [
 
 [[package]]
 name = "ipykernel"
-version = "7.1.0"
+version = "7.2.0"
 source = { registry = "https://pypi.org/simple" }
 resolution-markers = [
     "python_full_version >= '3.14'",
@@ -1205,9 +1222,9 @@ dependencies = [
     { name = "tornado", marker = "python_full_version >= '3.10'" },
     { name = "traitlets", marker = "python_full_version >= '3.10'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/b9/a4/4948be6eb88628505b83a1f2f40d90254cab66abf2043b3c40fa07dfce0f/ipykernel-7.1.0.tar.gz", hash = "sha256:58a3fc88533d5930c3546dc7eac66c6d288acde4f801e2001e65edc5dc9cf0db", size = 174579, upload-time = "2025-10-27T09:46:39.471Z" }
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 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/82/b9/e73d5d9f405cba7706c539aa8b311b49d4c2f3d698d9c12f815231169c71/ipykernel-7.2.0-py3-none-any.whl", hash = "sha256:3bbd4420d2b3cc105cbdf3756bfc04500b1e52f090a90716851f3916c62e1661", size = 118788, upload-time = "2026-02-06T16:43:25.149Z" },
 ]
 
 [[package]]
@@ -1225,7 +1242,7 @@ dependencies = [
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     { name = "numpy", version = "2.4.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
     { name = "pillow", version = "11.3.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
-    { name = "pillow", version = "12.1.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
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