diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 2eaff7b..2708cfa 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -2,7 +2,8 @@ name: CI
 
 concurrency:
   group: ${{ github.workflow }}-${{ github.ref }}
-  cancel-in-progress: true
+  cancel-in-progress: |-
+    ${{ github.ref != format('refs/heads/{0}', github.event.repository.default_branch) }}
 
 env:
   PYTHONHASHSEED: "0"
diff --git a/.github/workflows/pr-linting.yml b/.github/workflows/pr-linting.yml
index cd3bb74..0fab841 100644
--- a/.github/workflows/pr-linting.yml
+++ b/.github/workflows/pr-linting.yml
@@ -10,24 +10,5 @@ on:
       - unlabeled
 
 jobs:
-  check-labels:
-    name: Check labels
-    runs-on: ubuntu-22.04
-    steps:
-      - uses: docker://agilepathway/pull-request-label-checker:latest # cspell:ignore agilepathway
-        with:
-          any_of: >-
-            🐛 Bug,✨ Feature,⚙️ Enhancement,⚠️ Interface,❗ Behavior,📝 Docs,🔨 Maintenance,🖱️ DX
-          none_of: Epic,💫 Good first issue
-          repo_token: ${{ secrets.GITHUB_TOKEN }}
-
-  check-title:
-    name: Check title
-    runs-on: ubuntu-22.04
-    steps:
-      - uses: actions/checkout@v4
-      - run: npm install @compwa/commitlint-config
-      - name: Create commitlint config
-        run: |
-          echo "module.exports = {extends: ['@compwa/commitlint-config']}" > commitlint.config.js
-      - uses: JulienKode/pull-request-name-linter-action@v0.5.0 # cspell:ignore kode
+  lint-pr:
+    uses: ComPWA/actions/.github/workflows/pr-linting.yml@v1
diff --git a/.github/workflows/release-drafter.yml b/.github/workflows/release-drafter.yml
index d64f197..5234093 100644
--- a/.github/workflows/release-drafter.yml
+++ b/.github/workflows/release-drafter.yml
@@ -11,6 +11,6 @@ jobs:
   update_release_draft:
     runs-on: ubuntu-22.04
     steps:
-      - uses: release-drafter/release-drafter@v5
+      - uses: release-drafter/release-drafter@v6
         env:
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 2307886..5da1767 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -13,7 +13,7 @@ repos:
       - id: check-useless-excludes
 
   - repo: https://github.com/kynan/nbstripout
-    rev: 0.6.1
+    rev: 0.7.1
     hooks:
       - id: nbstripout
         args:
@@ -38,7 +38,7 @@ repos:
             metadata.vscode
 
   - repo: https://github.com/ComPWA/policy
-    rev: 0.2.3
+    rev: 0.3.4
     hooks:
       - id: check-dev-files
         args:
@@ -49,6 +49,15 @@ repos:
           - --repo-title=benchmarks
       - id: colab-toc-visible
 
+  - repo: https://github.com/astral-sh/ruff-pre-commit
+    rev: v0.3.5
+    hooks:
+      - id: ruff
+        args: [--fix]
+        types_or: [python, pyi, jupyter]
+      - id: ruff-format
+        types_or: [python, pyi, jupyter]
+
   - repo: https://github.com/pre-commit/pre-commit-hooks
     rev: v4.5.0
     hooks:
@@ -64,14 +73,6 @@ repos:
       - id: mixed-line-ending
       - id: trailing-whitespace
 
-  - repo: https://github.com/psf/black-pre-commit-mirror
-    rev: 23.12.1
-    hooks:
-      - id: black
-      - id: black-jupyter
-        args: [--line-length=85]
-        types_or: [jupyter]
-
   - repo: https://github.com/pre-commit/mirrors-prettier
     rev: v4.0.0-alpha.8
     hooks:
@@ -101,13 +102,6 @@ repos:
           )$
 
   - repo: https://github.com/ComPWA/mirrors-pyright
-    rev: v1.1.345
+    rev: v1.1.357
     hooks:
       - id: pyright
-
-  - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.1.13
-    hooks:
-      - id: ruff
-        args: [--fix]
-        types_or: [python, pyi, jupyter]
diff --git a/.vscode/extensions.json b/.vscode/extensions.json
index 72f5509..dba1484 100644
--- a/.vscode/extensions.json
+++ b/.vscode/extensions.json
@@ -7,28 +7,28 @@
     "executablebookproject.myst-highlight",
     "github.vscode-github-actions",
     "github.vscode-pull-request-github",
-    "ms-python.black-formatter",
     "ms-python.python",
     "ms-python.vscode-pylance",
     "ms-vscode.live-server",
     "ms-vsliveshare.vsliveshare",
     "oijaz.unicode-latex",
     "redhat.vscode-yaml",
-    "Soulcode.vscode-unwanted-extensions",
+    "soulcode.vscode-unwanted-extensions",
     "stkb.rewrap",
     "tamasfe.even-better-toml",
-    "tyriar.sort-lines",
     "yzhang.markdown-all-in-one"
   ],
   "unwantedRecommendations": [
     "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",
     "streetsidesoftware.code-spell-checker",
-    "travisillig.vscode-json-stable-stringify"
+    "travisillig.vscode-json-stable-stringify",
+    "tyriar.sort-lines"
   ]
 }
diff --git a/.vscode/settings.json b/.vscode/settings.json
index 70e723a..00bdf75 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -4,7 +4,8 @@
     "rewrap.wrappingColumn": 72
   },
   "[json]": {
-    "editor.defaultFormatter": "esbenp.prettier-vscode"
+    "editor.defaultFormatter": "esbenp.prettier-vscode",
+    "editor.wordWrap": "on"
   },
   "[jsonc]": {
     "editor.defaultFormatter": "esbenp.prettier-vscode"
@@ -20,13 +21,12 @@
     "editor.codeActionsOnSave": {
       "source.organizeImports": "explicit"
     },
-    "editor.defaultFormatter": "ms-python.black-formatter",
+    "editor.defaultFormatter": "charliermarsh.ruff",
     "editor.rulers": [88]
   },
   "[yaml]": {
     "editor.defaultFormatter": "esbenp.prettier-vscode"
   },
-  "black-formatter.importStrategy": "fromEnvironment",
   "diffEditor.experimental.showMoves": true,
   "editor.formatOnSave": true,
   "files.associations": {
@@ -34,11 +34,19 @@
   },
   "files.eol": "\n",
   "github-actions.workflows.pinned.workflows": [".github/workflows/ci.yml"],
+  "gitlens.telemetry.enabled": false,
   "livePreview.defaultPreviewPath": "docs/_build/html",
   "multiDiffEditor.experimental.enabled": true,
+  "notebook.codeActionsOnSave": {
+    "notebook.source.organizeImports": "explicit"
+  },
+  "notebook.formatOnSave.enabled": true,
   "notebook.gotoSymbols.showAllSymbols": true,
   "python.analysis.autoImportCompletions": false,
+  "redhat.telemetry.enabled": false,
   "rewrap.wrappingColumn": 88,
   "ruff.enable": true,
-  "ruff.organizeImports": true
+  "ruff.importStrategy": "fromEnvironment",
+  "ruff.organizeImports": true,
+  "telemetry.telemetryLevel": "off"
 }
diff --git a/docs/visualize-jax-benchmark.ipynb b/docs/visualize-jax-benchmark.ipynb
index cfd2d03..01b0c5f 100644
--- a/docs/visualize-jax-benchmark.ipynb
+++ b/docs/visualize-jax-benchmark.ipynb
@@ -99,13 +99,9 @@
     "df = pd.DataFrame(\n",
     "    {\n",
     "        (\"sample size\", \"\"): X[::2],\n",
-    "        (\"1 CPU\", \"parametrized\"): Y_1CPU[f\"{parametrized}, run 2\"].mean(axis=1)[\n",
-    "            ::2\n",
-    "        ],\n",
+    "        (\"1 CPU\", \"parametrized\"): Y_1CPU[f\"{parametrized}, run 2\"].mean(axis=1)[::2],\n",
     "        (\"1 CPU\", \"substituted\"): Y_1CPU[f\"{substituted}, run 2\"].mean(axis=1)[::2],\n",
-    "        (\"8 CPUs\", \"parametrized\"): Y_8CPU[f\"{parametrized}, run 2\"].mean(axis=1)[\n",
-    "            ::2\n",
-    "        ],\n",
+    "        (\"8 CPUs\", \"parametrized\"): Y_8CPU[f\"{parametrized}, run 2\"].mean(axis=1)[::2],\n",
     "        (\"8 CPUs\", \"substituted\"): Y_8CPU[f\"{substituted}, run 2\"].mean(axis=1)[::2],\n",
     "    },\n",
     ")\n",
@@ -223,9 +219,7 @@
     "    return y_1cpu / y_8cpu\n",
     "\n",
     "\n",
-    "def create_multithreading_ratio_plot(\n",
-    "    substract_base_time: bool, savefig: bool = False\n",
-    "):\n",
+    "def create_multithreading_ratio_plot(substract_base_time: bool, savefig: bool = False):\n",
     "    plt.rc(\"font\", size=12)\n",
     "    fig, axes = plt.subplots(figsize=(8, 4), ncols=2, tight_layout=True)\n",
     "    ax1, ax2 = axes\n",
diff --git a/pyproject.toml b/pyproject.toml
index d762174..3e1e7e4 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -53,9 +53,6 @@ doc = [
     "sphinx-copybutton",
     "sphinx-togglebutton",
 ]
-format = [
-    "black",
-]
 jupyter = [
     "isort",
     "jupyterlab >=3.0",
@@ -76,6 +73,7 @@ sty = [
     "benchmarks[lint]",
     "benchmarks[types]",
     "pre-commit >=1.4.0",
+    "ruff",
 ]
 test = [
     "nbmake",
@@ -91,30 +89,6 @@ file = "README.md"
 [tool.setuptools]
 include-package-data = false
 
-[tool.black]
-exclude = '''
-/(
-    .*\.egg-info
-    | .*build
-    | \.eggs
-    | \.git
-    | \.pytest_cache
-    | \.tox
-    | \.venv
-    | \.vscode
-    | dist
-)/
-'''
-include = '\.pyi?$'
-preview = true
-target-version = [
-    "py310",
-    "py311",
-    "py37",
-    "py38",
-    "py39",
-]
-
 [tool.pyright]
 reportGeneralTypeIssues = false
 reportImportCycles = false
@@ -162,6 +136,15 @@ testpaths = [
 
 [tool.ruff]
 extend-include = ["*.ipynb"]
+preview = true
+show-fixes = true
+target-version = "py37"
+
+[tool.ruff.format]
+docstring-code-format = true
+line-ending = "lf"
+
+[tool.ruff.lint]
 extend-select = [
     "A",
     "B",
@@ -205,13 +188,16 @@ ignore = [
     "D407",
     "D416",
     "E501",
+    "ISC001",
+    "PLW1514",
     "SIM108",
 ]
-show-fixes = true
-target-version = "py37"
 task-tags = ["cspell"]
 
-[tool.ruff.per-file-ignores]
+[tool.ruff.lint.isort]
+split-on-trailing-comma = false
+
+[tool.ruff.lint.per-file-ignores]
 "*.ipynb" = [
     "B018",
     "C408",
@@ -240,7 +226,7 @@ task-tags = ["cspell"]
 "scripts/*" = ["INP001"]
 "setup.py" = ["D100"]
 
-[tool.ruff.pydocstyle]
+[tool.ruff.lint.pydocstyle]
 convention = "google"
 
 [tool.tomlsort]
diff --git a/scripts/execute_jax_benchmark.py b/scripts/execute_jax_benchmark.py
index a371b0b..3c61ea7 100644
--- a/scripts/execute_jax_benchmark.py
+++ b/scripts/execute_jax_benchmark.py
@@ -60,7 +60,7 @@
 
 
 def main() -> int:
-    t: dict[str, dict[str, list[float]]] = defaultdict(lambda: defaultdict(list))
+    t: dict[int, dict[str, list[float]]] = defaultdict(lambda: defaultdict(list))
     output_file = f"{THIS_DIRECTORY}/computation_times.yaml"
     if os.path.exists(output_file):
         imported_times = load_benchmark(output_file)
@@ -111,7 +111,7 @@ def create_amplitude_model() -> AmplitudeModel:
     )
     reference_subsystem = 1
     model = amplitude_builder.formulate(reference_subsystem)
-    model.parameter_defaults.update(imported_parameter_values)
+    model.parameter_defaults.update(imported_parameter_values)  # pyright:ignore[reportArgumentType,reportCallIssue]
     return model
 
 
@@ -173,12 +173,12 @@ def benchmark(func: Function, sample: DataSample) -> float:
     return stop - start
 
 
-def load_benchmark(filename: str) -> dict[str, dict[str, list[float]]]:
+def load_benchmark(filename: str) -> dict[int, dict[str, list[float]]]:
     with open(filename) as f:
         return yaml.safe_load(f)
 
 
-def write_benchmark(times: dict[str, dict[str, list[float]]], filename: str) -> None:
+def write_benchmark(times: dict[int, dict[str, list[float]]], filename: str) -> None:
     with open(filename, "w") as f:
         yaml.dump(
             times,