diff --git a/.github/CODEOWNERS b/.github/CODEOWNERS
new file mode 100644
index 0000000..6701b60
--- /dev/null
+++ b/.github/CODEOWNERS
@@ -0,0 +1,6 @@
+# CODEOWNERS - Defines who must review changes to specific files
+# See: https://docs.github.com/en/repositories/managing-your-repositorys-settings-and-features/customizing-your-repository/about-code-owners
+
+# GitHub workflows and configuration files require review from repository owners
+# This helps protect against unauthorized changes to CI/CD pipelines and automation
+/.github/ @GalacticDynamics/quaxed-maintainers
diff --git a/.github/labeler.yml b/.github/labeler.yml
new file mode 100644
index 0000000..5bd4fe4
--- /dev/null
+++ b/.github/labeler.yml
@@ -0,0 +1,40 @@
+# .github/labeler.yml
+# Automatically apply labels based on file paths
+
+"🙈 Add / update .gitignore":
+  - changed-files:
+      - any-glob-to-any-file: "**/.gitignore"
+
+"👷 Add / update CI build system":
+  - changed-files:
+      - any-glob-to-any-file: ".github/workflows/**"
+
+"🔧 Add / update configuration":
+  - changed-files:
+      - any-glob-to-any-file:
+          - "pyproject.toml"
+          - "noxfile.py"
+          - ".github/labels.yml"
+          - ".github/labeler.yml"
+          - ".github/dependabot.yml"
+          - ".github/release.yml"
+          - "conftest.py"
+
+"📝 Add / update documentation":
+  - changed-files:
+      - any-glob-to-any-file:
+          - "README.md"
+          - "CONTRIBUTING.md"
+          - "docs/**"
+
+"📄 Add / update license":
+  - changed-files:
+      - any-glob-to-any-file: "LICENSE"
+
+"✅ Add / update / pass tests":
+  - changed-files:
+      - any-glob-to-any-file: "tests/**"
+
+"⏱️ Run benchmarks":
+  - changed-files:
+      - any-glob-to-any-file: "tests/benchmark/**"
diff --git a/.github/labels.yml b/.github/labels.yml
new file mode 100644
index 0000000..75317b3
--- /dev/null
+++ b/.github/labels.yml
@@ -0,0 +1,306 @@
+# .github/labels.yml
+# Gitmoji labels for GitHub issues and pull requests
+
+- name: "🎨 Improve code structure / format"
+  color: "e3d7ff"
+  description: "Improve structure / format of the code."
+
+- name: "⚡️ Improve performance"
+  color: "fbca04"
+  description: "Improve performance."
+
+- name: "🔥 Remove code or files"
+  color: "d73a4a"
+  description: "Remove code or files."
+
+- name: "🐛 Fix a bug"
+  color: "d73a4a"
+  description: "Fix a bug."
+
+- name: "🚑️ Critical hotfix"
+  color: "b60205"
+  description: "Critical hotfix."
+
+- name: "✨ Introduce new features"
+  color: "0e8a16"
+  description: "Introduce new features."
+
+- name: "📝 Add / update documentation"
+  color: "0075ca"
+  description: "Add or update documentation."
+
+- name: "🚀 Deploy"
+  color: "5319e7"
+  description: "Deploy stuff."
+
+- name: "💄 Add / update UI and styles"
+  color: "f9d0c4"
+  description: "Add or update the UI and style files."
+
+- name: "🎉 Begin a project"
+  color: "0e8a16"
+  description: "Begin a project."
+
+- name: "✅ Add / update / pass tests"
+  color: "0e8a16"
+  description: "Add, update, or pass tests."
+
+- name: "🔒️ Fix security / privacy issues"
+  color: "d73a4a"
+  description: "Fix security or privacy issues."
+
+- name: "🔐 Add / update secrets"
+  color: "d4c5f9"
+  description: "Add or update secrets."
+
+- name: "🔖 Release / version tags"
+  color: "fbca04"
+  description: "Release / Version tags."
+
+- name: "🚨 Fix compiler / linter warnings"
+  color: "fbca04"
+  description: "Fix compiler / linter warnings."
+
+- name: "🚧 Work in progress"
+  color: "fbca04"
+  description: "Work in progress."
+
+- name: "💚 Fix CI build"
+  color: "0e8a16"
+  description: "Fix CI Build."
+
+- name: "⬇️ Downgrade dependencies"
+  color: "0366d6"
+  description: "Downgrade dependencies."
+
+- name: "⬆️ Upgrade dependencies"
+  color: "0366d6"
+  description: "Upgrade dependencies."
+
+- name: "📌 Pin dependencies"
+  color: "0366d6"
+  description: "Pin dependencies to specific versions."
+
+- name: "👷 Add / update CI build system"
+  color: "1d76db"
+  description: "Add or update CI build system."
+
+- name: "📈 Add / update analytics"
+  color: "c5def5"
+  description: "Add or update analytics or track code."
+
+- name: "♻️ Refactor code"
+  color: "e3d7ff"
+  description: "Refactor code."
+
+- name: "➕ Add a dependency"
+  color: "0366d6"
+  description: "Add a dependency."
+
+- name: "➖ Remove a dependency"
+  color: "0366d6"
+  description: "Remove a dependency."
+
+- name: "🔧 Add / update configuration"
+  color: "d4c5f9"
+  description: "Add or update configuration files."
+
+- name: "🔨 Add / update development scripts"
+  color: "bfd4f2"
+  description: "Add or update development scripts."
+
+- name: "🌐 Internationalization / localization"
+  color: "c5def5"
+  description: "Internationalization and localization."
+
+- name: "✏️ Fix typos"
+  color: "ffffff"
+  description: "Fix typos."
+
+- name: "💩 Bad code (needs improvement)"
+  color: "7057ff"
+  description: "Write bad code that needs to be improved."
+
+- name: "⏪️ Revert changes"
+  color: "fbca04"
+  description: "Revert changes."
+
+- name: "🔀 Merge branches"
+  color: "e99695"
+  description: "Merge branches."
+
+- name: "📦️ Add / update packages"
+  color: "bfd4f2"
+  description: "Add or update compiled files or packages."
+
+- name: "👽️ Update due to external API changes"
+  color: "5319e7"
+  description: "Update code due to external API changes."
+
+- name: "🚚 Move / rename resources"
+  color: "e3d7ff"
+  description: "Move or rename resources (e.g.: files, paths, routes)."
+
+- name: "📄 Add / update license"
+  color: "d4c5f9"
+  description: "Add or update license."
+
+- name: "💥 Introduce breaking changes"
+  color: "b60205"
+  description: "Introduce breaking changes."
+
+- name: "🍱 Add / update assets"
+  color: "f9d0c4"
+  description: "Add or update assets."
+
+- name: "♿️ Improve accessibility"
+  color: "c5def5"
+  description: "Improve accessibility."
+
+- name: "💡 Add / update source code comments"
+  color: "fef2c0"
+  description: "Add or update comments in source code."
+
+- name: "🍻 Write code drunkenly"
+  color: "fbca04"
+  description: "Write code drunkenly."
+
+- name: "💬 Add / update text and literals"
+  color: "c5def5"
+  description: "Add or update text and literals."
+
+- name: "🗃️ Database changes"
+  color: "bfdadc"
+  description: "Perform database related changes."
+
+- name: "🔊 Add / update logs"
+  color: "c5def5"
+  description: "Add or update logs."
+
+- name: "🔇 Remove logs"
+  color: "c5def5"
+  description: "Remove logs."
+
+- name: "👥 Add / update contributors"
+  color: "bfdadc"
+  description: "Add or update contributor(s)."
+
+- name: "🚸 Improve UX / usability"
+  color: "fbca04"
+  description: "Improve user experience / usability."
+
+- name: "🏗️ Architectural changes"
+  color: "e3d7ff"
+  description: "Make architectural changes."
+
+- name: "📱 Work on responsive design"
+  color: "f9d0c4"
+  description: "Work on responsive design."
+
+- name: "🤡 Mock things"
+  color: "fef2c0"
+  description: "Mock things."
+
+- name: "🥚 Add / update easter egg"
+  color: "fef2c0"
+  description: "Add or update an easter egg."
+
+- name: "🙈 Add / update .gitignore"
+  color: "d4c5f9"
+  description: "Add or update a .gitignore file."
+
+- name: "📸 Add / update snapshots"
+  color: "bfdadc"
+  description: "Add or update snapshots."
+
+- name: "⚗️ Perform experiments"
+  color: "d876e3"
+  description: "Perform experiments."
+
+- name: "🔍️ Improve SEO"
+  color: "c5def5"
+  description: "Improve SEO."
+
+- name: "🏷️ Add / update types"
+  color: "c5def5"
+  description: "Add or update types."
+
+- name: "🌱 Add / update seed files"
+  color: "0e8a16"
+  description: "Add or update seed files."
+
+- name: "🚩 Add / update / remove feature flags"
+  color: "fbca04"
+  description: "Add, update, or remove feature flags."
+
+- name: "🥅 Catch errors"
+  color: "d73a4a"
+  description: "Catch errors."
+
+- name: "💫 Add / update animations"
+  color: "f9d0c4"
+  description: "Add or update animations and transitions."
+
+- name: "🗑️ Deprecate code"
+  color: "d73a4a"
+  description: "Deprecate code that needs to be cleaned up."
+
+- name: "🛂 Authorization / roles / permissions"
+  color: "d4c5f9"
+  description: "Work on code related to authorization, roles and permissions."
+
+- name: "🩹 Simple fix (non-critical)"
+  color: "d73a4a"
+  description: "Simple fix for a non-critical issue."
+
+- name: "🧐 Data exploration / inspection"
+  color: "c5def5"
+  description: "Data exploration/inspection."
+
+- name: "⚰️ Remove dead code"
+  color: "d73a4a"
+  description: "Remove dead code."
+
+- name: "🧪 Add a failing test"
+  color: "0e8a16"
+  description: "Add a failing test."
+
+- name: "👔 Add / update business logic"
+  color: "1d76db"
+  description: "Add or update business logic."
+
+- name: "🩺 Add / update healthcheck"
+  color: "0e8a16"
+  description: "Add or update healthcheck."
+
+- name: "🧱 Infrastructure changes"
+  color: "bfdadc"
+  description: "Infrastructure related changes."
+
+- name: "🧑‍💻 Improve developer experience"
+  color: "c5def5"
+  description: "Improve developer experience."
+
+- name: "💸 Add sponsorships / financial infrastructure"
+  color: "0e8a16"
+  description: "Add sponsorships or money related infrastructure."
+
+- name: "🧵 Add / update multithreading / concurrency"
+  color: "d876e3"
+  description: "Add or update code related to multithreading or concurrency."
+
+- name: "🦺 Add / update validation"
+  color: "fbca04"
+  description: "Add or update code related to validation."
+
+- name: "✈️ Improve offline support"
+  color: "c5def5"
+  description: "Improve offline support."
+
+- name: "🦖 Add backwards compatibility"
+  color: "0e8a16"
+  description: "Code that adds backwards compatibility."
+
+- name: "⏱️ Run benchmarks"
+  color: "d876e3"
+  description: "Run benchmarks."
diff --git a/.github/release.yml b/.github/release.yml
new file mode 100644
index 0000000..b64abff
--- /dev/null
+++ b/.github/release.yml
@@ -0,0 +1,125 @@
+changelog:
+  exclude:
+    authors:
+      - dependabot[bot]
+      - pre-commit-ci[bot]
+  categories:
+    - title: 💥 Breaking Changes
+      labels:
+        - "💥 Introduce breaking changes"
+    - title: ✨ New Features
+      labels:
+        - "✨ Introduce new features"
+        - "🎉 Begin a project"
+    - title: 🐛 Bug Fixes
+      labels:
+        - "🐛 Fix a bug"
+        - "🚑️ Critical hotfix"
+        - "🩹 Simple fix (non-critical)"
+        - "🥅 Catch errors"
+        - "🚨 Fix compiler / linter warnings"
+        - "✏️ Fix typos"
+    - title: 🔒️ Security
+      labels:
+        - "🔒️ Fix security / privacy issues"
+        - "🔐 Add / update secrets"
+        - "🛂 Authorization / roles / permissions"
+    - title: ⚡️ Performance
+      labels:
+        - "⚡️ Improve performance"
+        - "🧵 Add / update multithreading / concurrency"
+    - title: 📝 Documentation
+      labels:
+        - "📝 Add / update documentation"
+        - "💡 Add / update source code comments"
+        - "📄 Add / update license"
+    - title: 🎨♻️ Code Quality & Refactoring
+      labels:
+        - "🎨 Improve code structure / format"
+        - "♻️ Refactor code"
+        - "⚰️ Remove dead code"
+        - "🔥 Remove code or files"
+        - "🚚 Move / rename resources"
+        - "🗑️ Deprecate code"
+    - title: ✅ Testing
+      labels:
+        - "✅ Add / update / pass tests"
+        - "🧪 Add a failing test"
+        - "📸 Add / update snapshots"
+        - "🤡 Mock things"
+    - title: 🔧 Configuration & Dependencies
+      labels:
+        - "🔧 Add / update configuration"
+        - "⬆️ Upgrade dependencies"
+        - "⬇️ Downgrade dependencies"
+        - "📌 Pin dependencies"
+        - "➕ Add a dependency"
+        - "➖ Remove a dependency"
+        - "🚩 Add / update / remove feature flags"
+    - title: 🏗️ Architecture & Infrastructure
+      labels:
+        - "🏗️ Architectural changes"
+        - "🧱 Infrastructure changes"
+        - "👷 Add / update CI build system"
+        - "💚 Fix CI build"
+        - "📦️ Add / update packages"
+        - "🍱 Add / update assets"
+    - title: 🚀 Deployment & Releases
+      labels:
+        - "🚀 Deploy"
+        - "🔖 Release / version tags"
+    - title: 🎨 UI & Styling
+      labels:
+        - "💄 Add / update UI and styles"
+        - "💫 Add / update animations"
+        - "📱 Work on responsive design"
+    - title: ♿️ Accessibility & UX
+      labels:
+        - "♿️ Improve accessibility"
+        - "🚸 Improve UX / usability"
+        - "✈️ Improve offline support"
+    - title: 🌐 Internationalization
+      labels:
+        - "🌐 Internationalization / localization"
+        - "💬 Add / update text and literals"
+    - title: 🗃️ Data & Database
+      labels:
+        - "🗃️ Database changes"
+        - "🌱 Add / update seed files"
+    - title: 🔊 Logging & Monitoring
+      labels:
+        - "🔊 Add / update logs"
+        - "🔇 Remove logs"
+        - "🩺 Add / update healthcheck"
+        - "🔍️ Improve SEO"
+        - "📈 Add / update analytics"
+    - title: 🏷️ Types & Validation
+      labels:
+        - "🏷️ Add / update types"
+        - "🦺 Add / update validation"
+    - title: 👔 Business Logic & Sponsorship
+      labels:
+        - "👔 Add / update business logic"
+        - "💸 Add sponsorships / financial infrastructure"
+    - title: 🔨 Development Experience
+      labels:
+        - "🔨 Add / update development scripts"
+        - "🧑‍💻 Improve developer experience"
+        - "🙈 Add / update .gitignore"
+        - "🔀 Merge branches"
+        - "⏪️ Revert changes"
+    - title: 👽️🦖 External & Backwards Compatibility Changes
+      labels:
+        - "👽️ Update due to external API changes"
+        - "🦖 Add backwards compatibility"
+    - title: 🚧 Work in Progress & Experiments
+      labels:
+        - "🚧 Work in progress"
+        - "⚗️ Perform experiments"
+        - "🧐 Data exploration / inspection"
+    - title: 🍻 Miscellaneous
+      labels:
+        - "🍻 Write code drunkenly"
+        - "💩 Bad code (needs improvement)"
+        - "🥚 Add / update easter egg"
+        - "👥 Add / update contributors"
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 4b75513..3beff85 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -28,7 +28,7 @@ jobs:
         uses: astral-sh/setup-uv@681c641aba71e4a1c380be3ab5e12ad51f415867 # v7.1.6
 
       - name: Install
-        run: uv sync --group nox --group lint --group build --locked
+        run: uv sync --no-default-groups --group nox --group lint --locked
 
       - name: Lint
         run: uv run --frozen nox -s lint
@@ -51,15 +51,13 @@ jobs:
           python-version: ${{ matrix.python-version }}
 
       - name: Install
-        run: uv sync --group nox --group lint --group build --locked
+        run:
+          uv sync --no-default-groups --group nox --group test --group build
+          --locked
 
       - name: Test package
-        run: >-
-          uv run --frozen nox -s pytest -- --cov --cov-report=xml
-          --cov-report=term --durations=20
-
-      - name: Test Static Types
-        run: uv run --frozen nox -s mypy_test
+        run: |
+          uv run --frozen nox -s test -- --cov --cov-report=xml --cov-report=term --durations=20
 
       - name: Upload coverage report
         uses: codecov/codecov-action@671740ac38dd9b0130fbe1cec585b89eea48d3de # v5.5.2
@@ -84,9 +82,8 @@ jobs:
           python-version: ${{ matrix.python-version }}
 
       - name: Test package
-        run: >-
-          uv run --group test --resolution lowest pytest --cov --cov-report=xml
-          --cov-report=term --durations=20
+        run: |
+          uv run --group test --resolution lowest pytest --cov --cov-report=xml --cov-report=term --durations=20
 
       - name: Upload coverage report
         uses: codecov/codecov-action@671740ac38dd9b0130fbe1cec585b89eea48d3de # v5.5.2
diff --git a/.github/workflows/labeler.yml b/.github/workflows/labeler.yml
new file mode 100644
index 0000000..ff2456c
--- /dev/null
+++ b/.github/workflows/labeler.yml
@@ -0,0 +1,18 @@
+name: Auto-label PRs
+
+on:
+  pull_request:
+    types: [opened, synchronize, reopened]
+
+permissions:
+  contents: read
+  pull-requests: write
+
+jobs:
+  label:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/labeler@634933edcd8ababfe52f92936142cc22ac488b1b # v6.0.1
+        with:
+          repo-token: "${{ secrets.GITHUB_TOKEN }}"
+          configuration-path: .github/labeler.yml
diff --git a/.github/workflows/sync-labels.yml b/.github/workflows/sync-labels.yml
new file mode 100644
index 0000000..9d53072
--- /dev/null
+++ b/.github/workflows/sync-labels.yml
@@ -0,0 +1,22 @@
+name: Sync labels
+
+on:
+  workflow_dispatch:
+  push:
+    paths:
+      - ".github/labels.yml"
+
+permissions:
+  issues: write
+  pull-requests: write
+  contents: read
+
+jobs:
+  sync:
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+      - uses: EndBug/label-sync@a6f43c4d6acdfb5a12dd0bafcd1e5bc9aef7b5a4
+        with:
+          config-file: .github/labels.yml
+          delete-other-labels: true
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index e9eda88..cbcb494 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -79,9 +79,13 @@ repos:
     rev: "v2.4.1"
     hooks:
       - id: codespell
-        args: ["--toml pyproject.toml"]
-        additional_dependencies:
-          - tomli
+        args: ["--toml", "pyproject.toml"]
+        additional_dependencies: ["tomli"]
+
+  - repo: https://github.com/ComPWA/taplo-pre-commit
+    rev: v0.9.3
+    hooks:
+      - id: taplo-format
 
   - repo: https://github.com/abravalheri/validate-pyproject
     rev: v0.24.1
diff --git a/.taplo.toml b/.taplo.toml
new file mode 100644
index 0000000..7b0c67a
--- /dev/null
+++ b/.taplo.toml
@@ -0,0 +1,27 @@
+# Taplo TOML formatter configuration
+# https://taplo.tamasfe.dev/configuration/file.html
+
+[formatting]
+# Alphabetically reorder keys that are not separated by blank lines
+reorder_keys = true
+
+# Align entries vertically (entries with table headers, comments, or blank lines between them are not aligned)
+align_entries = true
+
+# Align consecutive comments after entries and items vertically
+align_comments = true
+
+# Additional formatting options
+allowed_blank_lines   = 2
+array_auto_collapse   = true
+array_auto_expand     = true
+array_trailing_comma  = true
+column_width          = 80
+compact_arrays        = true
+compact_entries       = false
+compact_inline_tables = false
+crlf                  = false
+indent_entries        = false
+indent_string         = "  "
+indent_tables         = false
+trailing_newline      = true
diff --git a/noxfile.py b/noxfile.py
index 4e9d9aa..b63a675 100755
--- a/noxfile.py
+++ b/noxfile.py
@@ -1,6 +1,6 @@
 #!/usr/bin/env -S uv run --script
 # /// script
-# dependencies = ["nox"]
+#    dependencies = ["nox", "nox_uv"]
 # ///
 """Nox setup."""
 
@@ -41,16 +41,16 @@ def _process_stub_flag(s: nox.Session, /) -> list[str]:
 # Linting
 
 
-@session(uv_groups=["lint", "build"], reuse_venv=True)
+@session(uv_groups=["lint", "build"], reuse_venv=True, default=True)
 def lint(s: nox.Session, /) -> None:
     """Run the linter.
 
     Pass --remake-stubs to regenerate type stubs before type checking.
     """
-    precommit(s)  # reuse pre-commit session
-    pylint(s)  # reuse pylint session
-    mypy_lint(s)  # reuse mypy session
-    pyright_lint(s)  # reuse pyright session
+    precommit(s)
+    pylint(s)
+    mypy_lint(s)
+    pyright_lint(s)
 
 
 @session(uv_groups=["lint"], reuse_venv=True)
@@ -89,14 +89,15 @@ def pyright_lint(s: nox.Session, /) -> None:
 # Testing
 
 
-@session(uv_groups=["test", "build"], reuse_venv=True)
+@session(python=False, default=True)
 def test(s: nox.Session, /) -> None:
     """Run the tests with all optional dependencies.
 
     Pass --remake-stubs to regenerate type stubs before type checking.
     """
-    pytest(s)  # reuse pytest session
-    mypy_test(s)  # reuse mypy test session
+    posargs = _process_stub_flag(s)
+    s.notify("pytest", posargs=posargs)
+    s.notify("mypy_test", posargs=posargs)
 
 
 @session(uv_groups=["test"], reuse_venv=True)
@@ -140,5 +141,7 @@ def build(s: nox.Session, /) -> None:
     s.run("python", "-m", "build")
 
 
+# =============================================================================
+
 if __name__ == "__main__":
     nox.main()
diff --git a/pyproject.toml b/pyproject.toml
index 00a18d4..46958fd 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,9 +1,4 @@
 [project]
-name = "quaxed"
-dynamic = ["version"]
-description = "Pre-quaxed libraries for multiple dispatch over abstract array types in JAX"
-readme = "README.md"
-requires-python = ">=3.11"
 authors = [
   { name = "Nathaniel Starkman", email = "nstarman@users.noreply.github.com" },
 ]
@@ -30,31 +25,37 @@ dependencies = [
   "plum-dispatch>=2.5.2",
   "quax>=0.2.1",
 ]
+description = "Pre-quaxed libraries for multiple dispatch over abstract array types in JAX"
+dynamic = ["version"]
+name = "quaxed"
+readme = "README.md"
+requires-python = ">=3.11"
 
 [project.urls]
-Homepage = "https://github.com/GalacticDynamics/quaxed"
 "Bug Tracker" = "https://github.com/GalacticDynamics/quaxed/issues"
-Discussions = "https://github.com/GalacticDynamics/quaxed/discussions"
-Changelog = "https://github.com/GalacticDynamics/quaxed/releases"
+Changelog     = "https://github.com/GalacticDynamics/quaxed/releases"
+Discussions   = "https://github.com/GalacticDynamics/quaxed/discussions"
+Homepage      = "https://github.com/GalacticDynamics/quaxed"
 
 [project.scripts]
 quaxed-make-stubs = "quaxed._tools.make_stubs:main"
 
 
 [build-system]
-requires = ["hatchling", "hatch-vcs", "jax>=0.5.3", "quax>=0.2.1"]
 build-backend = "hatchling.build"
+requires      = ["hatchling", "hatch-vcs", "jax>=0.5.3", "quax>=0.2.1"]
 
 
 [dependency-groups]
+build = ["hatchling>=1.28.0"]
 dev = [
   "cz-conventional-gitmoji>=0.6.1",
-  {include-group = "build"},
-  {include-group = "docs"},
-  {include-group = "jupyter"},
-  {include-group = "lint"},
-  {include-group = "nox"},
-  {include-group = "test"},
+  { include-group = "build" },
+  { include-group = "docs" },
+  { include-group = "jupyter" },
+  { include-group = "lint" },
+  { include-group = "nox" },
+  { include-group = "test" },
 ]
 docs = [
   "hippogriffe==0.2.0",
@@ -65,50 +66,47 @@ docs = [
   "mkdocstrings[python]==0.28.3",
   "pymdown-extensions==10.16.1",
 ]
-jupyter = [
-    "ipykernel>=6.29.5",
-]
+jupyter = ["ipykernel>=6.29.5"]
 lint = [
-    "mypy>=1.19.0",
-    "pre-commit>=4.2.0",
-    "pylint>=4.0.3",
-    "pyright>=1.1.407",
-    "ruff>=0.14.6",
-]
-nox = [
-    "nox>=2025.11.12",
-    "nox-uv>=0.6.3",
+  "mypy>=1.19.0",
+  "pre-commit>=4.2.0",
+  "pylint>=4.0.3",
+  "pyright>=1.1.407",
+  "ruff>=0.14.6",
 ]
+nox = ["nox>=2025.11.12", "nox-uv>=0.6.3"]
 test = [
   "optional-dependencies>=0.4.0",
   "mypy>=1.19.0",
-  "pytest>=8.3",
+  "pytest>=9.0.0",
   "pytest-cov>= 6.2.1",
   "pytest-env>=1.1.5",
   "pytest-github-actions-annotate-failures>=0.3.0", # only applies to GHA
   "sybil[pytest]>=9.2.0",
-  "typing_extensions"
-]
-build = [
-    "hatchling>=1.28.0",
+  "typing_extensions",
 ]
 
 
 [tool.hatch]
-version.source = "vcs"
-build.hooks.vcs.version-file = "src/quaxed/_version.py"
 build.hooks.custom.path = "src/quaxed/_tools/make_numpy_stub.py"
+build.hooks.vcs.version-file = "src/quaxed/_version.py"
+build.hooks.vcs.version-file-template = """\
+version: str = {version!r}
+version_tuple: tuple[int, int, int] | tuple[int, int, int, str, str]
+version_tuple = {version_tuple!r}
+"""
+version.source = "vcs"
 
 
 [tool.codespell]
+ignore-words-list = """
+    fro,
+"""
 skip = [
   "uv.lock",
   "src/quaxed/_tools/make_numpy_stub.py",
-  "src/quaxed/numpy/__init__.pyi"
+  "src/quaxed/numpy/__init__.pyi",
 ]
-ignore-words-list = """
-    fro,
-"""
 
 
 [tool.commitizen]
@@ -116,65 +114,64 @@ name = "cz_gitmoji"
 
 
 [tool.coverage]
-run.source = ["quaxed"]
-port.exclude_lines = [
-  'pragma: no cover',
-  '\.\.\.',
-  'if TYPE_CHECKING:'
-]
+report.exclude_lines = ['pragma: no cover', '\.\.\.', 'if TYPE_CHECKING:']
+run.source           = ["quaxed"]
 
 
 [tool.mypy]
+disallow_incomplete_defs = false
+disallow_untyped_defs = false
+enable_error_code = [
+  "ignore-without-code",
+  "redundant-expr",
+  "truthy-bool",
+  "unused-ignore",
+]
 files = ["src"]
 python_version = "3.11"
-warn_unused_configs = true
 strict = true
-enable_error_code = ["ignore-without-code", "redundant-expr", "truthy-bool", "unused-ignore"]
-warn_unreachable = true
-disallow_untyped_defs = false
-disallow_incomplete_defs = false
 warn_return_any = false
+warn_unreachable = true
+warn_unused_configs = true
 
 [[tool.mypy.overrides]]
-  module = "quaxed.*"
-  disallow_untyped_defs = true
-  disallow_incomplete_defs = true
+disallow_incomplete_defs = true
+disallow_untyped_defs    = true
+module                   = "quaxed.*"
 
 [[tool.mypy.overrides]]
-  module = ["jax.*", "jaxtyping.*", "plum.*", "quax.*"]
-  ignore_missing_imports = true
+ignore_missing_imports = true
+module                 = ["jax.*", "jaxtyping.*", "plum.*", "quax.*"]
 
 
 [tool.pyright]
-include = ["src"]
-exclude = ["src/quaxed/numpy/__init__.pyi"]
+exclude                            = ["src/quaxed/numpy/__init__.pyi"]
+include                            = ["src"]
 reportUnnecessaryTypeIgnoreComment = "error"
 
 
 [tool.pylint]
-py-version = "3.11"
 ignore-paths = [".*/_version.py"]
-reports.output-format = "colorized"
-similarities.ignore-imports = "yes"
 messages_control.disable = [
-  "C0415",  # Import outside toplevel -- handled by ruff
+  "C0415",                      # Import outside toplevel -- handled by ruff
   "design",
   "fixme",
   "line-too-long",
   "missing-function-docstring", # TODO: reinstate.
   "missing-module-docstring",
   "redefined-builtin",
-  "unused-argument",  # handled by ruff
-  "useless-import-alias",  # handled by ruff
+  "unused-argument",            # handled by ruff
+  "useless-import-alias",       # handled by ruff
   "wrong-import-position",
-  "R0801",  # Similar lines
+  "R0801",                      # Similar lines
 ]
+py-version = "3.11"
+reports.output-format = "colorized"
+similarities.ignore-imports = "yes"
 
 
 [tool.pytest.ini_options]
-minversion = "8.3"
 addopts = ["-ra", "--showlocals", "--strict-markers", "--strict-config"]
-xfail_strict = true
 filterwarnings = [
   "error",
   # jaxtyping
@@ -182,10 +179,12 @@ filterwarnings = [
   # jax
   "ignore:jax\\.core\\.pp_eqn_rules is deprecated:DeprecationWarning",
 ]
-log_level = "INFO"
 log_cli_level = "INFO"
-testpaths = ["src", "docs", "tests"]
+log_level = "INFO"
+minversion = "9"
 norecursedirs = ["src/quaxed/_tools"]
+testpaths = ["src", "docs", "tests"]
+xfail_strict = true
 
 
 [tool.pytest_env]
@@ -216,19 +215,30 @@ ignore = [
 ]
 
 [tool.ruff.lint.isort]
-combine-as-imports = true
+combine-as-imports     = true
 extra-standard-library = ["typing_extensions"]
 
 [tool.ruff.lint.per-file-ignores]
-"src/quaxed/**" = ["A004"]
-"src/quaxed/numpy/__init__.pyi" = ["ALL"]
-"tests/**" = ["ANN", "C419", "FBT001", "INP001", "N816", "PLR0913", "PLR2004", "S101", "T20", "TID252"]
-"tests/static/**" = ["F841", "PYI015"]
 "__init__.py" = ["F403"]
-"noxfile.py" = ["T20"]
 "docs/**" = ["INP001"]
+"noxfile.py" = ["T20"]
 "scratch/**" = ["ANN", "D", "FBT", "INP"]
+"src/quaxed/**" = ["A004"]
 "src/quaxed/_tools/**" = ["E501", "INP001", "RET504"]
+"src/quaxed/numpy/__init__.pyi" = ["ALL"]
+"tests/**" = [
+  "ANN",
+  "C419",
+  "FBT001",
+  "INP001",
+  "N816",
+  "PLR0913",
+  "PLR2004",
+  "S101",
+  "T20",
+  "TID252",
+]
+"tests/static/**" = ["F841", "PYI015"]
 
 [tool.ruff.lint.pydocstyle]
 convention = "numpy"
diff --git a/uv.lock b/uv.lock
index d5790ca..e7eb183 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,5 +1,4 @@
 version = 1
-revision = 3
 requires-python = ">=3.11"
 resolution-markers = [
     "python_full_version >= '3.13'",
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+sdist = { url = "https://files.pythonhosted.org/packages/35/5d/752690df9ef5b76e169e68d6a129fa6d08a7100ca7f754c89495db3c6019/appnope-0.1.4.tar.gz", hash = "sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee", size = 4170 }
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+    { url = "https://files.pythonhosted.org/packages/81/29/5ecc3a15d5a33e31b26c11426c45c501e439cb865d0bff96315d86443b78/appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c", size = 4321 },
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