ComPWA · redeboer · Aug 5, 2026 · Aug 5, 2026 · Aug 5, 2026 · Aug 5, 2026
diff --git a/.gitignore b/.gitignore
@@ -39,6 +39,11 @@ pyvenv*/
 # Settings
 .idea/
 **.code-workspace
+/.agents
+/.claude/
+/.codex
+/AGENTS.md
+/CLAUDE.md
 
 # Exceptions
 !.cspell.json

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
@@ -16,7 +16,7 @@ repos:
       - id: check-useless-excludes
 
   - repo: https://github.com/ComPWA/policy
-    rev: 0.9.0
+    rev: 0.9.3
     hooks:
       - id: check-dev-files
 
@@ -60,7 +60,7 @@ repos:
       - id: strip-nb-whitespace
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.15.21
+    rev: v0.16.1
     hooks:
       - id: ruff-check
         args: [--fix]
@@ -96,7 +96,7 @@ repos:
       - id: trailing-whitespace
 
   - repo: https://github.com/tombi-toml/tombi-pre-commit
-    rev: v1.2.0
+    rev: v1.2.6
     hooks:
       - id: tombi-format
       - id: tombi-lint
@@ -124,10 +124,9 @@ repos:
     rev: v10.0.1
     hooks:
       - id: cspell
-        language_version: 25.9.0
 
   - repo: https://github.com/editorconfig-checker/editorconfig-checker.python
-    rev: 3.6.1
+    rev: 3.8.0
     hooks:
       - id: editorconfig-checker
         name: editorconfig
@@ -138,12 +137,12 @@ repos:
           )$
 
   - repo: https://github.com/astral-sh/ty-pre-commit
-    rev: v0.0.59
+    rev: v0.0.67
     hooks:
       - id: ty
         args: [--group=types, --no-default-groups]
 
   - repo: https://github.com/astral-sh/uv-pre-commit
-    rev: 0.11.29
+    rev: 0.12.1
     hooks:
       - id: uv-lock
diff --git a/docs/conf.py b/docs/conf.py
@@ -22,33 +22,29 @@ def create_tensorflow_inventory() -> None:
     if os.path.exists("tensorflow.inv"):
         return
     subprocess.check_call(
-        ("sphobjinv", "convert", "-o", "zlib", "tensorflow.txt"),  # noqa: S607
+        ("sphobjinv", "convert", "-o", "zlib", "tensorflow.txt"),  # ruff:ignore[start-process-with-partial-path]
     )
 
 
 def get_scipy_url() -> str:
     url = f"https://docs.scipy.org/doc/scipy-{pin('scipy')}/"
     r = requests.get(url)
-    if r.status_code != 200:  # noqa: PLR2004
+    if r.status_code != 200:  # ruff:ignore[magic-value-comparison]
         return "https://docs.scipy.org/doc/scipy"
     return url
 
 
 def get_tensorflow_url() -> str:
     url = f"https://www.tensorflow.org/versions/r{pin_minor('tensorflow')}/api_docs/python"
     r = requests.get(url + "/tf")
-    if r.status_code != 200:  # noqa: PLR2004
+    if r.status_code != 200:  # ruff:ignore[magic-value-comparison]
         url = "https://www.tensorflow.org/api_docs/python"
     return url
 
 
 create_tensorflow_inventory()
 set_intersphinx_version_remapping({
     "matplotlib": {"3.5.1": "3.5.0"},
-    "pandas": {
-        "3.0.2": "3.0.1",
-        "3.0.3": "3.0.1",
-    },
     "scipy": {"1.7.3": "1.7.1"},
 })
 
@@ -213,7 +209,10 @@ def get_tensorflow_url() -> str:
     "jax": ("https://docs.jax.dev/en/latest", None),
     "matplotlib": (f"https://matplotlib.org/{pin('matplotlib')}", None),
     "numpy": (f"https://numpy.org/doc/{pin_minor('numpy')}", None),
-    "pandas": (f"https://pandas.pydata.org/pandas-docs/version/{pin('pandas')}", None),
+    "pandas": (
+        f"https://pandas.pydata.org/pandas-docs/version/{pin_minor(package_name='pandas')}",
+        None,
+    ),
     "python": ("https://docs.python.org/3", None),
     "qrules": (f"https://qrules.readthedocs.io/{pin('qrules')}", None),
     "rich": ("https://rich.readthedocs.io/en/stable", None),
@@ -226,6 +225,7 @@ def get_tensorflow_url() -> str:
     r"pip\-installation\-gpu\-cuda",
 ]
 linkcheck_ignore = [
+    "https://stackoverflow.com/a/9730706",
     "https://unix.stackexchange.com/a/129144",
 ]
 modindex_common_prefix = [f"{PACKAGE}."]

diff --git a/pyproject.toml b/pyproject.toml
@@ -445,34 +445,36 @@ line-ending = "lf"
 
 [tool.ruff.lint]
 ignore = [
-    "ANN401",
-    "C408",
-    "COM812",
-    "CPY001",
-    "D101",
-    "D102",
-    "D103",
-    "D105",
-    "D107",
-    "D203",
-    "D213",
-    "D407",
-    "D416",
     "DOC",
-    "DTZ005",
-    "E501",
     "FBT00",
     "FURB10",
-    "FURB140",
-    "G004",
-    "ISC001",
-    "PLW1514",
-    "PT001",
     "PTH",
-    "RUF012",
-    "RUF067",
-    "S307",
-    "SIM108",
+    "any-type",
+    "call-datetime-now-without-tzinfo",
+    "if-else-block-instead-of-if-exp",
+    "incorrect-blank-line-before-class",
+    "line-too-long",
+    "logging-f-string",
+    "missing-copyright-notice",
+    "missing-dashed-underline-after-section",
+    "missing-section-name-colon",
+    "missing-trailing-comma",
+    "multi-line-summary-second-line",
+    "mutable-class-default",
+    "non-empty-init-module",
+    "pytest-fixture-incorrect-parentheses-style",
+    "read-whole-file",
+    "reimplemented-starmap",
+    "single-line-implicit-string-concatenation",
+    "suspicious-eval-usage",
+    "undocumented-magic-method",
+    "undocumented-public-class",
+    "undocumented-public-function",
+    "undocumented-public-init",
+    "undocumented-public-method",
+    "unnecessary-collection-call",
+    "unspecified-encoding",
+    "write-whole-file",
 ]
 select = ["ALL"]
 task-tags = ["cspell"]
@@ -497,77 +499,79 @@ split-on-trailing-comma = false
 [tool.ruff.lint.per-file-ignores]
 "*.ipynb" = [
     "ANN",
-    "ARG002",
-    "B018",
     "C90",
     "D",
-    "E303",
-    "E402",
-    "E703",
-    "F404",
-    "N806",
-    "N816",
     "PLR09",
-    "PLR2004",
-    "PLW0602",
-    "PLW0603",
-    "S101",
-    "S301",
-    "S403",
     "T20",
     "TC00",
+    "assert",
+    "global-statement",
+    "global-variable-not-assigned",
+    "late-future-import",
+    "magic-value-comparison",
+    "mixed-case-variable-in-global-scope",
+    "module-import-not-at-top-of-file",
+    "non-lowercase-variable-in-function",
+    "suspicious-pickle-import",
+    "suspicious-pickle-usage",
+    "too-many-blank-lines",
+    "unused-method-argument",
+    "useless-expression",
+    "useless-semicolon",
 ]
 "*docs/usage/faster-lambdify.ipynb" = [
-    "F401",
-    "F821",
+    "unused-import",
+    "undefined-name",
 ]
 "benchmarks/*" = [
     "ANN",
     "D",
-    "INP001",
-    "PLC0415",
-    "PLC2701",
-    "PLR0913",
-    "PLR0917",
-    "PLR2004",
-    "PLR6301",
-    "RUF069",
-    "S101",
-    "SLF001",
     "T20",
+    "assert",
+    "boolean-type-hint-positional-argument",
+    "float-equality-comparison",
+    "implicit-namespace-package",
+    "import-outside-top-level",
+    "import-private-name",
+    "magic-value-comparison",
+    "no-self-use",
+    "private-member-access",
+    "too-many-arguments",
+    "too-many-positional-arguments",
 ]
-"callbacks.py" = ["ARG002"]
+"callbacks.py" = ["unused-method-argument"]
 "docs/*" = [
-    "E402",
-    "INP001",
-    "S101",
-    "S113",
-    "T201",
+    "assert",
+    "implicit-namespace-package",
+    "module-import-not-at-top-of-file",
+    "print",
+    "request-without-timeout",
 ]
 "docs/conf.py" = [
-    "A001",
-    "D100",
-    "S404",
+    "builtin-variable-shadowing",
+    "suspicious-subprocess-import",
+    "undocumented-public-module",
 ]
-"setup.py" = ["D100"]
-"src/tensorwaves/function/_backend.py" = ["PLC0415"]
-"src/tensorwaves/function/sympy/__init__.py" = ["PLC0415"]
+"setup.py" = ["undocumented-public-module"]
+"src/tensorwaves/function/_backend.py" = ["import-outside-top-level"]
+"src/tensorwaves/function/sympy/__init__.py" = ["import-outside-top-level"]
 "tests/*" = [
     "ANN",
-    "ARG002",
     "D",
-    "INP001",
-    "PLC0415",
-    "PLC2701",
-    "PLR0913",
-    "PLR0914",
-    "PLR0917",
-    "PLR2004",
-    "PLR6301",
-    "RUF069",
-    "S101",
-    "SLF001",
     "T20",
+    "assert",
+    "boolean-type-hint-positional-argument",
+    "float-equality-comparison",
+    "implicit-namespace-package",
+    "import-outside-top-level",
+    "import-private-name",
+    "magic-value-comparison",
+    "no-self-use",
+    "private-member-access",
+    "too-many-arguments",
+    "too-many-locals",
+    "too-many-positional-arguments",
+    "unused-method-argument",
 ]
 
 [tool.ruff.lint.pydocstyle]
@@ -604,7 +608,7 @@ key-empty = "off"
 
 [[tool.tombi.schemas]]
 root = "tool.compwa.policy"
-path = "https://raw.githubusercontent.com/ComPWA/policy/0.9.0/compwa-policy.schema.json"
+path = "https://raw.githubusercontent.com/ComPWA/policy/0.9.3/compwa-policy.schema.json"
 include = ["pyproject.toml"]
 
 [[tool.ty.overrides]]

diff --git a/src/tensorwaves/data/__init__.py b/src/tensorwaves/data/__init__.py
@@ -22,11 +22,17 @@
     select_events,
 )
 from .phasespace import (
-    TFPhaseSpaceGenerator,  # noqa: F401
-    TFWeightedPhaseSpaceGenerator,  # noqa: F401
+    TFPhaseSpaceGenerator,  # ruff:ignore[unused-import]
+    TFWeightedPhaseSpaceGenerator,  # ruff:ignore[unused-import]
+)
+from .rng import (  # ruff:ignore[unused-import]
+    NumpyUniformRNG,
+    TFUniformRealNumberGenerator,
+)
+from .transform import (  # ruff:ignore[unused-import]
+    IdentityTransformer,
+    SympyDataTransformer,
 )
-from .rng import NumpyUniformRNG, TFUniformRealNumberGenerator  # noqa: F401
-from .transform import IdentityTransformer, SympyDataTransformer  # noqa: F401
 
 _LOGGER = logging.getLogger(__name__)
 

diff --git a/src/tensorwaves/data/phasespace.py b/src/tensorwaves/data/phasespace.py
@@ -103,7 +103,7 @@ def __init__(
         final_state_masses: Mapping[int, float],
     ) -> None:
         try:
-            import phasespace  # noqa: PLC0415
+            import phasespace  # ruff:ignore[import-outside-top-level]
         except ImportError:  # pragma: no cover
             raise_missing_module_error("phasespace", extras_require="phsp")
         sorted_ids = sorted(final_state_masses)

diff --git a/src/tensorwaves/data/rng.py b/src/tensorwaves/data/rng.py
@@ -41,7 +41,7 @@ class TFUniformRealNumberGenerator(RealNumberGenerator):
 
     def __init__(self, seed: int | None = None) -> None:
         try:
-            from tensorflow import float64  # noqa: PLC0415
+            from tensorflow import float64  # ruff:ignore[import-outside-top-level]
         except ImportError:  # pragma: no cover
             raise_missing_module_error("tensorflow", extras_require="tf")
         self.seed = seed
@@ -73,7 +73,7 @@ def _get_tensorflow_rng(seed: SeedLike | None = None) -> tf.random.Generator:
     https://github.com/zfit/phasespace/blob/5998e2b/phasespace/random.py#L15-L41
     """
     try:
-        import tensorflow as tf  # noqa: PLC0415
+        import tensorflow as tf  # ruff:ignore[import-outside-top-level]
     except ImportError:  # pragma: no cover
         raise_missing_module_error("tensorflow", extras_require="tf")
 

diff --git a/src/tensorwaves/estimator.py b/src/tensorwaves/estimator.py
@@ -80,7 +80,7 @@ def gradient_creator(
 ) -> Callable[[Mapping[str, ParameterValue]], dict[str, ParameterValue]]:
     if backend == "jax":
         try:
-            import jax  # noqa: PLC0415
+            import jax  # ruff:ignore[import-outside-top-level]
         except ImportError:  # pragma: no cover
             raise_missing_module_error("jax", extras_require="jax")
         jax.config.update("jax_enable_x64", True)  # ty:ignore[possibly-unresolved-reference]