diff --git a/.gitignore b/.gitignore
index 75ea126f..5900756a 100644
--- 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
index dd0a158a..daf74c61 100644
--- 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
index a0509130..af4b2f80 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -22,14 +22,14 @@ 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
 
@@ -37,7 +37,7 @@ def get_scipy_url() -> str:
 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
 
@@ -45,10 +45,6 @@ def get_tensorflow_url() -> str:
 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
index 4145ca1c..c1168fb4 100644
--- 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
index 7c03e004..7ac35528 100644
--- 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
index 9f7834d2..10483f13 100644
--- 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
index badcc8da..946e4b7e 100644
--- 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
index 75400059..60d61b2e 100644
--- 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]
diff --git a/src/tensorwaves/function/sympy/__init__.py b/src/tensorwaves/function/sympy/__init__.py
index 92e10f67..cb140a05 100644
--- a/src/tensorwaves/function/sympy/__init__.py
+++ b/src/tensorwaves/function/sympy/__init__.py
@@ -79,7 +79,7 @@ def create_function(
     )
 
 
-def create_parametrized_function(  # noqa: PLR0913
+def create_parametrized_function(  # ruff:ignore[too-many-arguments]
     expression: sp.Expr,
     parameters: Mapping[sp.Basic, ParameterValue],
     backend: str,
@@ -193,7 +193,7 @@ def _get_free_symbols(expression: sp.Basic) -> set[sp.Basic]:
     return free_symbols - index_bases
 
 
-def _lambdify_normal_or_fast(  # noqa: PLR0913, PLR0917
+def _lambdify_normal_or_fast(  # ruff:ignore[too-many-arguments, too-many-positional-arguments]
     expression: sp.Expr,
     symbols: Sequence[sp.Basic],
     backend: str,
@@ -220,7 +220,7 @@ def _lambdify_normal_or_fast(  # noqa: PLR0913, PLR0917
     )
 
 
-def lambdify(  # noqa: C901, PLR0911
+def lambdify(  # ruff:ignore[complex-structure, too-many-return-statements]
     expression: sp.Expr,
     symbols: Sequence[sp.Basic],
     backend: str,
@@ -331,7 +331,7 @@ def _sympy_lambdify(
     )
 
 
-def fast_lambdify(  # noqa: PLR0913
+def fast_lambdify(  # ruff:ignore[too-many-arguments]
     expression: sp.Expr,
     symbols: Sequence[sp.Basic],
     backend: str,
@@ -527,7 +527,7 @@ def prepare_caching(
         transformer_expressions[symbol] = sub_expr
         undefined_variables.update(variables - _get_free_symbols(sub_expr))
     for symbol in undefined_variables:
-        transformer_expressions[symbol] = symbol  # noqa: PERF403
+        transformer_expressions[symbol] = symbol  # ruff:ignore[manual-dict-comprehension]
     return cache_expression, transformer_expressions  # ty:ignore[invalid-return-type]
 
 
diff --git a/src/tensorwaves/function/sympy/_printer.py b/src/tensorwaves/function/sympy/_printer.py
index c3be79f0..9ebdf003 100644
--- a/src/tensorwaves/function/sympy/_printer.py
+++ b/src/tensorwaves/function/sympy/_printer.py
@@ -25,8 +25,8 @@ def __init__(self) -> None:
                 "allow_unknown_functions": True,
             }
         )
-        self._kc = _replace_module(NumPyPrinter._kc, "numpy", self._module)  # noqa: SLF001
-        self._kf = _replace_module(NumPyPrinter._kf, "numpy", self._module)  # noqa: SLF001
+        self._kc = _replace_module(NumPyPrinter._kc, "numpy", self._module)  # ruff:ignore[private-member-access]
+        self._kf = _replace_module(NumPyPrinter._kf, "numpy", self._module)  # ruff:ignore[private-member-access]
         self.printmethod = "_numpycode"  # force using _numpycode methods
 
 
diff --git a/src/tensorwaves/interface.py b/src/tensorwaves/interface.py
index eb12a2c1..6a97b784 100644
--- a/src/tensorwaves/interface.py
+++ b/src/tensorwaves/interface.py
@@ -138,7 +138,7 @@ def _check_parameter_errors(
 
     def _repr_pretty_(self, p: PrettyPrinter, cycle: bool) -> None:
         class_name = type(self).__name__
-        if cycle:  # noqa: PLR1702
+        if cycle:  # ruff:ignore[too-many-nested-blocks]
             p.text(f"{class_name}(...)")
         else:
             with p.group(indent=1, open=f"{class_name}("):
diff --git a/src/tensorwaves/optimizer/__init__.py b/src/tensorwaves/optimizer/__init__.py
index b156e4eb..6ddc7dee 100644
--- a/src/tensorwaves/optimizer/__init__.py
+++ b/src/tensorwaves/optimizer/__init__.py
@@ -10,11 +10,11 @@
 ]
 
 from . import callbacks, minuit
-from .minuit import Minuit2  # noqa: F401
+from .minuit import Minuit2  # ruff:ignore[unused-import]
 
 try:
     from . import scipy
-    from .scipy import ScipyMinimizer  # noqa: F401
+    from .scipy import ScipyMinimizer  # ruff:ignore[unused-import]
 
     __all__ += [
         "scipy",
diff --git a/src/tensorwaves/optimizer/callbacks.py b/src/tensorwaves/optimizer/callbacks.py
index a9d3315e..22dcf66e 100644
--- a/src/tensorwaves/optimizer/callbacks.py
+++ b/src/tensorwaves/optimizer/callbacks.py
@@ -18,7 +18,9 @@
 
     from rich.progress import Progress as RichProgress
     from rich.progress import ProgressColumn
-    from tqdm import tqdm as TqdmType  # noqa: N812
+    from tqdm import (
+        tqdm as TqdmType,  # ruff:ignore[lowercase-imported-as-non-lowercase]
+    )
 
     from tensorwaves.interface import Estimator, Optimizer, ParameterValue
 
@@ -52,7 +54,7 @@ def on_function_call_end(
     ) -> None: ...
 
 
-class CallbackList(Callback):  # noqa: PLW1641
+class CallbackList(Callback):  # ruff:ignore[eq-without-hash]
     """Class for combining `Callback` s.
 
     Combine different `Callback` classes in to a chain as follows:
@@ -118,7 +120,7 @@ def __init__(
         if columns:
             self.__progress_columns = columns
         else:
-            from rich.progress import (  # noqa: PLC0415
+            from rich.progress import (  # ruff:ignore[import-outside-top-level]
                 MofNCompleteColumn,
                 SpinnerColumn,
                 TextColumn,
@@ -137,7 +139,7 @@ def __init__(
         self.__total = total
 
     def on_optimize_start(self, logs: dict[str, Any] | None = None) -> None:
-        from rich.progress import Progress  # noqa: PLC0415
+        from rich.progress import Progress  # ruff:ignore[import-outside-top-level]
 
         self.__progress = Progress(
             *self.__progress_columns,
@@ -182,7 +184,7 @@ def __init__(self, **tqdm_kwargs: Any) -> None:
         self.__progress_bar: TqdmType | None = None
 
     def on_optimize_start(self, logs: dict[str, Any] | None = None) -> None:
-        from tqdm.auto import tqdm  # noqa: PLC0415
+        from tqdm.auto import tqdm  # ruff:ignore[import-outside-top-level]
 
         self.__progress_bar = tqdm(**self.__tqdm_kwargs)
 
@@ -243,7 +245,7 @@ def on_optimize_start(self, logs: dict[str, Any] | None = None) -> None:
         if self.__iteration_step_size > 0:
             self.__latest_iteration = 0
         _close_stream(self.__stream)
-        self.__stream = open(self.__filename, "w", newline="")  # noqa: SIM115
+        self.__stream = open(self.__filename, "w", newline="")  # ruff:ignore[open-file-with-context-handler]
         self.__writer = csv.DictWriter(
             self.__stream,
             fieldnames=list(self.__log_to_rowdict(logs)),
@@ -319,7 +321,7 @@ def cast_non_numeric(value: str) -> complex | float | int | str:
                     if float_value.is_integer():
                         return int(float_value)
                     return float_value
-                return complex_value  # noqa: TRY300
+                return complex_value  # ruff:ignore[try-consider-else]
             except ValueError:
                 return value
 
@@ -353,7 +355,7 @@ def __init__(
 
     def on_optimize_start(self, logs: dict[str, Any] | None = None) -> None:
         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")
         output_dir = self.__logdir + "/" + datetime.now().strftime("%Y%m%d-%H%M%S")
@@ -375,7 +377,7 @@ def on_function_call_end(
         self, function_call: int, logs: dict[str, Any] | None = None
     ) -> None:
         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")
 
@@ -419,7 +421,7 @@ def __del__(self) -> None:
 
     def on_optimize_start(self, logs: dict[str, Any] | None = None) -> None:
         _close_stream(self.__stream)
-        self.__stream = open(self.__filename, "w")  # noqa: SIM115
+        self.__stream = open(self.__filename, "w")  # ruff:ignore[open-file-with-context-handler]
 
     def on_optimize_end(self, logs: dict[str, Any] | None = None) -> None:
         if logs is None:
@@ -461,7 +463,7 @@ def __dump_to_yaml(self, logs: dict[str, Any]) -> None:
     @staticmethod
     def load_latest_parameters(filename: Path | str) -> dict:
         with open(filename) as stream:
-            fit_stats = yaml.load(stream, Loader=yaml.Loader)  # noqa: S506
+            fit_stats = yaml.load(stream, Loader=yaml.Loader)  # ruff:ignore[unsafe-yaml-load]
         return fit_stats["parameters"]
 
 
diff --git a/src/tensorwaves/optimizer/minuit.py b/src/tensorwaves/optimizer/minuit.py
index aa455980..9bb01cd8 100644
--- a/src/tensorwaves/optimizer/minuit.py
+++ b/src/tensorwaves/optimizer/minuit.py
@@ -132,7 +132,7 @@ def wrapped_gradient(pars: list) -> Iterable[float]:
             parameter_values[name] = par_state.value
             parameter_errors[name] = par_state.error
 
-        assert minuit.fmin is not None  # noqa: S101
+        assert minuit.fmin is not None  # ruff:ignore[assert]
         fit_result = FitResult(
             minimum_valid=minuit.valid,
             execution_time=end_time - start_time,
diff --git a/src/tensorwaves/optimizer/scipy.py b/src/tensorwaves/optimizer/scipy.py
index 5d8c6fe9..8bbd9f7d 100644
--- a/src/tensorwaves/optimizer/scipy.py
+++ b/src/tensorwaves/optimizer/scipy.py
@@ -39,13 +39,13 @@ def __init__(
         self.__method = method
         self.__minimize_options = scipy_options
 
-    def optimize(  # noqa: C901
+    def optimize(  # ruff:ignore[complex-structure]
         self,
         estimator: Estimator,
         initial_parameters: Mapping[str, ParameterValue],
     ) -> FitResult:
         try:
-            from scipy.optimize import minimize  # noqa: PLC0415
+            from scipy.optimize import minimize  # ruff:ignore[import-outside-top-level]
         except ImportError:  # pragma: no cover
             raise_missing_module_error("scipy", extras_require="scipy")
 
diff --git a/tests/data/test_transform.py b/tests/data/test_transform.py
index ad9190b4..1e42774c 100644
--- a/tests/data/test_transform.py
+++ b/tests/data/test_transform.py
@@ -22,7 +22,7 @@ def test_identity_chain(self, extend: bool):
         rng = np.random.default_rng(seed=0)
         data = {"x": rng.uniform(size=100), "y": rng.uniform(size=100)}
         transformed_data = chained_transform(data)
-        for key in data:  # noqa: PLC0206
+        for key in data:  # ruff:ignore[dict-index-missing-items]
             np.testing.assert_allclose(
                 data[key],
                 transformed_data[key],
diff --git a/tests/function/test_function.py b/tests/function/test_function.py
index e784936a..d25e66f1 100644
--- a/tests/function/test_function.py
+++ b/tests/function/test_function.py
@@ -117,7 +117,7 @@ def test_variadic_args(self):
 
 
 def test_get_source_code():
-    def inline_function(a, x):  # noqa: FURB118
+    def inline_function(a, x):  # ruff:ignore[reimplemented-operator]
         return a * x
 
     function = PositionalArgumentFunction(
@@ -126,7 +126,7 @@ def inline_function(a, x):  # noqa: FURB118
     )
     src = get_source_code(function)
     expected_src = """
-        def inline_function(a, x):  # noqa: FURB118
+        def inline_function(a, x):  # ruff:ignore[reimplemented-operator]
             return a * x
     """
     assert dedent(src).strip() == dedent(expected_src).strip()
diff --git a/tests/function/test_sympy.py b/tests/function/test_sympy.py
index bc109f7d..03569610 100644
--- a/tests/function/test_sympy.py
+++ b/tests/function/test_sympy.py
@@ -98,7 +98,7 @@ def test_create_function_indexed_symbol(backend: str):
 
 @pytest.mark.parametrize("backend", ["jax", "math", "numpy", "tf"])
 def test_create_function_matrix_symbol(backend: str):
-    M = sp.MatrixSymbol("M", 2, 2)  # noqa: N806
+    M = sp.MatrixSymbol("M", 2, 2)  # ruff:ignore[non-lowercase-variable-in-function]
     expr = M[0, 0] ** 2 + M[1, 1] ** 2
     func = create_function(expr, backend=backend)
     assert func.argument_order == ("M[0, 0]", "M[1, 1]")
diff --git a/tests/optimizer/test_fit_simple_model.py b/tests/optimizer/test_fit_simple_model.py
index 63bb98b2..07c590b9 100644
--- a/tests/optimizer/test_fit_simple_model.py
+++ b/tests/optimizer/test_fit_simple_model.py
@@ -138,7 +138,7 @@ def test_optimize_all_parameters(
         YAMLSummary(f"{callback_file}.yml"),
     ]
     try:
-        import tensorflow as tf  # noqa: F401
+        import tensorflow as tf  # ruff:ignore[unused-import]
 
         callbacks.append(TFSummary())
     except ImportError:
diff --git a/uv.lock b/uv.lock
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--- a/uv.lock
+++ b/uv.lock
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