diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index fb6662c3..124e7e85 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -14,7 +14,7 @@ repos:
       - id: check-useless-excludes
 
   - repo: https://github.com/ComPWA/policy
-    rev: 0.5.15
+    rev: 0.5.18
     hooks:
       - id: check-dev-files
         args:
@@ -30,6 +30,7 @@ repos:
           - --add-install-cell
           - --additional-packages=IPython
           - --extras-require=doc,viz
+      - id: set-nb-display-name
 
   - repo: https://github.com/kynan/nbstripout
     rev: 0.8.1
@@ -60,7 +61,7 @@ repos:
             metadata.vscode
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.9.1
+    rev: v0.9.2
     hooks:
       - id: ruff
         args: [--fix]
@@ -127,12 +128,12 @@ repos:
         pass_filenames: false
 
   - repo: https://github.com/streetsidesoftware/cspell-cli
-    rev: v8.17.0
+    rev: v8.17.1
     hooks:
       - id: cspell
 
   - repo: https://github.com/editorconfig-checker/editorconfig-checker.python
-    rev: 3.0.3
+    rev: 3.1.2
     hooks:
       - id: editorconfig-checker
         name: editorconfig
@@ -153,11 +154,11 @@ repos:
           - python
 
   - repo: https://github.com/ComPWA/pyright-pre-commit
-    rev: v1.1.391
+    rev: v1.1.392
     hooks:
       - id: pyright
 
   - repo: https://github.com/astral-sh/uv-pre-commit
-    rev: 0.5.18
+    rev: 0.5.22
     hooks:
       - id: uv-lock
diff --git a/.readthedocs.yml b/.readthedocs.yml
index 52dd314b..4a9196b8 100644
--- a/.readthedocs.yml
+++ b/.readthedocs.yml
@@ -14,7 +14,7 @@ build:
       uv run \
         --group doc \
         --no-dev \
-        --with tox \
+        --with tox-uv \
         tox -e doc
       mkdir -p $READTHEDOCS_OUTPUT
       mv docs/_build/html $READTHEDOCS_OUTPUT
diff --git a/pyproject.toml b/pyproject.toml
index bf094871..b4eed589 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -18,6 +18,7 @@ classifiers = [
     "Programming Language :: Python :: 3.10",
     "Programming Language :: Python :: 3.11",
     "Programming Language :: Python :: 3.12",
+    "Programming Language :: Python :: 3.13",
     "Programming Language :: Python :: 3.9",
     "Programming Language :: Python",
     "Topic :: Scientific/Engineering :: Physics",
@@ -141,10 +142,13 @@ namespaces = false
 where = ["src"]
 
 [tool.setuptools_scm]
-local_scheme = "no-local-version"
-version_scheme = "only-version"
 write_to = "src/ampform/version.py"
 
+[tool.coverage.report]
+exclude_also = [
+    "if TYPE_CHECKING:",
+]
+
 [tool.coverage.run]
 branch = true
 source = ["src"]
@@ -436,6 +440,11 @@ trailing_comma_inline_array = true
 
 [tool.tox]
 env_list = [
+    "3.9",
+    "3.10",
+    "3.11",
+    "3.12",
+    "3.13",
     "bench",
     "cov",
     "docnb-force",
@@ -448,13 +457,16 @@ skip_install = true
 skip_missing_interpreters = true
 
 [tool.tox.env_run_base]
-allowlist_externals = ["pytest"]
 commands = [["pytest", {replace = "posargs", extend = true}]]
-description = "Run all unit tests"
+dependency_groups = ["test"]
+description = "Run test suite on Python {env_name}"
+no_package = false
 pass_env = ["*"]
+runner = "uv-venv-lock-runner"
+skip_install = false
+skip_missing_interpreters = false
 
 [tool.tox.env.bench]
-allowlist_externals = ["pytest"]
 commands = [
     [
         "pytest",
@@ -468,7 +480,6 @@ commands = [
 description = "Run benchmark tests and visualize in histogram"
 
 [tool.tox.env.cov]
-allowlist_externals = ["pytest"]
 commands = [
     [
         "pytest",
@@ -483,6 +494,7 @@ description = "Compute test coverage"
 
 [tool.tox.env.doc]
 allowlist_externals = ["sphinx-build"]
+base = []
 commands = [
     [
         "sphinx-build",
@@ -499,6 +511,7 @@ set_env.PYTHONWARNINGS = ""
 
 [tool.tox.env.doclive]
 allowlist_externals = ["sphinx-autobuild"]
+base = []
 commands = [
     [
         "sphinx-autobuild",
@@ -531,7 +544,7 @@ commands = [
 description = "Set up a server to directly preview changes to the HTML pages"
 
 [tool.tox.env.docnb]
-base = ["tool.tox.env.doc", "tool.tox.env_run_base"]
+base = ["tool.tox.env.doc"]
 description = "{[tool.tox.env.doc]description} with cached notebook execution"
 set_env = [
     {replace = "ref", of = ["tool.tox.env.doc.set_env"]},
@@ -539,7 +552,7 @@ set_env = [
 ]
 
 [tool.tox.env.docnb-force]
-base = ["tool.tox.env.doc", "tool.tox.env_run_base"]
+base = ["tool.tox.env.doc"]
 description = "{[tool.tox.env.doc]description} with notebook execution (no cache)"
 set_env = [
     {replace = "ref", of = ["tool.tox.env.doc.set_env"]},
@@ -547,7 +560,7 @@ set_env = [
 ]
 
 [tool.tox.env.docnblive]
-base = ["tool.tox.env.doclive", "tool.tox.env_run_base"]
+base = ["tool.tox.env.doclive"]
 description = "{[tool.tox.env.doclive]description} with cached notebook execution"
 set_env = [
     {replace = "ref", of = ["tool.tox.env.doclive.set_env"]},
@@ -555,7 +568,7 @@ set_env = [
 ]
 
 [tool.tox.env.linkcheck]
-allowlist_externals = ["sphinx-build"]
+base = ["tool.tox.env.doc"]
 commands = [
     [
         "sphinx-build",
@@ -569,17 +582,25 @@ description = "Check external links in the documentation (requires internet conn
 
 [tool.tox.env.nb]
 allowlist_externals = ["pytest"]
+base = []
 commands = [["pytest", "--nbmake", "{posargs:docs}"]]
 description = "Run all notebooks with pytest"
 
 [tool.tox.env.sty]
 allowlist_externals = ["pre-commit"]
+base = []
 commands = [["pre-commit", "run", "--all-files", {replace = "posargs", extend = true}]]
 description = "Perform all linting, formatting, and spelling checks"
 
-[tool.uv]
-constraint-dependencies = [
-    "pygments!=2.19.*", # https://github.com/felix-hilden/sphinx-codeautolink/issues/152
-    "pytest-profiling!=1.8.0",
-    "sphinx-codeautolink!=0.16.0",
+[tool.tox.labels]
+doc = [
+    "docnb-force",
+    "linkcheck",
+]
+test = [
+    "3.9",
+    "3.10",
+    "3.11",
+    "3.12",
+    "3.13",
 ]
diff --git a/src/ampform/helicity/__init__.py b/src/ampform/helicity/__init__.py
index b03fc187..c65b7b0d 100644
--- a/src/ampform/helicity/__init__.py
+++ b/src/ampform/helicity/__init__.py
@@ -13,6 +13,7 @@
 import sys
 import warnings
 from collections import OrderedDict, abc
+from fractions import Fraction
 from functools import reduce, singledispatchmethod
 from typing import TYPE_CHECKING, Union
 
@@ -928,13 +929,21 @@ def _get_final_state_ids(mass: sp.Symbol) -> tuple[int, ...]:
 def _generate_kinematic_variable_set(
     transition: StateTransition, node_id: int
 ) -> TwoBodyKinematicVariableSet:
+    def is_integer(spin: float | Fraction) -> bool:
+        if isinstance(spin, float):
+            return spin.is_integer()
+        if isinstance(spin, Fraction):
+            return spin.denominator == 1
+        msg = "spin has to of type float (qrules 0.9) or Fraction (qrules >= 0.10)"
+        raise TypeError(msg)
+
     decay = TwoBodyDecay.from_transition(transition, node_id)
     inv_mass, phi, theta = _generate_kinematic_variables(transition, node_id)
     topology = transition.topology
     child1_mass = get_invariant_mass_symbol(topology, decay.children[0].id)
     child2_mass = get_invariant_mass_symbol(topology, decay.children[1].id)
     angular_momentum: int | None = decay.interaction.l_magnitude
-    if angular_momentum is None and decay.parent.particle.spin.is_integer():
+    if angular_momentum is None and is_integer(decay.parent.particle.spin):
         angular_momentum = int(decay.parent.particle.spin)
     return TwoBodyKinematicVariableSet(
         incoming_state_mass=inv_mass,
diff --git a/src/ampform/sympy/_cache.py b/src/ampform/sympy/_cache.py
index 79a1df7b..e5258cb1 100644
--- a/src/ampform/sympy/_cache.py
+++ b/src/ampform/sympy/_cache.py
@@ -48,6 +48,6 @@ def get_readable_hash(obj) -> str:
 
 
 def to_bytes(obj) -> bytes:
-    if isinstance(obj, bytes | bytearray):
+    if isinstance(obj, (bytes, bytearray)):
         return obj
     return pickle.dumps(obj, protocol=pickle.HIGHEST_PROTOCOL)
diff --git a/tests/sympy/test_cache.py b/tests/sympy/test_cache.py
index 9f3215a1..78a52c4e 100644
--- a/tests/sympy/test_cache.py
+++ b/tests/sympy/test_cache.py
@@ -2,6 +2,7 @@
 
 import logging
 import os
+import sys
 from typing import TYPE_CHECKING, ClassVar
 
 import pytest
@@ -18,7 +19,7 @@
     from qrules.transition import SpinFormalism
 
 
-_GH = "CI" in os.environ and os.uname().sysname != "Darwin"
+_GH = "CI" in os.environ
 
 
 @pytest.mark.parametrize(
@@ -66,8 +67,14 @@ class TestLargeHash:
     @pytest.mark.parametrize(
         ("expected_hash", "formalism"),
         [
-            ("762cc00", "canonical-helicity"),
-            ("17fefe5", "helicity"),
+            (
+                "762cc00" if sys.version_info >= (3, 11) else "1f5ac33",
+                "canonical-helicity",
+            ),
+            (
+                "17fefe5" if sys.version_info >= (3, 11) else "7b5fad1",
+                "helicity",
+            ),
         ],
         ids=["canonical-helicity", "helicity"],
     )
diff --git a/uv.lock b/uv.lock
index 07d6ae18..325f9b44 100644
--- a/uv.lock
+++ b/uv.lock
@@ -6,13 +6,6 @@ resolution-markers = [
     "python_full_version < '3.10'",
 ]
 
-[manifest]
-constraints = [
-    { name = "pygments", specifier = "!=2.19.*" },
-    { name = "pytest-profiling", specifier = "!=1.8.0" },
-    { name = "sphinx-codeautolink", specifier = "!=0.16.0" },
-]
-
 [[package]]
 name = "accessible-pygments"
 version = "0.0.5"
@@ -52,7 +45,6 @@ wheels = [
 
 [[package]]
 name = "ampform"
-version = "0.15.5"
 source = { editable = "." }
 dependencies = [
     { name = "attrs" },
@@ -88,7 +80,7 @@ dev = [
     { name = "myst-nb" },
     { name = "nbmake" },
     { name = "numpy", version = "2.0.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
-    { name = "numpy", version = "2.2.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
+    { name = "numpy", version = "2.2.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
     { name = "pytest" },
     { name = "pytest-benchmark" },
     { name = "pytest-cov" },
@@ -103,7 +95,8 @@ dev = [
     { name = "sphinx-api-relink" },
     { name = "sphinx-autobuild" },
     { name = "sphinx-book-theme" },
-    { name = "sphinx-codeautolink", extra = ["ipython"] },
+    { name = "sphinx-codeautolink", version = "0.15.2", source = { registry = "https://pypi.org/simple" }, extra = ["ipython"], marker = "python_full_version < '3.10'" },
+    { name = "sphinx-codeautolink", version = "0.16.2", source = { registry = "https://pypi.org/simple" }, extra = ["ipython"], marker = "python_full_version >= '3.10'" },
     { name = "sphinx-comments" },
     { name = "sphinx-copybutton" },
     { name = "sphinx-design" },
@@ -121,13 +114,14 @@ doc = [
     { name = "mpl-interactions" },
     { name = "myst-nb" },
     { name = "numpy", version = "2.0.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
-    { name = "numpy", version = "2.2.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
+    { name = "numpy", version = "2.2.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
     { name = "rich" },
     { name = "sphinx", version = "7.4.7", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
     { name = "sphinx", version = "8.1.3", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
     { name = "sphinx-api-relink" },
     { name = "sphinx-book-theme" },
-    { name = "sphinx-codeautolink", extra = ["ipython"] },
+    { name = "sphinx-codeautolink", version = "0.15.2", source = { registry = "https://pypi.org/simple" }, extra = ["ipython"], marker = "python_full_version < '3.10'" },
+    { name = "sphinx-codeautolink", version = "0.16.2", source = { registry = "https://pypi.org/simple" }, extra = ["ipython"], marker = "python_full_version >= '3.10'" },
     { name = "sphinx-comments" },
     { name = "sphinx-copybutton" },
     { name = "sphinx-design" },
@@ -153,7 +147,7 @@ notebooks = [
     { name = "matplotlib" },
     { name = "mpl-interactions" },
     { name = "numpy", version = "2.0.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
-    { name = "numpy", version = "2.2.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
+    { name = "numpy", version = "2.2.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
     { name = "rich" },
 ]
 style = [
@@ -162,7 +156,7 @@ style = [
     { name = "ipywidgets" },
     { name = "mypy" },
     { name = "numpy", version = "2.0.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
-    { name = "numpy", version = "2.2.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
+    { name = "numpy", version = "2.2.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
     { name = "pytest" },
     { name = "pytest-benchmark" },
     { name = "sphinx-api-relink" },
@@ -172,7 +166,7 @@ test = [
     { name = "ipywidgets" },
     { name = "nbmake" },
     { name = "numpy", version = "2.0.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
-    { name = "numpy", version = "2.2.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
+    { name = "numpy", version = "2.2.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
     { name = "pytest" },
     { name = "pytest-benchmark" },
     { name = "pytest-cov" },
@@ -184,7 +178,7 @@ types = [
     { name = "ipython", version = "8.31.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
     { name = "ipywidgets" },
     { name = "numpy", version = "2.0.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
-    { name = "numpy", version = "2.2.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
+    { name = "numpy", version = "2.2.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
     { name = "pytest" },
     { name = "pytest-benchmark" },
     { name = "sphinx-api-relink" },
@@ -778,7 +772,7 @@ resolution-markers = [
     "python_full_version >= '3.10' and python_full_version < '3.12'",
 ]
 dependencies = [
-    { name = "numpy", version = "2.2.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
+    { name = "numpy", version = "2.2.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/25/c2/fc7193cc5383637ff390a712e88e4ded0452c9fbcf84abe3de5ea3df1866/contourpy-1.3.1.tar.gz", hash = "sha256:dfd97abd83335045a913e3bcc4a09c0ceadbe66580cf573fe961f4a825efa699", size = 13465753 }
 wheels = [
@@ -922,31 +916,31 @@ wheels = [
 
 [[package]]
 name = "debugpy"
-version = "1.8.11"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/bc/e7/666f4c9b0e24796af50aadc28d36d21c2e01e831a934535f956e09b3650c/debugpy-1.8.11.tar.gz", hash = "sha256:6ad2688b69235c43b020e04fecccdf6a96c8943ca9c2fb340b8adc103c655e57", size = 1640124 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/26/e6/4cf7422eaa591b4c7d6a9fde224095dac25283fdd99d90164f28714242b0/debugpy-1.8.11-cp310-cp310-macosx_14_0_x86_64.whl", hash = "sha256:2b26fefc4e31ff85593d68b9022e35e8925714a10ab4858fb1b577a8a48cb8cd", size = 2075100 },
-    { url = "https://files.pythonhosted.org/packages/83/3a/e163de1df5995d95760a4d748b02fbefb1c1bf19e915b664017c40435dbf/debugpy-1.8.11-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:61bc8b3b265e6949855300e84dc93d02d7a3a637f2aec6d382afd4ceb9120c9f", size = 3559724 },
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