diff --git a/.cspell.json b/.cspell.json
index 51795b79..13b60c26 100644
--- a/.cspell.json
+++ b/.cspell.json
@@ -214,6 +214,7 @@
     "yticks"
   ],
   "language": "en-US",
+  "useGitignore": true,
   "version": "0.2",
   "words": [
     "ampform",
diff --git a/.github/workflows/benchmark.yml b/.github/workflows/benchmark.yml
index 5211e4e2..b6804540 100644
--- a/.github/workflows/benchmark.yml
+++ b/.github/workflows/benchmark.yml
@@ -23,12 +23,12 @@ jobs:
     runs-on: ubuntu-24.04
     steps:
       - uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
       - uses: actions/setup-python@v5
         with:
           python-version: "3.12"
-      - uses: astral-sh/setup-uv@v3
-        with:
-          enable-cache: true
+      - uses: astral-sh/setup-uv@v5
       - id: with
         if: inputs.specific-pip-packages
         name: Determine additional packages to install
diff --git a/.github/workflows/ci-qrules-v0.9.yml b/.github/workflows/ci-qrules-v0.9.yml
index c60ab081..f36e4ce8 100644
--- a/.github/workflows/ci-qrules-v0.9.yml
+++ b/.github/workflows/ci-qrules-v0.9.yml
@@ -26,12 +26,12 @@ jobs:
     runs-on: ubuntu-24.04
     steps:
       - uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
       - uses: actions/setup-python@v5
         with:
           python-version: "3.12"
-      - uses: astral-sh/setup-uv@v3
-        with:
-          enable-cache: true
+      - uses: astral-sh/setup-uv@v5
       - name: Run pytest with QRules v0.9
         run: |
           uv run \
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 2ccbfdd8..9752a284 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: 0.5.6
+    rev: 0.5.8
     hooks:
       - id: check-dev-files
         args:
@@ -33,7 +33,7 @@ repos:
           - --extras-require=doc,viz
 
   - repo: https://github.com/kynan/nbstripout
-    rev: 0.8.0
+    rev: 0.8.1
     hooks:
       - id: nbstripout
         args:
@@ -61,7 +61,7 @@ repos:
             metadata.vscode
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.7.2
+    rev: v0.8.4
     hooks:
       - id: ruff
         args: [--fix]
@@ -98,7 +98,7 @@ repos:
       - id: trailing-whitespace
 
   - repo: https://github.com/ComPWA/prettier-pre-commit
-    rev: v3.3.3
+    rev: v3.4.2
     hooks:
       - id: prettier
 
@@ -108,14 +108,14 @@ repos:
       - id: taplo-format
 
   - repo: https://github.com/pappasam/toml-sort
-    rev: v0.23.1
+    rev: v0.24.2
     hooks:
       - id: toml-sort
         args:
           - --in-place
 
   - repo: https://github.com/python-jsonschema/check-jsonschema
-    rev: 0.29.4
+    rev: 0.30.0
     hooks:
       - id: check-jsonschema
         name: Check CITATION.cff
@@ -128,7 +128,7 @@ repos:
         pass_filenames: false
 
   - repo: https://github.com/streetsidesoftware/cspell-cli
-    rev: v8.15.3
+    rev: v8.17.0
     hooks:
       - id: cspell
 
@@ -154,11 +154,11 @@ repos:
           - python
 
   - repo: https://github.com/ComPWA/pyright-pre-commit
-    rev: v1.1.388
+    rev: v1.1.391
     hooks:
       - id: pyright
 
   - repo: https://github.com/astral-sh/uv-pre-commit
-    rev: 0.4.30
+    rev: 0.5.11
     hooks:
       - id: uv-lock
diff --git a/.vscode/extensions.json b/.vscode/extensions.json
index f6f5a2cf..813fa4fb 100644
--- a/.vscode/extensions.json
+++ b/.vscode/extensions.json
@@ -12,6 +12,7 @@
     "ms-python.mypy-type-checker",
     "ms-python.python",
     "ms-python.vscode-pylance",
+    "ms-toolsai.jupyter",
     "ms-toolsai.vscode-jupyter-cell-tags",
     "ms-vscode.live-server",
     "ms-vsliveshare.vsliveshare",
@@ -31,6 +32,7 @@
     "ms-python.flake8",
     "ms-python.isort",
     "ms-python.pylint",
+    "ms-toolsai.vscode-jupyter-slideshow",
     "travisillig.vscode-json-stable-stringify",
     "tyriar.sort-lines"
   ]
diff --git a/.vscode/settings.json b/.vscode/settings.json
index b3fff235..93c2c48a 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -36,12 +36,6 @@
   "coverage-gutters.showLineCoverage": true,
   "diffEditor.experimental.showMoves": true,
   "editor.formatOnSave": true,
-  "files.watcherExclude": {
-    "**/*_cache/**": true,
-    "**/.eggs/**": true,
-    "**/.git/**": true,
-    "**/.tox/**": true
-  },
   "git.rebaseWhenSync": true,
   "github-actions.workflows.pinned.refresh.enabled": true,
   "github-actions.workflows.pinned.workflows": [".github/workflows/ci.yml"],
diff --git a/pyproject.toml b/pyproject.toml
index e4760592..37af06c9 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -363,7 +363,7 @@ split-on-trailing-comma = false
     "S403",
     "SLF001",
     "T20",
-    "TCH00",
+    "TC00",
 ]
 "**/docs/usage/dynamics.ipynb" = ["FURB118", "RUF027"]
 "**/docs/usage/symplot.ipynb" = ["RUF027"]
diff --git a/src/ampform/helicity/__init__.py b/src/ampform/helicity/__init__.py
index 03f96f39..b03fc187 100644
--- a/src/ampform/helicity/__init__.py
+++ b/src/ampform/helicity/__init__.py
@@ -61,10 +61,10 @@
 from ampform.sympy import PoolSum, determine_indices
 from ampform.sympy._array_expressions import ArraySum
 
-if sys.version_info < (3, 12):
-    from typing_extensions import override
-else:
+if sys.version_info >= (3, 12):
     from typing import override
+else:
+    from typing_extensions import override
 if TYPE_CHECKING:
     from collections.abc import (
         ItemsView,
diff --git a/src/ampform/helicity/decay.py b/src/ampform/helicity/decay.py
index 790e753e..942f3877 100644
--- a/src/ampform/helicity/decay.py
+++ b/src/ampform/helicity/decay.py
@@ -20,10 +20,10 @@
 
 from typing import Literal
 
-if sys.version_info < (3, 10):
-    from typing_extensions import TypeGuard
-else:
+if sys.version_info >= (3, 10):
     from typing import TypeGuard
+else:
+    from typing_extensions import TypeGuard
 
 
 @frozen
diff --git a/src/ampform/helicity/naming.py b/src/ampform/helicity/naming.py
index 999e5fdb..59acb525 100644
--- a/src/ampform/helicity/naming.py
+++ b/src/ampform/helicity/naming.py
@@ -21,12 +21,13 @@
     group_by_spin_projection,
 )
 
-if sys.version_info < (3, 12):
-    from typing_extensions import override
-else:
+if sys.version_info >= (3, 12):
     from typing import override
+else:
+    from typing_extensions import override
 if TYPE_CHECKING:
     from collections.abc import Iterable
+    from fractions import Fraction
 
     from qrules.topology import Topology
 
@@ -503,7 +504,7 @@ def _state_to_str(
     return output_string
 
 
-def _render_float(value: float) -> str:
+def _render_float(value: float | Fraction) -> str:
     """Render a `float` nicely as a string.
 
     >>> _render_float(-0.5)
diff --git a/src/ampform/kinematics/lorentz.py b/src/ampform/kinematics/lorentz.py
index 9ba678fc..2991e86d 100644
--- a/src/ampform/kinematics/lorentz.py
+++ b/src/ampform/kinematics/lorentz.py
@@ -18,10 +18,10 @@
 )
 from ampform.sympy.math import ComplexSqrt
 
-if sys.version_info < (3, 10):
-    from typing_extensions import TypeAlias
-else:
+if sys.version_info >= (3, 10):
     from typing import TypeAlias
+else:
+    from typing_extensions import TypeAlias
 if TYPE_CHECKING:
     from qrules.topology import Topology
     from sympy.printing.latex import LatexPrinter
diff --git a/src/ampform/sympy/__init__.py b/src/ampform/sympy/__init__.py
index ae3a164c..59bf8f97 100644
--- a/src/ampform/sympy/__init__.py
+++ b/src/ampform/sympy/__init__.py
@@ -43,14 +43,14 @@
     make_commutative,  # pyright: ignore[reportUnusedImport]  # noqa: F401
 )
 
-if sys.version_info < (3, 11):
-    from typing_extensions import Self
-else:
+if sys.version_info >= (3, 11):
     from typing import Self
-if sys.version_info < (3, 12):
-    from typing_extensions import override
 else:
+    from typing_extensions import Self
+if sys.version_info >= (3, 12):
     from typing import override
+else:
+    from typing_extensions import override
 if TYPE_CHECKING:
     from collections.abc import Iterable, Sequence
 
diff --git a/src/ampform/sympy/_array_expressions.py b/src/ampform/sympy/_array_expressions.py
index 4beedb00..d8cb8343 100644
--- a/src/ampform/sympy/_array_expressions.py
+++ b/src/ampform/sympy/_array_expressions.py
@@ -27,14 +27,14 @@
     get_shape,
 )
 
-if sys.version_info < (3, 11):
-    from typing_extensions import Self
-else:
+if sys.version_info >= (3, 11):
     from typing import Self
-if sys.version_info < (3, 12):
-    from typing_extensions import override
 else:
+    from typing_extensions import Self
+if sys.version_info >= (3, 12):
     from typing import override
+else:
+    from typing_extensions import override
 if TYPE_CHECKING:
     from collections.abc import Iterable
 
diff --git a/src/ampform/sympy/_decorator.py b/src/ampform/sympy/_decorator.py
index 51a55be9..64c5c5c1 100644
--- a/src/ampform/sympy/_decorator.py
+++ b/src/ampform/sympy/_decorator.py
@@ -19,20 +19,20 @@
 from sympy.core.basic import _aresame  # noqa: PLC2701
 from sympy.utilities.exceptions import SymPyDeprecationWarning
 
-if sys.version_info < (3, 11):
-    from typing_extensions import dataclass_transform
-else:
+if sys.version_info >= (3, 11):
     from typing import dataclass_transform
+else:
+    from typing_extensions import dataclass_transform
 
 if TYPE_CHECKING:
     from collections.abc import Hashable, Iterable
 
     from sympy.printing.latex import LatexPrinter
 
-    if sys.version_info < (3, 11):
-        from typing_extensions import ParamSpec, Unpack
-    else:
+    if sys.version_info >= (3, 11):
         from typing import ParamSpec, Unpack
+    else:
+        from typing_extensions import ParamSpec, Unpack
 
     H = TypeVar("H", bound=Hashable)
     P = ParamSpec("P")
diff --git a/src/ampform/sympy/deprecated.py b/src/ampform/sympy/deprecated.py
index 9f458efd..a4a6621d 100644
--- a/src/ampform/sympy/deprecated.py
+++ b/src/ampform/sympy/deprecated.py
@@ -13,10 +13,10 @@
 
 import sympy as sp
 
-if sys.version_info < (3, 12):
-    from typing_extensions import override
-else:
+if sys.version_info >= (3, 12):
     from typing import override
+else:
+    from typing_extensions import override
 if TYPE_CHECKING:
     from sympy.printing.latex import LatexPrinter
 
diff --git a/src/ampform/sympy/math.py b/src/ampform/sympy/math.py
index 34afda9a..9d676548 100644
--- a/src/ampform/sympy/math.py
+++ b/src/ampform/sympy/math.py
@@ -11,10 +11,10 @@
 
 from ampform.sympy import NumPyPrintable
 
-if sys.version_info < (3, 12):
-    from typing_extensions import override
-else:
+if sys.version_info >= (3, 12):
     from typing import override
+else:
+    from typing_extensions import override
 if TYPE_CHECKING:
     from sympy.printing.numpy import NumPyPrinter
     from sympy.printing.printer import Printer
diff --git a/uv.lock b/uv.lock
index d5ab406d..4dde3317 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,8 +1,9 @@
 version = 1
 requires-python = ">=3.9"
 resolution-markers = [
-    "python_full_version < '3.12'",
     "python_full_version >= '3.12'",
+    "python_full_version >= '3.10' and python_full_version < '3.12'",
+    "python_full_version < '3.10'",
 ]
 
 [manifest]
@@ -24,11 +25,27 @@ wheels = [
 name = "alabaster"
 version = "0.7.16"
 source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version < '3.10'",
+]
 sdist = { url = "https://files.pythonhosted.org/packages/c9/3e/13dd8e5ed9094e734ac430b5d0eb4f2bb001708a8b7856cbf8e084e001ba/alabaster-0.7.16.tar.gz", hash = "sha256:75a8b99c28a5dad50dd7f8ccdd447a121ddb3892da9e53d1ca5cca3106d58d65", size = 23776 }
 wheels = [
     { url = "https://files.pythonhosted.org/packages/32/34/d4e1c02d3bee589efb5dfa17f88ea08bdb3e3eac12bc475462aec52ed223/alabaster-0.7.16-py3-none-any.whl", hash = "sha256:b46733c07dce03ae4e150330b975c75737fa60f0a7c591b6c8bf4928a28e2c92", size = 13511 },
 ]
 
+[[package]]
+name = "alabaster"
+version = "1.0.0"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version >= '3.12'",
+    "python_full_version >= '3.10' and python_full_version < '3.12'",
+]
+sdist = { url = "https://files.pythonhosted.org/packages/a6/f8/d9c74d0daf3f742840fd818d69cfae176fa332022fd44e3469487d5a9420/alabaster-1.0.0.tar.gz", hash = "sha256:c00dca57bca26fa62a6d7d0a9fcce65f3e026e9bfe33e9c538fd3fbb2144fd9e", size = 24210 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/7e/b3/6b4067be973ae96ba0d615946e314c5ae35f9f993eca561b356540bb0c2b/alabaster-1.0.0-py3-none-any.whl", hash = "sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b", size = 13929 },
+]
+
 [[package]]
 name = "ampform"
 version = "0.15.4"
@@ -41,7 +58,8 @@ dependencies = [
 
 [package.optional-dependencies]
 scipy = [
-    { name = "scipy" },
+    { name = "scipy", version = "1.13.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
+    { name = "scipy", version = "1.14.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
 ]
 viz = [
     { name = "graphviz" },
@@ -49,10 +67,11 @@ viz = [
 
 [package.dev-dependencies]
 dev = [
+    { name = "ampform", extra = ["scipy", "viz"] },
     { name = "black" },
-    { name = "graphviz" },
     { name = "ipympl" },
-    { name = "ipython" },
+    { name = "ipython", version = "8.18.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
+    { name = "ipython", version = "8.31.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
     { name = "ipywidgets" },
     { name = "jupyterlab" },
     { name = "jupyterlab-code-formatter" },
@@ -64,7 +83,8 @@ dev = [
     { name = "mypy" },
     { name = "myst-nb" },
     { name = "nbmake" },
-    { name = "numpy" },
+    { name = "numpy", version = "2.0.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
+    { name = "numpy", version = "2.2.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
     { name = "pytest" },
     { name = "pytest-benchmark" },
     { name = "pytest-cov" },
@@ -74,8 +94,8 @@ dev = [
     { name = "python-lsp-server", extra = ["rope"] },
     { name = "rich" },
     { name = "ruff" },
-    { name = "scipy" },
-    { name = "sphinx" },
+    { 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-autobuild" },
     { name = "sphinx-book-theme" },
@@ -90,16 +110,17 @@ dev = [
     { name = "sphinxcontrib-bibtex" },
 ]
 doc = [
+    { name = "ampform", extra = ["scipy", "viz"] },
     { name = "black" },
-    { name = "graphviz" },
     { name = "ipympl" },
     { name = "matplotlib" },
     { name = "mpl-interactions" },
     { name = "myst-nb" },
-    { name = "numpy" },
+    { name = "numpy", version = "2.0.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
+    { name = "numpy", version = "2.2.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
     { name = "rich" },
-    { name = "scipy" },
-    { name = "sphinx" },
+    { 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"] },
@@ -122,39 +143,44 @@ jupyter = [
     { name = "python-lsp-server", extra = ["rope"] },
 ]
 notebooks = [
+    { name = "ampform", extra = ["scipy", "viz"] },
     { name = "black" },
-    { name = "graphviz" },
     { name = "ipympl" },
     { name = "matplotlib" },
     { name = "mpl-interactions" },
-    { name = "numpy" },
+    { name = "numpy", version = "2.0.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
+    { name = "numpy", version = "2.2.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
     { name = "rich" },
-    { name = "scipy" },
 ]
 style = [
-    { name = "ipython" },
+    { name = "ipython", version = "8.18.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
+    { name = "ipython", version = "8.31.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
     { name = "ipywidgets" },
     { name = "mypy" },
-    { name = "numpy" },
+    { name = "numpy", version = "2.0.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
+    { name = "numpy", version = "2.2.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
     { name = "pytest" },
     { name = "pytest-benchmark" },
     { name = "sphinx-api-relink" },
 ]
 test = [
+    { name = "ampform", extra = ["scipy"] },
     { name = "ipywidgets" },
     { name = "nbmake" },
-    { name = "numpy" },
+    { name = "numpy", version = "2.0.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
+    { name = "numpy", version = "2.2.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
     { name = "pytest" },
     { name = "pytest-benchmark" },
     { name = "pytest-cov" },
     { name = "pytest-profiling" },
     { name = "pytest-xdist" },
-    { name = "scipy" },
 ]
 types = [
-    { name = "ipython" },
+    { name = "ipython", version = "8.18.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
+    { name = "ipython", version = "8.31.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
     { name = "ipywidgets" },
-    { name = "numpy" },
+    { name = "numpy", version = "2.0.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" },
+    { name = "numpy", version = "2.2.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" },
     { name = "pytest" },
     { name = "pytest-benchmark" },
     { name = "sphinx-api-relink" },
@@ -288,17 +314,17 @@ types = [
 
 [[package]]
 name = "anyio"
-version = "4.6.2.post1"
+version = "4.7.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "exceptiongroup", marker = "python_full_version < '3.11'" },
     { name = "idna" },
     { name = "sniffio" },
-    { name = "typing-extensions", marker = "python_full_version < '3.11'" },
+    { name = "typing-extensions", marker = "python_full_version < '3.13'" },
 ]
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