diff --git a/.binder/runtime.txt b/.binder/runtime.txt
index 67ebc4e9..d2aca3a7 100644
--- a/.binder/runtime.txt
+++ b/.binder/runtime.txt
@@ -1 +1 @@
-python-3.11
+python-3.12
diff --git a/.envrc b/.envrc
index 41fd2cab..4f10d2fa 100644
--- a/.envrc
+++ b/.envrc
@@ -1,2 +1,4 @@
 uv sync --all-extras --quiet
 source .venv/bin/activate
+
+export PYTHONHASHSEED=0
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 7f30b9d2..7d2cc273 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -34,7 +34,6 @@ jobs:
       id-token: write
     with:
       apt-packages: graphviz
-      python-version: "3.11"
       specific-pip-packages: ${{ inputs.specific-pip-packages }}
   pytest:
     uses: ComPWA/actions/.github/workflows/pytest.yml@v2.1
@@ -47,5 +46,3 @@ jobs:
     secrets:
       token: ${{ secrets.PAT }}
     uses: ComPWA/actions/.github/workflows/pre-commit.yml@v2.1
-    with:
-      python-version: "3.11"
diff --git a/.github/workflows/lock.yml b/.github/workflows/lock.yml
index e6a5c10a..6a138583 100644
--- a/.github/workflows/lock.yml
+++ b/.github/workflows/lock.yml
@@ -13,8 +13,6 @@ on:
     paths:
       - .pre-commit-config.yaml
       - uv.lock
-  schedule:
-    - cron: "0 3 7 */1 *"
   workflow_dispatch:
 
 jobs:
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 79937c7e..2ccbfdd8 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -14,15 +14,15 @@ repos:
       - id: check-useless-excludes
 
   - repo: https://github.com/ComPWA/policy
-    rev: 0.5.5
+    rev: 0.5.6
     hooks:
       - id: check-dev-files
         args:
           - --doc-apt-packages=graphviz
-          - --dev-python-version=3.11
-          - --update-lock-files=monthly
+          - --environment-variables=PYTHONHASHSEED=0
           - --repo-name=ampform
           - --repo-title=AmpForm
+          - --update-lock-files=outsource
       - id: colab-toc-visible
       - id: fix-nbformat-version
       - id: remove-empty-tags
@@ -33,7 +33,7 @@ repos:
           - --extras-require=doc,viz
 
   - repo: https://github.com/kynan/nbstripout
-    rev: 0.7.1
+    rev: 0.8.0
     hooks:
       - id: nbstripout
         args:
@@ -61,7 +61,7 @@ repos:
             metadata.vscode
 
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.7.1
+    rev: v0.7.2
     hooks:
       - id: ruff
         args: [--fix]
@@ -128,7 +128,7 @@ repos:
         pass_filenames: false
 
   - repo: https://github.com/streetsidesoftware/cspell-cli
-    rev: v8.15.2
+    rev: v8.15.3
     hooks:
       - id: cspell
 
@@ -154,11 +154,11 @@ repos:
           - python
 
   - repo: https://github.com/ComPWA/pyright-pre-commit
-    rev: v1.1.386
+    rev: v1.1.388
     hooks:
       - id: pyright
 
   - repo: https://github.com/astral-sh/uv-pre-commit
-    rev: 0.4.27
+    rev: 0.4.30
     hooks:
       - id: uv-lock
diff --git a/.python-version b/.python-version
index 2c073331..e4fba218 100644
--- a/.python-version
+++ b/.python-version
@@ -1 +1 @@
-3.11
+3.12
diff --git a/.readthedocs.yml b/.readthedocs.yml
index 304dad25..5bf72252 100644
--- a/.readthedocs.yml
+++ b/.readthedocs.yml
@@ -3,7 +3,7 @@ version: 2
 build:
   os: ubuntu-24.04
   tools:
-    python: "3.11"
+    python: "3.12"
   commands:
     - |-
       export PIXI_HOME=$READTHEDOCS_VIRTUALENV_PATH
diff --git a/docs/conf.py b/docs/conf.py
index 7df083fb..0c2aadf2 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -286,6 +286,7 @@ def _get_dataclasses(module):
 linkcheck_ignore = [
     "http://www.curtismeyer.com",
     "https://doi.org/10.1002",  # 403 for onlinelibrary.wiley.com
+    "https://doi.org/10.1093",  # 403 for PTEP
     "https://doi.org/10.1103",  # 403 for Phys Rev D
     "https://doi.org/10.1155",  # 403 for hindawi.com
     "https://home.fnal.gov/~kutschke/Angdist/angdist.ps",
diff --git a/uv.lock b/uv.lock
index ea9b406a..d5ab406d 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,5 +1,9 @@
 version = 1
 requires-python = ">=3.9"
+resolution-markers = [
+    "python_full_version < '3.12'",
+    "python_full_version >= '3.12'",
+]
 
 [manifest]
 constraints = [{ name = "pytest-profiling", specifier = "!=1.8.0" }]
@@ -43,7 +47,7 @@ viz = [
     { name = "graphviz" },
 ]
 
-[package.dependency-groups]
+[package.dev-dependencies]
 dev = [
     { name = "black" },
     { name = "graphviz" },
@@ -165,7 +169,7 @@ requires-dist = [
     { name = "sympy", specifier = ">=1.10" },
 ]
 
-[package.metadata.dependency-groups]
+[package.metadata.requires-dev]
 dev = [
     { name = "ampform", extras = ["scipy"] },
     { name = "ampform", extras = ["scipy", "viz"] },
@@ -446,15 +450,14 @@ wheels = [
 
 [[package]]
 name = "bleach"
-version = "6.1.0"
+version = "6.2.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "six" },
     { name = "webencodings" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/6d/10/77f32b088738f40d4f5be801daa5f327879eadd4562f36a2b5ab975ae571/bleach-6.1.0.tar.gz", hash = "sha256:0a31f1837963c41d46bbf1331b8778e1308ea0791db03cc4e7357b97cf42a8fe", size = 202119 }
+sdist = { url = "https://files.pythonhosted.org/packages/76/9a/0e33f5054c54d349ea62c277191c020c2d6ef1d65ab2cb1993f91ec846d1/bleach-6.2.0.tar.gz", hash = "sha256:123e894118b8a599fd80d3ec1a6d4cc7ce4e5882b1317a7e1ba69b56e95f991f", size = 203083 }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/fc/55/96142937f66150805c25c4d0f31ee4132fd33497753400734f9dfdcbdc66/bleach-6.2.0-py3-none-any.whl", hash = "sha256:117d9c6097a7c3d22fd578fcd8d35ff1e125df6736f554da4e432fdd63f31e5e", size = 163406 },
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 [[package]]
@@ -1502,7 +1505,7 @@ wheels = [
 
 [[package]]
 name = "jupyterlab"
-version = "4.2.5"
+version = "4.3.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "async-lru" },
@@ -1521,9 +1524,9 @@ dependencies = [
     { name = "tornado" },
     { name = "traitlets" },
 ]
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+sdist = { url = "https://files.pythonhosted.org/packages/1b/19/67c3dd19789337396f2e43d9d8373d5e59b4ce6ad8df51edde83bf2156fd/jupyterlab-4.3.0.tar.gz", hash = "sha256:7c6835cbf8df0af0ec8a39332e85ff11693fb9a468205343b4fc0bfbc74817e5", size = 21797258 }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/2c/61/e87b188e224c040ff5a30fd63ea61d1767e419d23abb9c731693d6de0a64/jupyterlab-4.3.0-py3-none-any.whl", hash = "sha256:f67e1095ad61ae04349024f0b40345062ab108a0c6998d9810fec6a3c1a70cd5", size = 11662506 },
 ]
 
 [[package]]
@@ -1541,7 +1544,7 @@ wheels = [
 
 [[package]]
 name = "jupyterlab-git"
-version = "0.50.1"
+version = "0.50.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "jupyter-server" },
@@ -1551,9 +1554,9 @@ dependencies = [
     { name = "pexpect" },
     { name = "traitlets" },
 ]
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+sdist = { url = "https://files.pythonhosted.org/packages/c5/00/a8123e22ead190dce24c75aeb9a5708f3a6886abc91a3e18d45d7418e8aa/jupyterlab_git-0.50.2.tar.gz", hash = "sha256:ceefdc85632caf499a048b434459d03b5e621665801e9db7197bd486f5d33433", size = 15248711 }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/65/70/fb5a07776b00802afae9687e61db5e44b08959129988ba5df3791bd420b9/jupyterlab_git-0.50.2-py3-none-any.whl", hash = "sha256:059114d19fcb5560f82914b070ed7654fab62392e3c1fdd5946c5dc460ae3697", size = 1154095 },
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 [[package]]
@@ -2507,28 +2510,28 @@ wheels = [
 
 [[package]]
 name = "pytest-benchmark"
-version = "4.0.0"
+version = "5.1.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
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 [[package]]
 name = "pytest-cov"
-version = "5.0.0"
+version = "6.0.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "coverage", extra = ["toml"] },
     { name = "pytest" },
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 [[package]]
@@ -2898,16 +2901,16 @@ wheels = [
 
 [[package]]
 name = "rich"
-version = "13.9.3"
+version = "13.9.4"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
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 [[package]]
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