diff --git a/binder/apt.txt b/.binder/apt.txt
similarity index 100%
rename from binder/apt.txt
rename to .binder/apt.txt
diff --git a/.binder/postBuild b/.binder/postBuild
new file mode 100755
index 0000000..8da2dfc
--- /dev/null
+++ b/.binder/postBuild
@@ -0,0 +1,10 @@
+#!/bin/bash
+set -ex
+curl -LsSf https://astral.sh/uv/install.sh | sh
+source $HOME/.cargo/env
+uv export \
+  > requirements.txt
+uv pip install \
+  --requirement requirements.txt \
+  --system
+uv cache clean
diff --git a/.binder/runtime.txt b/.binder/runtime.txt
new file mode 100644
index 0000000..d2aca3a
--- /dev/null
+++ b/.binder/runtime.txt
@@ -0,0 +1 @@
+python-3.12
diff --git a/.cspell.json b/.cspell.json
index c7cda3c..df703fb 100644
--- a/.cspell.json
+++ b/.cspell.json
@@ -15,6 +15,7 @@
   ],
   "ignorePaths": [
     "**/.cspell.json",
+    ".envrc",
     ".github/workflows",
     ".gitignore",
     ".pre-commit-config.yaml",
@@ -97,6 +98,7 @@
     "preorder",
     "pygments",
     "pyplot",
+    "pyproject",
     "pytest",
     "redeboer",
     "rtfd",
diff --git a/.editorconfig b/.editorconfig
index 88befe6..674376f 100644
--- a/.editorconfig
+++ b/.editorconfig
@@ -16,5 +16,5 @@ indent_size = 4
 [LICENSE]
 indent_size = unset
 
-[setup.cfg]
+[uv.lock]
 indent_size = 4
diff --git a/.envrc b/.envrc
index cce3aa5..41fd2ca 100644
--- a/.envrc
+++ b/.envrc
@@ -1 +1,2 @@
-layout anaconda
+uv sync --all-extras --quiet
+source .venv/bin/activate
diff --git a/.github/workflows/clean-caches.yml b/.github/workflows/clean-caches.yml
index a66c407..939e136 100644
--- a/.github/workflows/clean-caches.yml
+++ b/.github/workflows/clean-caches.yml
@@ -14,7 +14,7 @@ on:
 jobs:
   cleanup:
     name: Remove caches
-    runs-on: ubuntu-22.04
+    runs-on: ubuntu-24.04
     steps:
       - uses: ComPWA/actions/clean-caches@v1
         with:
diff --git a/.github/workflows/constraints.yml b/.github/workflows/constraints.yml
deleted file mode 100644
index 0b28652..0000000
--- a/.github/workflows/constraints.yml
+++ /dev/null
@@ -1,103 +0,0 @@
-name: Requirements
-
-concurrency:
-  group: ${{ github.workflow }}-${{ github.ref }}
-  cancel-in-progress: true
-
-on:
-  pull_request:
-    branches:
-      - main
-      - epic/*
-      - "[0-9]+.[0-9]+.x"
-    paths:
-      - "**/requirements.in"
-      - "**/requirements.txt"
-      - .pre-commit-config.yaml
-  workflow_dispatch:
-
-jobs:
-  pip-constraints:
-    if: >-
-      github.event_name == 'workflow_dispatch' ||
-      github.event.pull_request.head.repo.full_name == github.repository
-    name: Update pip constraints
-    runs-on: ubuntu-22.04
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-python@v5
-        with:
-          python-version: "3.9"
-      - uses: hynek/setup-cached-uv@v2
-      - run: pip install tox uv -c requirements.txt
-      - run: tox -e update
-      - uses: actions/upload-artifact@v4
-        with:
-          name: pip-constraints
-          path: |
-            binder/requirements.txt
-            requirements.txt
-
-  pre-commit:
-    name: pre-commit autoupdate
-    if: >-
-      github.event_name == 'workflow_dispatch' ||
-      github.event.pull_request.head.repo.full_name == github.repository
-    runs-on: ubuntu-22.04
-    steps:
-      - uses: actions/checkout@v4
-      - uses: ComPWA/update-pre-commit@main
-
-  push:
-    name: Push changes
-    runs-on: ubuntu-22.04
-    needs:
-      - pip-constraints
-      - pre-commit
-    steps:
-      - uses: actions/checkout@v4
-        with:
-          token: ${{ secrets.PAT }}
-      - uses: actions/download-artifact@v4
-        with:
-          merge-multiple: true
-          path: artifact
-      - run: ls -A
-      - name: Move artifacts to correct location
-        run: |
-          if [[ -d artifact ]]; then
-            cd artifact
-            ls -A
-            for path in .pre-commit-config.yaml requirements.txt binder/requirements.txt; do
-              [[ -f $path ]] && mv -f $path ../$path
-            done
-          fi
-      - run: git status -s
-      - name: Commit and push changes
-        if: github.event_name == 'pull_request'
-        run: |
-          git remote set-url origin https://x-access-token:${{ secrets.PAT }}@github.com/${{ github.repository }}
-          git config --global user.name "GitHub"
-          git config --global user.email "noreply@github.com"
-          git checkout -b ${{ github.head_ref }}
-          if [[ $(git status -s) ]]; then
-            git add -A
-            git commit -m "MAINT: update pip constraints and pre-commit"
-            git config pull.rebase true
-            git pull origin ${{ github.head_ref }}
-            git push origin HEAD:${{ github.head_ref }}
-          fi
-      - name: Create Pull Request
-        if: >-
-          github.event_name == 'workflow_dispatch'
-        uses: peter-evans/create-pull-request@v6
-        with:
-          commit-message: "MAINT: update pip constraints and pre-commit"
-          committer: GitHub <noreply@github.com>
-          author: GitHub <noreply@github.com>
-          title: "MAINT: update pip constraints and pre-commit"
-          labels: |
-            🔨 Maintenance
-          branch-suffix: timestamp
-          delete-branch: true
-          token: ${{ secrets.PAT }}
diff --git a/.github/workflows/lock.yml b/.github/workflows/lock.yml
new file mode 100644
index 0000000..6a13858
--- /dev/null
+++ b/.github/workflows/lock.yml
@@ -0,0 +1,22 @@
+name: Update
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: |-
+    ${{ github.ref != format('refs/heads/{0}', github.event.repository.default_branch) }}
+
+on:
+  pull_request:
+    branches:
+      - main
+      - epic/*
+    paths:
+      - .pre-commit-config.yaml
+      - uv.lock
+  workflow_dispatch:
+
+jobs:
+  lock:
+    uses: ComPWA/actions/.github/workflows/lock.yml@v2
+    secrets:
+      token: ${{ secrets.PAT }}
diff --git a/.github/workflows/notebook.yml b/.github/workflows/notebook.yml
index dee7090..05e91cc 100644
--- a/.github/workflows/notebook.yml
+++ b/.github/workflows/notebook.yml
@@ -18,19 +18,15 @@ on:
 jobs:
   pytest:
     name: Run all notebooks
-    runs-on: ubuntu-22.04
+    runs-on: ubuntu-24.04
     steps:
       - uses: actions/checkout@v4
       - uses: actions/setup-python@v5
         with:
-          python-version: "3.9"
-      - uses: hynek/setup-cached-uv@v2
-      - name: Install dependencies
-        run: |
-          sudo apt-get -y install graphviz
-          pip install uv
-      - run: |
-          for notebook in $(git ls-files | grep ipynb); do
-            uv pip sync requirements.txt --quiet --system
-            pytest $notebook --no-header
-          done
+          python-version: "3.12"
+      - uses: astral-sh/setup-uv@v3
+        with:
+          enable-cache: true
+      - name: Install graphviz
+        run: sudo apt-get -y install graphviz
+      - run: uv run --extra dev pytest
diff --git a/.github/workflows/pr-linting.yml b/.github/workflows/pr-linting.yml
index 2fe7723..969d011 100644
--- a/.github/workflows/pr-linting.yml
+++ b/.github/workflows/pr-linting.yml
@@ -17,7 +17,7 @@ on:
 jobs:
   check-labels:
     name: Check labels
-    runs-on: ubuntu-22.04
+    runs-on: ubuntu-24.04
     steps:
       - uses: docker://agilepathway/pull-request-label-checker:latest # cspell:ignore agilepathway
         with:
@@ -28,7 +28,7 @@ jobs:
 
   check-title:
     name: Check title
-    runs-on: ubuntu-22.04
+    runs-on: ubuntu-24.04
     steps:
       - uses: actions/checkout@v4
       - run: npm install @compwa/commitlint-config
diff --git a/.gitignore b/.gitignore
index efdfab5..14fd9c3 100644
--- a/.gitignore
+++ b/.gitignore
@@ -3,5 +3,4 @@
 .ipynb_checkpoints/
 .tox/
 .virtual_documents/
-condaenv.*.requirements.txt
 node_modules/
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 3b9ad11..2920a3b 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,9 +1,6 @@
 ci:
-  autoupdate_commit_msg: "MAINT: autoupdate pre-commit hooks"
+  autoupdate_commit_msg: "MAINT: update lock files"
   autoupdate_schedule: quarterly
-  skip:
-    - prettier
-    - taplo
 
 repos:
   - repo: meta
@@ -11,11 +8,27 @@ repos:
       - id: check-hooks-apply
       - id: check-useless-excludes
 
+  - repo: https://github.com/ComPWA/policy
+    rev: 0.5.1
+    hooks:
+      - id: check-dev-files
+        args:
+          - --doc-apt-packages=graphviz
+          - --no-cd
+          - --no-cspell-update
+          - --no-github-actions
+          - --no-pypi
+          - --repo-name=ComPWA-demo
+          - --repo-title="ComPWA demos"
+      - id: colab-toc-visible
+      - id: remove-empty-tags
+
   - repo: https://github.com/kynan/nbstripout
     rev: 0.7.1
     hooks:
       - id: nbstripout
         args:
+          - --drop-empty-cells
           - --extra-keys
           - |
             cell.attachments
@@ -38,24 +51,8 @@ repos:
             metadata.varInspector
             metadata.vscode
 
-  - repo: https://github.com/ComPWA/policy
-    rev: 0.3.18
-    hooks:
-      - id: check-dev-files
-        args:
-          - --no-cspell-update
-          - --no-github-actions
-          - --no-gitpod
-          - --no-prettierrc
-          - --no-pypi
-          - --no-version-branches
-          - --repo-name=ComPWA-demo
-          - --repo-title="ComPWA demos"
-      - id: colab-toc-visible
-      - id: remove-empty-tags
-
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.5.7
+    rev: v0.7.0
     hooks:
       - id: ruff
         args: [--fix]
@@ -64,7 +61,7 @@ repos:
         types_or: [python, pyi, jupyter]
 
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.6.0
+    rev: v5.0.0
     hooks:
       - id: check-case-conflict
       - id: check-json
@@ -80,15 +77,15 @@ repos:
       - id: mixed-line-ending
       - id: trailing-whitespace
 
-  - repo: https://github.com/pre-commit/mirrors-prettier
-    rev: v4.0.0-alpha.8
+  - repo: https://github.com/ComPWA/prettier-pre-commit
+    rev: v3.3.3
     hooks:
       - id: prettier
 
-  - repo: https://github.com/ComPWA/mirrors-taplo
-    rev: v0.8.1
+  - repo: https://github.com/ComPWA/taplo-pre-commit
+    rev: v0.9.3
     hooks:
-      - id: taplo
+      - id: taplo-format
 
   - repo: https://github.com/pappasam/toml-sort
     rev: v0.23.1
@@ -98,13 +95,18 @@ repos:
           - --in-place
 
   - repo: https://github.com/streetsidesoftware/cspell-cli
-    rev: v8.13.2
+    rev: v8.15.2
     hooks:
       - id: cspell
 
   - repo: https://github.com/editorconfig-checker/editorconfig-checker.python
-    rev: 2.7.3
+    rev: 3.0.3
     hooks:
       - id: editorconfig-checker
         name: editorconfig
         alias: ec
+
+  - repo: https://github.com/astral-sh/uv-pre-commit
+    rev: 0.4.25
+    hooks:
+      - id: uv-lock
diff --git a/.python-version b/.python-version
new file mode 100644
index 0000000..e4fba21
--- /dev/null
+++ b/.python-version
@@ -0,0 +1 @@
+3.12
diff --git a/.vscode/extensions.json b/.vscode/extensions.json
index 7f72746..6bd7aa6 100644
--- a/.vscode/extensions.json
+++ b/.vscode/extensions.json
@@ -5,6 +5,7 @@
     "editorconfig.editorconfig",
     "esbenp.prettier-vscode",
     "github.vscode-github-actions",
+    "mhutchie.git-graph",
     "ms-python.python",
     "ms-vsliveshare.vsliveshare",
     "redhat.vscode-yaml",
diff --git a/.vscode/settings.json b/.vscode/settings.json
index cf31567..5bed332 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -48,5 +48,8 @@
   "ruff.enable": true,
   "ruff.importStrategy": "fromEnvironment",
   "ruff.organizeImports": true,
+  "search.exclude": {
+    "**/uv.lock": true
+  },
   "telemetry.telemetryLevel": "off"
 }
diff --git a/2021.11.29/.python-version b/2021.11.29/.python-version
new file mode 100644
index 0000000..e4fba21
--- /dev/null
+++ b/2021.11.29/.python-version
@@ -0,0 +1 @@
+3.12
diff --git a/2021.11.29/ampform.ipynb b/2021.11.29/ampform.ipynb
index aa0d593..be1b4a4 100644
--- a/2021.11.29/ampform.ipynb
+++ b/2021.11.29/ampform.ipynb
@@ -27,15 +27,6 @@
     "## Install dependencies"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "!uv pip install -q 'ampform[viz]==0.11.*'"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -46,14 +37,12 @@
    },
    "outputs": [],
    "source": [
-    "%load_ext autoreload\n",
-    "%autoreload\n",
     "import ampform\n",
     "import graphviz\n",
     "import qrules\n",
     "import symplot\n",
     "import sympy as sp\n",
-    "from ampform.dynamics import BlattWeisskopfSquared, CoupledWidth\n",
+    "from ampform.dynamics import BlattWeisskopfSquared, EnergyDependentWidth\n",
     "from ampform.dynamics.builder import (\n",
     "    create_analytic_breit_wigner,\n",
     "    create_relativistic_breit_wigner_with_ff,\n",
@@ -217,14 +206,14 @@
     "    for node in sp.preorder_traversal(expression):\n",
     "        if node.free_symbols:\n",
     "            continue\n",
-    "        if isinstance(node, (float, sp.Float)):\n",
+    "        if isinstance(node, float | sp.Float):\n",
     "            expression = expression.xreplace({node: node.n(n_decimals)})\n",
     "    return expression\n",
     "\n",
     "\n",
     "A_step1 = some_amplitude\n",
     "A_step2 = symplot.partial_doit(A_step1, (BlattWeisskopfSquared, WignerD))\n",
-    "A_step2 = symplot.partial_doit(A_step2, CoupledWidth)\n",
+    "A_step2 = symplot.partial_doit(A_step2, EnergyDependentWidth)\n",
     "substitutions = {\n",
     "    sp.Symbol(\"m_0\", real=True): PDG[\"K0\"].mass,\n",
     "    sp.Symbol(\"m_1\", real=True): PDG[\"K-\"].mass,\n",
@@ -269,9 +258,9 @@
    "toc_visible": true
   },
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "Pyproject Local",
    "language": "python",
-   "name": "python3"
+   "name": "pyproject_local_kernel"
   },
   "language_info": {
    "codemirror_mode": {
@@ -283,7 +272,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.12.6"
   }
  },
  "nbformat": 4,
diff --git a/2021.11.29/pyproject.toml b/2021.11.29/pyproject.toml
new file mode 100644
index 0000000..6afe906
--- /dev/null
+++ b/2021.11.29/pyproject.toml
@@ -0,0 +1,14 @@
+[project]
+dependencies = [
+    "ampform[viz]==0.12.*",
+    "ipywidgets",
+    "matplotlib",
+    "numpy~=1.0",
+    "qrules[viz]==0.9.*",
+    "tensorwaves[jax,pwa]==0.4.*",
+]
+name = "2021-11-29"
+requires-python = ">=3.12"
+version = "0.0.0"
+
+[tool.uv.workspace]
diff --git a/2021.11.29/qrules.ipynb b/2021.11.29/qrules.ipynb
index 13fbda6..e5fe8fb 100644
--- a/2021.11.29/qrules.ipynb
+++ b/2021.11.29/qrules.ipynb
@@ -26,17 +26,6 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "!uv pip install -q 'qrules[viz]==0.9.*'"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "%load_ext autoreload\n",
-    "%autoreload\n",
     "import graphviz\n",
     "import qrules"
    ]
@@ -107,9 +96,9 @@
    "toc_visible": true
   },
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "Pyproject Local",
    "language": "python",
-   "name": "python3"
+   "name": "pyproject_local_kernel"
   },
   "language_info": {
    "codemirror_mode": {
@@ -121,7 +110,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.12.6"
   }
  },
  "nbformat": 4,
diff --git a/2021.11.29/tensorwaves.ipynb b/2021.11.29/tensorwaves.ipynb
index a6828e1..b3d977e 100644
--- a/2021.11.29/tensorwaves.ipynb
+++ b/2021.11.29/tensorwaves.ipynb
@@ -27,15 +27,6 @@
     "## Install dependencies"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "!uv pip install -q 'ampform[viz]==0.12.*' 'tensorwaves[jax,pwa]==0.4.*' 'tensorflow==2.12.*' matplotlib"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -46,8 +37,6 @@
    },
    "outputs": [],
    "source": [
-    "%load_ext autoreload\n",
-    "%autoreload\n",
     "%config InlineBackend.figure_formats = ['svg']\n",
     "import logging\n",
     "import re\n",
@@ -395,7 +384,7 @@
     "\n",
     "legend = ax2.legend(loc=(0.77, 0.43))\n",
     "legend.get_frame().set_alpha(None)\n",
-    "for par, line in zip(initial_parameters, ax2.get_lines()):\n",
+    "for par, line in zip(initial_parameters, ax2.get_lines(), strict=True):\n",
     "    label = line.get_label()\n",
     "    color = line.get_color()\n",
     "    ax2.axhline(\n",
@@ -413,9 +402,9 @@
    "toc_visible": true
   },
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "Pyproject Local",
    "language": "python",
-   "name": "python3"
+   "name": "pyproject_local_kernel"
   },
   "language_info": {
    "codemirror_mode": {
@@ -427,7 +416,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.12.6"
   }
  },
  "nbformat": 4,
diff --git a/2021.11.29/uv.lock b/2021.11.29/uv.lock
new file mode 100644
index 0000000..e081ea0
--- /dev/null
+++ b/2021.11.29/uv.lock
@@ -0,0 +1,1607 @@
+version = 1
+requires-python = ">=3.11"
+resolution-markers = [
+    "python_full_version < '3.12'",
+    "python_full_version >= '3.12'",
+]
+
+[[package]]
+name = "2021-11-29"
+version = "0.0.0"
+source = { virtual = "." }
+dependencies = [
+    { name = "ampform", extra = ["viz"] },
+    { name = "ipywidgets" },
+    { name = "matplotlib" },
+    { name = "numpy" },
+    { name = "qrules", extra = ["viz"] },
+    { name = "tensorwaves", extra = ["jax", "pwa"] },
+]
+
+[package.metadata]
+requires-dist = [
+    { name = "ampform", extras = ["viz"], specifier = "==0.12.*" },
+    { name = "ipywidgets" },
+    { name = "matplotlib" },
+    { name = "numpy", specifier = "~=1.0" },
+    { name = "qrules", extras = ["viz"], specifier = "==0.9.*" },
+    { name = "tensorwaves", extras = ["jax", "pwa"], specifier = "==0.4.*" },
+]
+
+[[package]]
+name = "absl-py"
+version = "2.1.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/7a/8f/fc001b92ecc467cc32ab38398bd0bfb45df46e7523bf33c2ad22a505f06e/absl-py-2.1.0.tar.gz", hash = "sha256:7820790efbb316739cde8b4e19357243fc3608a152024288513dd968d7d959ff", size = 118055 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/a2/ad/e0d3c824784ff121c03cc031f944bc7e139a8f1870ffd2845cc2dd76f6c4/absl_py-2.1.0-py3-none-any.whl", hash = "sha256:526a04eadab8b4ee719ce68f204172ead1027549089702d99b9059f129ff1308", size = 133706 },
+]
+
+[[package]]
+name = "ampform"
+version = "0.12.6"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "attrs" },
+    { name = "qrules" },
+    { name = "sympy" },
+]
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diff --git a/2021.12.13/.python-version b/2021.12.13/.python-version
new file mode 100644
index 0000000..e4fba21
--- /dev/null
+++ b/2021.12.13/.python-version
@@ -0,0 +1 @@
+3.12
diff --git a/2021.12.13/ampform.ipynb b/2021.12.13/ampform.ipynb
index 5b14d69..dbb661a 100644
--- a/2021.12.13/ampform.ipynb
+++ b/2021.12.13/ampform.ipynb
@@ -27,15 +27,6 @@
     "## Install dependencies"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "!uv pip install -q 'ampform[viz]==0.12.*'"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -46,9 +37,7 @@
    },
    "outputs": [],
    "source": [
-    "%load_ext autoreload\n",
-    "%autoreload\n",
-    "from functools import lru_cache\n",
+    "from functools import cache\n",
     "\n",
     "import ampform\n",
     "import graphviz\n",
@@ -226,7 +215,7 @@
     "    for node in sp.preorder_traversal(expression):\n",
     "        if node.free_symbols:\n",
     "            continue\n",
-    "        if isinstance(node, (float, sp.Float)):\n",
+    "        if isinstance(node, float | sp.Float):\n",
     "            expression = expression.xreplace({node: node.n(n_decimals)})\n",
     "    return expression\n",
     "\n",
@@ -292,7 +281,7 @@
    "outputs": [],
    "source": [
     "aliases = [\"phi\", \"a(0)(980)\", \"a(0)(1450)\", \"full model\"]\n",
-    "amplitudes = dict(zip(aliases, model.components.values()))\n",
+    "amplitudes = dict(zip(aliases, model.components.values(), strict=True))\n",
     "\n",
     "\n",
     "def partial_doit(expr, classes):\n",
@@ -304,7 +293,7 @@
     "    return expr\n",
     "\n",
     "\n",
-    "@lru_cache(maxsize=None)\n",
+    "@cache\n",
     "def get_amplitude(\n",
     "    name,\n",
     "    doit,\n",
@@ -327,7 +316,7 @@
     "    return expr\n",
     "\n",
     "\n",
-    "@lru_cache(maxsize=None)\n",
+    "@cache\n",
     "def create_graph(expression, fig_size, visualize_cse):\n",
     "    if fig_size == \"full\":\n",
     "        fig_size = None\n",
@@ -505,9 +494,9 @@
    "toc_visible": true
   },
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "Pyproject Local",
    "language": "python",
-   "name": "python3"
+   "name": "pyproject_local_kernel"
   },
   "language_info": {
    "codemirror_mode": {
@@ -519,7 +508,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.12.6"
   }
  },
  "nbformat": 4,
diff --git a/2021.12.13/pyproject.toml b/2021.12.13/pyproject.toml
new file mode 100644
index 0000000..e53b298
--- /dev/null
+++ b/2021.12.13/pyproject.toml
@@ -0,0 +1,14 @@
+[project]
+dependencies = [
+    "ampform[viz]==0.12.*",
+    "ipywidgets",
+    "matplotlib",
+    "numpy~=1.0",
+    "qrules[viz]==0.9.*",
+    "tensorwaves[jax,pwa]==0.4.*",
+]
+name = "2021-12-13"
+requires-python = ">=3.12"
+version = "0.0.0"
+
+[tool.uv.workspace]
diff --git a/2021.12.13/qrules.ipynb b/2021.12.13/qrules.ipynb
index 6fce7e9..ade126e 100644
--- a/2021.12.13/qrules.ipynb
+++ b/2021.12.13/qrules.ipynb
@@ -26,17 +26,6 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "!uv pip install -q 'qrules[viz]==0.9.*'"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "%load_ext autoreload\n",
-    "%autoreload\n",
     "import graphviz\n",
     "import qrules"
    ]
@@ -145,9 +134,9 @@
    "toc_visible": true
   },
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "Pyproject Local",
    "language": "python",
-   "name": "python3"
+   "name": "pyproject_local_kernel"
   },
   "language_info": {
    "codemirror_mode": {
@@ -159,7 +148,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.12.6"
   }
  },
  "nbformat": 4,
diff --git a/2021.12.13/tensorwaves-caching.ipynb b/2021.12.13/tensorwaves-caching.ipynb
index 8ec015b..c85b047 100644
--- a/2021.12.13/tensorwaves-caching.ipynb
+++ b/2021.12.13/tensorwaves-caching.ipynb
@@ -29,15 +29,6 @@
     "## Install dependencies"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "!uv pip install -q 'ampform[viz]==0.12.*' 'tensorwaves[jax,pwa]==0.4.*' 'tensorflow==2.12.*' matplotlib"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -48,8 +39,6 @@
    },
    "outputs": [],
    "source": [
-    "%load_ext autoreload\n",
-    "%autoreload\n",
     "%config InlineBackend.figure_formats = ['svg']\n",
     "import logging\n",
     "import re\n",
@@ -701,7 +690,7 @@
     "\n",
     "legend = ax2.legend(loc=(0.77, 0.43))\n",
     "legend.get_frame().set_alpha(None)\n",
-    "for par, line in zip(initial_parameters, ax2.get_lines()):\n",
+    "for par, line in zip(initial_parameters, ax2.get_lines(), strict=True):\n",
     "    label = line.get_label()\n",
     "    color = line.get_color()\n",
     "    ax2.axhline(\n",
@@ -719,9 +708,9 @@
    "toc_visible": true
   },
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "Pyproject Local",
    "language": "python",
-   "name": "python3"
+   "name": "pyproject_local_kernel"
   },
   "language_info": {
    "codemirror_mode": {
@@ -733,7 +722,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.12.6"
   }
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  "nbformat": 4,
diff --git a/2021.12.13/tensorwaves-optimized-expression.ipynb b/2021.12.13/tensorwaves-optimized-expression.ipynb
index 2cdf836..8f9851d 100644
--- a/2021.12.13/tensorwaves-optimized-expression.ipynb
+++ b/2021.12.13/tensorwaves-optimized-expression.ipynb
@@ -29,15 +29,6 @@
     "## Install dependencies"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "!uv pip install -q 'ampform[viz]==0.12.*' 'tensorwaves[jax,pwa]==0.4.*' 'tensorflow==2.12.*' matplotlib"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -48,8 +39,6 @@
    },
    "outputs": [],
    "source": [
-    "%load_ext autoreload\n",
-    "%autoreload\n",
     "%config InlineBackend.figure_formats = ['svg']\n",
     "import logging\n",
     "import re\n",
@@ -554,7 +543,7 @@
     "\n",
     "legend = ax2.legend(loc=(0.77, 0.43))\n",
     "legend.get_frame().set_alpha(None)\n",
-    "for par, line in zip(initial_parameters, ax2.get_lines()):\n",
+    "for par, line in zip(initial_parameters, ax2.get_lines(), strict=True):\n",
     "    label = line.get_label()\n",
     "    color = line.get_color()\n",
     "    ax2.axhline(\n",
@@ -572,9 +561,9 @@
    "toc_visible": true
   },
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "Pyproject Local",
    "language": "python",
-   "name": "python3"
+   "name": "pyproject_local_kernel"
   },
   "language_info": {
    "codemirror_mode": {
@@ -586,7 +575,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.12.6"
   }
  },
  "nbformat": 4,
diff --git a/2021.12.13/tensorwaves.ipynb b/2021.12.13/tensorwaves.ipynb
index e5cf51f..73ca187 100644
--- a/2021.12.13/tensorwaves.ipynb
+++ b/2021.12.13/tensorwaves.ipynb
@@ -27,15 +27,6 @@
     "## Install dependencies"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "!uv pip install -q 'ampform[viz]==0.12.*' 'tensorwaves[jax,pwa]==0.4.*' 'tensorflow==2.12.*' matplotlib"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -46,8 +37,6 @@
    },
    "outputs": [],
    "source": [
-    "%load_ext autoreload\n",
-    "%autoreload\n",
     "%config InlineBackend.figure_formats = ['svg']\n",
     "import logging\n",
     "import re\n",
@@ -406,7 +395,7 @@
     "\n",
     "legend = ax2.legend(loc=(0.77, 0.43))\n",
     "legend.get_frame().set_alpha(None)\n",
-    "for par, line in zip(initial_parameters, ax2.get_lines()):\n",
+    "for par, line in zip(initial_parameters, ax2.get_lines(), strict=True):\n",
     "    label = line.get_label()\n",
     "    color = line.get_color()\n",
     "    ax2.axhline(\n",
@@ -424,9 +413,9 @@
    "toc_visible": true
   },
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "Pyproject Local",
    "language": "python",
-   "name": "python3"
+   "name": "pyproject_local_kernel"
   },
   "language_info": {
    "codemirror_mode": {
@@ -438,7 +427,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.19"
+   "version": "3.12.6"
   }
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  "nbformat": 4,
diff --git a/2021.12.13/uv.lock b/2021.12.13/uv.lock
new file mode 100644
index 0000000..7c7cf65
--- /dev/null
+++ b/2021.12.13/uv.lock
@@ -0,0 +1,1607 @@
+version = 1
+requires-python = ">=3.11"
+resolution-markers = [
+    "python_full_version < '3.12'",
+    "python_full_version >= '3.12'",
+]
+
+[[package]]
+name = "2021-12-13"
+version = "0.0.0"
+source = { virtual = "." }
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+    { name = "ampform", extra = ["viz"] },
+    { name = "ipywidgets" },
+    { name = "matplotlib" },
+    { name = "numpy" },
+    { name = "qrules", extra = ["viz"] },
+    { name = "tensorwaves", extra = ["jax", "pwa"] },
+]
+
+[package.metadata]
+requires-dist = [
+    { name = "ampform", extras = ["viz"], specifier = "==0.12.*" },
+    { name = "ipywidgets" },
+    { name = "matplotlib" },
+    { name = "numpy", specifier = "~=1.0" },
+    { name = "qrules", extras = ["viz"], specifier = "==0.9.*" },
+    { name = "tensorwaves", extras = ["jax", "pwa"], specifier = "==0.4.*" },
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diff --git a/README.md b/README.md
index 51f0919..098b92c 100644
--- a/README.md
+++ b/README.md
@@ -1,8 +1,9 @@
 # ComPWA demo notebooks
 
-[![Ruff](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/charliermarsh/ruff/main/assets/badge/v2.json)](https://github.com/astral-sh/ruff)
 [![code style: prettier](https://img.shields.io/badge/code_style-prettier-ff69b4.svg?style=flat-square)](https://github.com/prettier/prettier)
 [![Spelling checked](https://img.shields.io/badge/cspell-checked-brightgreen.svg)](https://github.com/streetsidesoftware/cspell/tree/master/packages/cspell)
+[![Ruff](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/charliermarsh/ruff/main/assets/badge/v2.json)](https://github.com/astral-sh/ruff)
+[![uv](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/uv/main/assets/badge/v0.json)](https://github.com/astral-sh/uv)
 
 A collection of Jupyter notebooks that demonstrate features of the [ComPWA](https://github.com/ComPWA) packages [QRules](https://qrules.rtfd.io), [AmpForm](https://ampform.rtfd.io), and [TensorWaves](https://tensorwaves.rtfd.io). The notebooks are self-contained in the sense that they define their own pinned requirements and can be run independently in [Binder](https://mybinder.org) or [Google Colaboratory](https://research.google.com/colaboratory).
 
diff --git a/binder/requirements.in b/binder/requirements.in
deleted file mode 100644
index 6413a28..0000000
--- a/binder/requirements.in
+++ /dev/null
@@ -1,2 +0,0 @@
-ipywidgets
-uv
diff --git a/binder/requirements.txt b/binder/requirements.txt
deleted file mode 100644
index 2d08c82..0000000
--- a/binder/requirements.txt
+++ /dev/null
@@ -1,25 +0,0 @@
-# This file was autogenerated by uv via the following command:
-#    uv pip compile binder/requirements.in -o binder/requirements.txt --no-annotate --strip-extras
-asttokens==2.4.1
-comm==0.2.2
-decorator==5.1.1
-exceptiongroup==1.2.2
-executing==2.0.1
-ipython==8.18.1
-ipywidgets==8.1.3
-jedi==0.19.1
-jupyterlab-widgets==3.0.11
-matplotlib-inline==0.1.7
-parso==0.8.4
-pexpect==4.9.0
-prompt-toolkit==3.0.47
-ptyprocess==0.7.0
-pure-eval==0.2.3
-pygments==2.18.0
-six==1.16.0
-stack-data==0.6.3
-traitlets==5.14.3
-typing-extensions==4.12.2
-uv==0.2.34
-wcwidth==0.2.13
-widgetsnbextension==4.0.11
diff --git a/binder/runtime.txt b/binder/runtime.txt
deleted file mode 100644
index 8fdd907..0000000
--- a/binder/runtime.txt
+++ /dev/null
@@ -1 +0,0 @@
-python-3.9
diff --git a/environment.yml b/environment.yml
deleted file mode 100644
index 9185dd9..0000000
--- a/environment.yml
+++ /dev/null
@@ -1,11 +0,0 @@
-name: compwa-demo
-dependencies:
-  - python==3.9.*
-  - pip>=19
-  - graphviz
-  - pip:
-      - >-
-        -c requirements.txt
-        -r requirements.in
-variables:
-  PRETTIER_LEGACY_CLI: 1
diff --git a/pyproject.toml b/pyproject.toml
index 55975ca..9c7e568 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,3 +1,26 @@
+[project]
+dependencies = [
+    "ipywidgets",
+]
+name = "compwa-demo"
+requires-python = ">=3.12"
+version = "0.0.0"
+
+[project.optional-dependencies]
+dev = [
+    "compwa-demo[binder]",
+    "jupyterlab",
+    "jupyterlab-code-formatter >=3.0.0",
+    "jupyterlab-git",
+    "jupyterlab-lsp",
+    "nbmake",
+    "pyproject-local-kernel",
+    "pytest",
+    "python-lsp-ruff",
+    "python-lsp-server[rope]",
+    "ruff",
+]
+
 [tool.pytest.ini_options]
 addopts = [
     "--color=yes",
@@ -12,7 +35,6 @@ filterwarnings = [
 extend-include = ["*.ipynb"]
 preview = true
 show-fixes = true
-target-version = "py37"
 
 [tool.ruff.format]
 docstring-code-format = true
@@ -90,6 +112,32 @@ sort_first = [
     "tool.setuptools",
     "tool.setuptools_scm",
 ]
-sort_table_keys = true
 spaces_indent_inline_array = 4
 trailing_comma_inline_array = true
+
+[tool.tox]
+legacy_tox_ini = """
+[tox]
+envlist =
+    sty,
+skip_install = True
+skip_missing_interpreters = True
+skipsdist = True
+
+[testenv]
+passenv = *
+
+[testenv:nb]
+allowlist_externals =
+    pytest
+commands =
+    pytest {posargs}
+description = Run all notebooks with pytest
+
+[testenv:sty]
+allowlist_externals =
+    pre-commit
+commands =
+    pre-commit --all-files run {posargs}
+description = Perform all linting, formatting, and spelling checks
+"""
diff --git a/requirements.in b/requirements.in
deleted file mode 100644
index 68655ef..0000000
--- a/requirements.in
+++ /dev/null
@@ -1,15 +0,0 @@
--c binder/requirements.txt
--r binder/requirements.in
-importlib-metadata; python_version < "3.9"
-jupyterlab >=3
-jupyterlab-code-formatter >=3.0.0
-jupyterlab-git
-jupyterlab-lsp
-nbmake
-pre-commit
-pytest
-python-lsp-ruff
-python-lsp-server[rope]
-ruff
-tox
-uv
diff --git a/requirements.txt b/requirements.txt
deleted file mode 100644
index 365da27..0000000
--- a/requirements.txt
+++ /dev/null
@@ -1,134 +0,0 @@
-# This file was autogenerated by uv via the following command:
-#    uv pip compile requirements.in -o requirements.txt --no-annotate --strip-extras
-anyio==4.4.0
-argon2-cffi==23.1.0
-argon2-cffi-bindings==21.2.0
-arrow==1.3.0
-asttokens==2.4.1
-async-lru==2.0.4
-attrs==24.2.0
-babel==2.16.0
-beautifulsoup4==4.12.3
-bleach==6.1.0
-cachetools==5.4.0
-cattrs==23.2.3
-certifi==2024.7.4
-cffi==1.17.0
-cfgv==3.4.0
-chardet==5.2.0
-charset-normalizer==3.3.2
-colorama==0.4.6
-comm==0.2.2
-debugpy==1.8.5
-decorator==5.1.1
-defusedxml==0.7.1
-distlib==0.3.8
-docstring-to-markdown==0.15
-exceptiongroup==1.2.2
-executing==2.0.1
-fastjsonschema==2.20.0
-filelock==3.15.4
-fqdn==1.5.1
-gitdb==4.0.11
-gitpython==3.1.43
-h11==0.14.0
-httpcore==1.0.5
-httpx==0.27.0
-identify==2.6.0
-idna==3.7
-importlib-metadata==8.2.0
-iniconfig==2.0.0
-ipykernel==6.29.5
-ipython==8.18.1
-ipywidgets==8.1.3
-isoduration==20.11.0
-jedi==0.19.1
-jinja2==3.1.4
-json5==0.9.25
-jsonpointer==3.0.0
-jsonschema==4.23.0
-jsonschema-specifications==2023.12.1
-jupyter-client==8.6.2
-jupyter-core==5.7.2
-jupyter-events==0.10.0
-jupyter-lsp==2.2.5
-jupyter-server==2.14.2
-jupyter-server-mathjax==0.2.6
-jupyter-server-terminals==0.5.3
-jupyterlab==4.2.4
-jupyterlab-code-formatter==3.0.1
-jupyterlab-git==0.50.1
-jupyterlab-lsp==5.1.0
-jupyterlab-pygments==0.3.0
-jupyterlab-server==2.27.3
-jupyterlab-widgets==3.0.11
-lsprotocol==2023.0.1
-markupsafe==2.1.5
-matplotlib-inline==0.1.7
-mistune==3.0.2
-nbclient==0.6.8
-nbconvert==7.16.4
-nbdime==4.0.1
-nbformat==5.10.4
-nbmake==1.5.4
-nest-asyncio==1.6.0
-nodeenv==1.9.1
-notebook-shim==0.2.4
-overrides==7.7.0
-packaging==24.1
-pandocfilters==1.5.1
-parso==0.8.4
-pexpect==4.9.0
-platformdirs==4.2.2
-pluggy==1.5.0
-pre-commit==3.8.0
-prometheus-client==0.20.0
-prompt-toolkit==3.0.47
-psutil==6.0.0
-ptyprocess==0.7.0
-pure-eval==0.2.3
-pycparser==2.22
-pygments==2.18.0
-pyproject-api==1.7.1
-pytest==8.3.2
-python-dateutil==2.9.0.post0
-python-json-logger==2.0.7
-python-lsp-jsonrpc==1.1.2
-python-lsp-ruff==2.2.2
-python-lsp-server==1.11.0
-pytoolconfig==1.3.1
-pyyaml==6.0.2
-pyzmq==26.1.0
-referencing==0.35.1
-requests==2.32.3
-rfc3339-validator==0.1.4
-rfc3986-validator==0.1.1
-rope==1.13.0
-rpds-py==0.20.0
-ruff==0.5.7
-send2trash==1.8.3
-setuptools==72.1.0
-six==1.16.0
-smmap==5.0.1
-sniffio==1.3.1
-soupsieve==2.5
-stack-data==0.6.3
-terminado==0.18.1
-tinycss2==1.3.0
-tomli==2.0.1
-tornado==6.4.1
-tox==4.17.1
-traitlets==5.14.3
-types-python-dateutil==2.9.0.20240316
-typing-extensions==4.12.2
-ujson==5.10.0
-uri-template==1.3.0
-urllib3==2.2.2
-uv==0.2.34
-virtualenv==20.26.3
-wcwidth==0.2.13
-webcolors==24.6.0
-webencodings==0.5.1
-websocket-client==1.8.0
-widgetsnbextension==4.0.11
-zipp==3.19.2
diff --git a/tox.ini b/tox.ini
deleted file mode 100644
index 45126de..0000000
--- a/tox.ini
+++ /dev/null
@@ -1,36 +0,0 @@
-[tox]
-envlist =
-  sty,
-passenv = PYTHONPATH
-skip_install = True
-skip_missing_interpreters = True
-skipsdist = True
-
-[testenv:nb]
-allowlist_externals =
-  pytest
-commands =
-  pytest {posargs}
-description =
-  Run all notebooks with pytest
-passenv =
-  *
-
-[testenv:sty]
-allowlist_externals =
-  pre-commit
-commands =
-  pre-commit run {posargs} -a
-passenv =
-  *
-
-[testenv:update]
-allowlist_externals =
-  uv
-commands =
-  uv pip compile requirements.in -o requirements.txt --no-annotate --strip-extras --upgrade
-  uv pip compile binder/requirements.in -o binder/requirements.txt --no-annotate --strip-extras --upgrade
-description =
-  Update all pip constraint files`
-passenv =
-  *
diff --git a/uv.lock b/uv.lock
new file mode 100644
index 0000000..f9f2d4c
--- /dev/null
+++ b/uv.lock
@@ -0,0 +1,1679 @@
+version = 1
+requires-python = ">=3.12"
+
+[[package]]
+name = "anyio"
+version = "4.6.2.post1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "idna" },
+    { name = "sniffio" },
+]
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