chore: a few more updates

Signed-off-by: Henry Schreiner <henryschreineriii@gmail.com>

Author: henryiii

notebooks/3.2 NumPy.ipynb

@@ -691,7 +691,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.11"
+   "version": "3.14.3"
   }
  },
  "nbformat": 4,

notebooks/3.4 Numba.ipynb

@@ -467,7 +467,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.11"
+   "version": "3.14.3"
   }
  },
  "nbformat": 4,

notebooks/3.5 pybind11.ipynb

@@ -46,10 +46,9 @@
     "---\n",
     "\n",
     "```cmake\n",
-    "cmake_minimium_required(VERSION 3.15...3.26)\n",
+    "cmake_minimium_required(VERSION 3.15...4.2)\n",
     "project(python_example LANGUAGES CXX)\n",
     "\n",
-    "set(PYBIND11_FINDPYTHON ON)\n",
     "find_package(pybind11 CONFIG REQUIRED)\n",
     "\n",
     "pybind11_add_module(python_example MODULE src/main.cpp)\n",
@@ -71,13 +70,13 @@
     "\n",
     "```toml\n",
     "[build-system]\n",
-    "requires = [\"scikit-build-core\", \"pybind11\"]\n",
+    "requires = [\"scikit-build-core\", \"pybind11>=3\"]\n",
     "build-backend = \"scikit_build_core.build\"\n",
     "\n",
     "[project]\n",
     "name = \"example\"\n",
     "version = \"0.0.1\"\n",
-    "requires-python = \">=3.8\"\n",
+    "requires-python = \">=3.10\"\n",
     "```\n",
     "---"
    ]
@@ -101,11 +100,11 @@
     "    runs-on: ${{ matrix.os }}\n",
     "\n",
     "    steps:\n",
-    "      - uses: actions/checkout@v3\n",
+    "      - uses: actions/checkout@v6\n",
     "        \n",
-    "      - uses: pypa/cibuildwheel@v2.14\n",
+    "      - uses: pypa/cibuildwheel@v3.3\n",
     "\n",
-    "      - uses: actions/upload-artifact@v3\n",
+    "      - uses: actions/upload-artifact@v6\n",
     "        with:\n",
     "          path: ./wheelhouse/*.whl\n",
     "```\n",
@@ -167,7 +166,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.11"
+   "version": "3.14.3"
   }
  },
  "nbformat": 4,

notebooks/3.6 Code Quality and CI.ipynb

@@ -31,15 +31,15 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "One of my favorite tools is [pre-commit](https://pre-commit.com). It allows you to drive almost any \"fixer\" or \"linter\" available, all from one place. It handles environments and caching and even updates for you.\n",
+    "One of my favorite tools is [pre-commit](https://pre-commit.com) / [prek](https://prek.j178.dev) (faster). It allows you to drive almost any \"fixer\" or \"linter\" available, all from one place. It handles environments and caching and even updates for you.\n",
     "\n",
     "To configure, add a `.pre-commit-config.yaml` file like this:\n",
     "\n",
     "```yaml\n",
     "repos:\n",
     "# Some \"common\" checks useful for almost any repo\n",
     "- repo: https://github.com/pre-commit/pre-commit-hooks\n",
-    "  rev: v4.4.0\n",
+    "  rev: \"v6.0.0\"\n",
     "  hooks:\n",
     "  - id: check-added-large-files\n",
     "  - id: check-case-conflict\n",
@@ -53,10 +53,10 @@
     "  - id: trailing-whitespace\n",
     "\n",
     "# Automatically format Python code\n",
-    "- repo: https://github.com/psf/black\n",
-    "  rev: \"23.7.0\"\n",
+    "- repo: https://github.com/astral-sh/ruff-pre-commit\n",
+    "  rev: \"v0.14.11\"\n",
     "  hooks:\n",
-    "  - id: black\n",
+    "    - id: ruff-format\n",
     "```\n",
     "\n",
     "The file has a list of repos (local checks can be written too). Each repo contains pre-commit hooks that you can run and configure. You should put modifying \"fixer\" checks before the \"linter\" checks, just in case they fix something that then gets linted."
@@ -66,26 +66,32 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "You can install pre-commit from `brew` (macOS), or via `pipx`/`pip` for anything with Python.\n",
+    "You can install pre-commit or prek from `brew` (macOS), or via `uv`/`pipx`/`pip` for anything with Python.\n",
     "\n",
     "You can then run it like this:\n",
     "\n",
     "```bash\n",
+    "# Pick one\n",
     "pre-commit run -a\n",
+    "prek -a\n",
     "```\n",
     "\n",
     "That will check everything. You don't need to know anything about how to run the checkers or linters, it's a single standard interface for all projects. Each hook gets a unique, cached environment, so the next time you run it, it's lightning fast. If you leave off the `-a`, it _only checks the changed files in your staging area, even partially staged ones!_.\n",
     "\n",
     "If you want to update to the latest versions of all your hooks, run:\n",
     "\n",
     "```bash\n",
+    "# Pick one\n",
     "pre-commit autoupdate\n",
+    "prek auto-update\n",
     "```\n",
     "\n",
     "If you want to use it in the namesake \"pre-commit\" mode, then run:\n",
     "\n",
     "```bash\n",
+    "# Pick one\n",
     "pre-commit install\n",
+    "prek install\n",
     "```\n",
     "\n",
     "Now it runs before every commit, and you'll never check in \"bad\" code again! Use `-n` to skip the pre-commit check when committing for emergencies.\n",
@@ -126,14 +132,14 @@
     "        runs-on: [ubuntu-latest, macos-latest, windows-latest]\n",
     "\n",
     "    steps:\n",
-    "    - uses: actions/checkout@v3\n",
+    "    - uses: actions/checkout@v6\n",
     "    \n",
-    "    - name: actions/setup-python@v4\n",
+    "    - name: actions/setup-python@v6\n",
     "      with:\n",
     "        python-version: ${{ matrix.python-version }}\n",
     "        \n",
     "    - name: Install with dev requirements\n",
-    "      run: pip install -e .[dev]\n",
+    "      run: pip install -e . --group=dev\n",
     "\n",
     "    - name: Test with pytest\n",
     "      run: pytest\n",