From c88750455568686088eec9aa4551c2474e835d75 Mon Sep 17 00:00:00 2001
From: KAVYA WADHWA <kavyawadhwa@KAVYAs-MacBook-Air.local>
Date: Sat, 17 Oct 2026 15:37:11 +0530
Subject: [PATCH 1/9] Developer guide: cover wheels, data files, Geant4 11.4.3
 and contributing

Installation now starts from a fresh virtual environment and the PyPI wheels,
with the [gui] extra, installation checks and how the Geant4 data files are
downloaded, reused and found in an installed Geant4. Visualization, output
fields, reproducibility, primaries outside the world and common failures are
updated for Geant4 11.4. A new Part VI covers the repository layout, example
ports, source builds, tests, CI, upgrading Geant4, the conda recipe and
releases.
---
 PYTHON_DEVELOPER_GUIDE.md | 447 ++++++++++++++++++++++++++++++++++++--
 1 file changed, 428 insertions(+), 19 deletions(-)

diff --git a/PYTHON_DEVELOPER_GUIDE.md b/PYTHON_DEVELOPER_GUIDE.md
index 3cdc689..9313b69 100644
--- a/PYTHON_DEVELOPER_GUIDE.md
+++ b/PYTHON_DEVELOPER_GUIDE.md
@@ -8,6 +8,8 @@ does the particle transport in native C++.
 It is not a complete replacement for the official Geant4 Application Developer
 Guide. Use that guide for detailed physics, geometry, and toolkit reference. Use
 this guide for the Python interface and this repository's supported workflow.
+Part VI is for contributors to the package itself: building, testing, CI,
+Geant4 upgrades, the conda recipe, and releases.
 
 ## 1. The simulation idea
 
@@ -32,27 +34,109 @@ create Application -> configure -> initialize -> BeamOn/run -> analyze output
 
 ## 2. Installation
 
-The package requires Python and a compatible Geant4 installation. From the
-repository root:
+Prebuilt wheels bundle a compiled Geant4 11.4.3, so on supported platforms you
+do **not** need to install Geant4 (C++) yourself:
+
+| Platform               | Python     | Prebuilt wheel | Qt viewer (`[gui]`) |
+| ---------------------- | ---------- | -------------- | ------------------- |
+| macOS, Apple Silicon   | 3.8 – 3.13 | yes            | yes                 |
+| macOS, Intel           | 3.8 – 3.13 | yes            | yes                 |
+| Linux x86_64           | 3.8 – 3.13 | yes            | yes (needs OpenGL)  |
+| Linux aarch64, Windows | —          | no             | build from source   |
+
+On Windows, WSL works with the Linux wheels.
+
+### 2.1 Create a fresh virtual environment first
+
+Always install into a new environment. Mixing the package with whatever is
+already in the system Python or conda's `base` environment (another Qt/PyQt,
+numpy or Geant4 build) is the most common cause of library mismatch errors, and
+recent Ubuntu/Debian refuse `pip install` outside an environment with
+`externally-managed-environment`.
+
+```bash
+python3 -m venv g4-env
+source g4-env/bin/activate
+python -m pip install --upgrade pip
+```
+
+or with conda:
+
+```bash
+conda create -n g4 python=3.12 -y
+conda activate g4
+```
+
+Activate the environment again in every new terminal.
+
+### 2.2 Install from PyPI
+
+```bash
+pip install "geant4-python-application[gui]"
+```
+
+Leave out `[gui]` for a physics-only install without Qt (servers, containers,
+clusters):
 
 ```bash
-pip install .
+pip install geant4-python-application
 ```
 
-For development, install Geant4 first. The repository's README contains a
-source-build example. Your Geant4 installation should include the data files
-needed by the physics lists. Check the installation with:
+Wheels are also attached to every GitHub release from 0.1.0 on, and each run of
+the Wheels workflow keeps them as downloadable artifacts for 90 days; see
+`INSTALLATION.md` for installing those with `--find-links`.
+
+### 2.3 Check the installation
 
 ```bash
 python - <<'PY'
 import geant4_python_application as g4
 
+print("package:", g4.__version__)
 print("Geant4:", g4.geant4_version)
 print("MT available:", g4.Application.multithreading_available())
+print("viewer available:", g4.Application.visualization_available())
 print("Physics lists:", g4.Application.available_physics_lists()[:5])
 PY
 ```
 
+### 2.4 Geant4 data files
+
+The physics data files (~2 GB) are not part of the wheel. They are downloaded
+the first time a simulation runs, once per user, into a directory shared by all
+your environments:
+
+- macOS: `~/Library/Application Support/geant4_python_application`
+- Linux: `~/.local/share/geant4_python_application`
+
+```bash
+python -c "import geant4_python_application as g4; print(g4.data_directory())"
+```
+
+The download is robust: interrupted downloads resume, failed downloads raise an
+error, and each archive's MD5 checksum is verified before it is extracted.
+Datasets already downloaded for another Geant4 version are hard-linked (or
+copied, across filesystems) instead of downloaded again when their name and
+version have not changed.
+
+If an installed Geant4 of exactly the same version (for example conda-forge's
+`geant4=11.4.3`) already provides every dataset, those are used and nothing is
+downloaded. The package reads the dataset environment variables that conda sets
+on activation (`G4LEDATA`, `G4ENSDFSTATEDATA`, ...) and otherwise asks
+`geant4-config --check-datasets`.
+
+To store the data elsewhere, set `GEANT4_PYTHON_APPLICATION_DIR` before import,
+or call `g4.application_directory(path)` before the application initializes;
+`g4.application_directory(temp=True)` uses a temporary directory. For cluster
+jobs, point it at a shared location so jobs do not each download the data.
+Uninstalling the package does not remove the data; delete the directory
+yourself.
+
+### 2.5 Building from source
+
+Platforms without wheels, and work on the package itself, need a Geant4 11.4.3
+installation and a source build. Section 60 walks through it.
+
 ## 3. Your first simulation
 
 Create `first_simulation.py`:
@@ -217,6 +301,15 @@ track_counts = ak.num(events.track.id, axis=1)
 print(track_counts)
 ```
 
+Two step fields have special values worth knowing:
+
+- `step_process` and `step_process_type` are `"InitStep"` for the first step of
+  a track, where no process has acted yet. Otherwise `step_process` is the
+  process name (for example `"eIoni"`) and `step_process_type` its category
+  (for example `"Electromagnetic"`).
+- `step_volume` is `"OutOfWorld"` when a step starts without a volume, which
+  Geant4 11.4 can produce for a primary generated exactly on the world boundary.
+
 The default event fields can be reduced for smaller output with:
 
 ```python
@@ -272,13 +365,16 @@ io.events_to_root(events, "events.root")
 
 ## 11. Visualization
 
-Visualization requires installing/building the package with Qt/OpenGL support:
+Install with the `gui` extra:
 
 ```bash
-pip install . -Ccmake.define.GEANT4_PYTHON_APPLICATION_VISUALIZATION=ON
+pip install "geant4-python-application[gui]"
 ```
 
-Then:
+The extra installs Qt from the `PyQt5-Qt5` package, so no Homebrew, conda or
+system Qt is needed. The viewer is a separate module that only
+`Application.visualize()` loads: importing the package and running simulations
+never loads Qt, so headless machines need neither Qt nor OpenGL.
 
 ```python
 with g4.Application(gdml=g4.basic_gdml) as app:
@@ -287,8 +383,31 @@ with g4.Application(gdml=g4.basic_gdml) as app:
     app.visualize()
 ```
 
-Visualization is for inspecting geometry and tracks; production runs should
-usually be performed in batch mode without the viewer.
+The call returns when the window is closed; commands such as `/run/beamOn 10`
+can be typed into the viewer's command panel.
+
+To check whether a viewer can be opened, without loading Qt:
+
+```python
+print(g4.Application.visualization_available())
+```
+
+If it cannot, `app.visualize()` raises a `RuntimeError` explaining what is
+missing. On Linux, Qt still uses the system's OpenGL and X11 libraries; desktop
+installations have them, minimal ones may need packages such as `libgl1` and
+`libxkbcommon-x11-0` (`INSTALLATION.md` lists them).
+
+Source builds leave the viewer out by default. It needs a Geant4 built as
+shared libraries with Qt and OpenGL, and is enabled with:
+
+```bash
+pip install . -Ccmake.define.GEANT4_PYTHON_APPLICATION_VISUALIZATION=ON
+```
+
+Visualization is for inspecting geometry and tracks; production runs should be
+performed in batch mode without the viewer. Scripts that open the viewer by
+default, such as the example ports (section 59), accept `--batch` to run
+headless.
 
 ## 12. Multithreading and MPI
 
@@ -337,8 +456,27 @@ with g4.Application(gdml=g4.basic_gdml, seed=1234) as app:
     events = app.run(1000)
 ```
 
-Results can still vary with different Geant4 versions, physics lists, thread
-counts, platforms, and random-engine behavior. Validate a simulation by checking
+The same seed, configuration, and Geant4 version give the same events. Results
+change with the Geant4 version (moving from 11.2 to 11.4 changed the exact step
+energies of seeded runs), physics list, thread count, platform, and
+random-engine behavior. So do not hard-code event-by-event values from one
+version into a test; check reproducibility instead:
+
+```python
+import awkward as ak
+import numpy as np
+
+
+def step_energies(seed):
+    with g4.Application(gdml=g4.basic_gdml, seed=seed) as app:
+        events = app.run(100)
+    return np.asarray(ak.flatten(events.track.step.energy, axis=None))
+
+
+assert np.array_equal(step_energies(1100), step_energies(1100))
+```
+
+Validate a simulation by checking
 geometry overlaps, inspecting particle/energy distributions, and running enough
 events for the statistical uncertainty to be meaningful.
 
@@ -586,6 +724,26 @@ with g4.Application(gdml=g4.basic_gdml) as app:
     events = app.run(100)
 ```
 
+The primary position must be inside the world volume. A vertex outside it makes
+`run` raise a `RuntimeError` naming the position and the world volume, where
+plain Geant4 11.4 would crash the process (or, after initialization, silently
+keep the previous gun position). The application survives the error, so correct
+the position and run again:
+
+```python
+with g4.Application(gdml=g4.basic_gdml) as app:  # the world spans +-50 cm
+    app.command("/gun/position 0 0 1 m")
+    try:
+        app.run(1)
+    except RuntimeError as error:
+        print(error)  # Primary vertex at (0.000000, 0.000000, 100.000000) cm is outside ...
+    app.command("/gun/position 0 0 0 cm")
+    events = app.run(2)
+```
+
+The check applies to the particle gun and to event-by-event primary arrays
+(section 21.3).
+
 ### 21.2 General Particle Source
 
 Use GPS commands for distributions in position, angle, or energy:
@@ -711,7 +869,8 @@ it harder to see the actual error. Prefer small event counts while debugging.
 
 The Qt viewer is most useful for answering geometry questions: is the world
 present, is the target where expected, and does the primary start in the world?
-Build with visualization enabled, then run a few events. Keep visualization
+Install the `[gui]` extra (or build from source with visualization enabled),
+then run a few events. Keep visualization
 separate from production output and do not use it to estimate physics results.
 
 ## 27. Production run design
@@ -803,7 +962,9 @@ and event count.
 ### Physics regression tests
 
 Run a fixed seed and compare distributions or aggregate values with tolerances.
-Avoid exact event-by-event comparisons when changing thread count or platform.
+Avoid exact event-by-event comparisons when changing thread count, platform, or
+Geant4 version; to test seeding, compare two runs with the same seed instead
+(section 13).
 
 ```python
 def test_smoke():
@@ -815,9 +976,27 @@ def test_smoke():
 
 ## 32. Common failure modes
 
-**The application says the data files are missing.** Install the Geant4 datasets
-and verify the environment used by Python is the same environment used to
-install Geant4.
+**Import fails with a library or symbol error.** The package is mixing with
+libraries already in the environment (another Qt/PyQt, numpy or Geant4). Create
+a fresh virtual environment and install there (section 2.1).
+
+**`pip install` refuses with `externally-managed-environment`.** The system
+Python is protected; install into a virtual environment.
+
+**The data files are missing, or a download fails.** Run again: interrupted
+downloads resume. Check that `g4.data_directory()` is writable and has ~2 GB
+free. When relying on an installed Geant4's data, its version must equal
+`g4.geant4_version` and every dataset must be present, otherwise the package
+downloads its own copy.
+
+**`RuntimeError: Primary vertex ... is outside the world volume`.** The gun or
+primary-array position lies outside the world. Check the units (`cm` versus
+`m`) and the world's half-lengths (section 21.1).
+
+**`app.visualize()` raises a `RuntimeError`.** Install the `[gui]` extra and, on
+Linux, the OpenGL/X11 libraries; `g4.Application.visualization_available()`
+reports whether the viewer can open. On a machine without a display, run
+headless with `--batch`.
 
 **`n_threads` fails.** Check `g4.Application.multithreading_available()` and use
 `n_threads=0` with a serial Geant4 build.
@@ -848,7 +1027,7 @@ be substantially more expensive than the primary transport.
 | `G4UserRunAction` / event / track / step actions | Built-in native recording plus offline Python callbacks |
 | Sensitive detector / hits                        | Recorded steps, `events.hits()`, and Python scoring     |
 | Command-based scoring                            | `NativeScoringMesh`                                     |
-| Geant4 visualization manager                     | `app.visualize()` with Qt/OpenGL build support          |
+| Geant4 visualization manager                     | `app.visualize()` with the `[gui]` extra                |
 | Geant4 MT run manager                            | `n_threads=N`                                           |
 | MPI job splitting                                | `distributed.get_rank_size()` and `split_count()`       |
 
@@ -1629,3 +1808,233 @@ if __name__ == "__main__":
 When adapting this template, change one section at a time and keep the
 simulation executable after each change. This is how a short educational script
 becomes a dependable research program.
+
+# Part VI - Working on the package itself
+
+Parts I to V are about writing simulations with the package. This part is for
+contributors: how the repository is laid out, how to build and test it, and how
+Geant4 upgrades, wheels, the conda recipe, and releases are produced.
+
+## 59. Repository layout and the example ports
+
+| Path                                   | Contents                                                        |
+| -------------------------------------- | --------------------------------------------------------------- |
+| `src/geant4_application/`              | The C++ Geant4 application and its pybind11 module              |
+| `src/geant4_python_application/`       | The Python package: `Application`, generator, scoring, I/O      |
+| `src/geant4_python_application/files/` | Data directories and the Geant4 dataset list and downloader     |
+| `tests/`                               | The pytest suite                                                |
+| `examples/geant4-examples/`            | Numbered topic examples and the ports of the Geant4 examples    |
+| `examples/attenuation.ipynb`           | The notebook that the Binder badges open                        |
+| `tools/`                               | Example runner, macOS wheel builder, CI helper scripts          |
+| `conda-recipe/`                        | The conda-forge recipe                                          |
+| `.github/workflows/`                   | `build-test.yaml`, `wheels.yaml`, `conda-recipe.yaml`           |
+| `INSTALLATION.md`                      | The full installation reference for users                       |
+| `docs/FEATURE_SUPPORT.md`              | Which Geant4 features are native, partial, or Python adapters   |
+
+`examples/geant4-examples/Geant4-11.4.2-examples-python/` holds Python ports of
+the official Geant4 examples (B1 to B5, GoldFoilExperiment, exgps, particleGun,
+HepMC, field01/02, OpNovice, LXe, wls, AnaEx01 to 03, rdecay01, TestEm1,
+GammaTherapy, electronScattering, Hadr00, Par01, factory and RE01). The examples
+are not installed with the package; run them from a clone. Each opens the Qt
+viewer by default, and `--batch -n N` runs `N` events headless:
+
+```bash
+python examples/geant4-examples/Geant4-11.4.2-examples-python/basic/B1/b1.py --batch -n 10
+```
+
+Run every port headless with one command; it prints one line per example and
+exits with status 1 if any fails:
+
+```bash
+python tools/run_example_ports.py --events 10
+```
+
+A port must keep its primaries inside its world: since Geant4 11.4 a position
+outside the world is an error (section 21.1), which is why several ports had
+their gun positions moved when the package moved to 11.4.
+
+## 60. Building from source
+
+A source build needs Geant4 11.4.3. The simplest way to get it is conda-forge,
+in a fresh environment:
+
+```bash
+conda create -n g4-dev -c conda-forge python=3.12 geant4=11.4.3 cmake ninja freetype -y
+conda activate g4-dev
+```
+
+On Linux add `gxx_linux-64`; on Apple Silicon use `clang_osx-arm64` (not
+`clang_osx-64`, which builds an x86_64 module that the arm64 Python cannot
+load). Then build and install the package with its test dependencies:
+
+```bash
+git clone https://github.com/lobis/geant4-python-application.git
+cd geant4-python-application
+export CMAKE_PREFIX_PATH="$CONDA_PREFIX"
+pip install ".[test]"
+```
+
+`CMAKE_PREFIX_PATH` matters: Geant4 11.4's CMake configuration looks up its own
+dependencies (FreeType, Xerces-C, Expat, zlib) again when this package is
+configured. With a Geant4 built from source, point it at that Geant4's Xerces-C
+installation instead. `INSTALLATION.md` gives the exact Geant4 and Xerces-C
+source-build commands that CI uses (static libraries, `-fPIC`, GDML on,
+datasets off; on macOS also `-DGEANT4_USE_SYSTEM_ZLIB=ON`, because Geant4's
+bundled zlib does not compile against recent macOS SDKs).
+
+The C++ module is rebuilt by `pip install .`; there is no separate build step.
+`CMakeLists.txt` requires the exact Geant4 version (`find_package(Geant4 11.4.3
+...)`), so a build against another Geant4 fails at configure time rather than at
+run time. Building the Qt viewer from source is covered in section 11.
+
+## 61. Running the tests
+
+```bash
+python -m pytest -vv
+```
+
+The suite downloads the Geant4 datasets on first use unless your Geant4
+installation provides them (section 2.4). It contains:
+
+- `tests/test_application.py`: transport, seeding, multithreading, fields,
+  event fields, and the primary-outside-world error. Multithreaded cases are
+  skipped when the linked Geant4 has no multithreading.
+- `tests/test_datasets.py`: dataset reuse across Geant4 versions and discovery
+  of an installed Geant4's datasets. These tests use a temporary directory and
+  a fake `geant4-config` script on `PATH`, so they need no network and no real
+  Geant4 installation.
+- `tests/test_analysis.py`, `test_capabilities.py`, `test_module.py` and
+  `test_run.py`: analysis, scoring, I/O, generators and the other modules.
+
+Follow the same rules the suite follows when adding tests: never hard-code
+values that depend on the Geant4 version (compare two seeded runs instead),
+keep every primary inside the world, and skip rather than fail when an optional
+capability (multithreading, the viewer) is missing. Before opening a pull
+request, also run `python tools/run_example_ports.py`.
+
+## 62. Continuous integration
+
+Three GitHub Actions workflows build and test the package:
+
+- **Build and Test** (`build-test.yaml`) builds the package on Ubuntu and
+  macOS against conda-forge's Geant4 (Python 3.12) and against a Geant4 and
+  Xerces-C built from source and cached (Python 3.8 to 3.13). It runs pytest
+  and, on Ubuntu with Python 3.12, every example port and the example
+  notebooks.
+- **Wheels** (`wheels.yaml`) builds the sdist and the relocatable wheels with
+  cibuildwheel (manylinux_2_28 x86_64, macOS 11+ arm64 and x86_64), with Geant4
+  built as shared libraries with the Qt viewer, then tests the installed wheels
+  with the `test` and `gui` extras. It runs every day, by hand, and on each
+  published release. Its artifacts are the CI wheels that `INSTALLATION.md`
+  tells users how to install.
+- **Conda recipe** (`conda-recipe.yaml`) builds and tests the conda recipe with
+  rattler-build on Linux and both macOS architectures (section 64).
+
+CI downloads from GitHub, python.org and conda occasionally fail with server
+errors or timeouts, so network steps are wrapped in `tools/ci/retry.sh`, which
+retries a command up to five times with a growing pause (`RETRY_ATTEMPTS`
+changes the count):
+
+```bash
+./tools/ci/retry.sh conda install -y -c conda-forge geant4=11.4.3
+```
+
+On macOS, Apple's linker occasionally crashes on GitHub's runners;
+`tools/ci/retry_link.sh` is used as `CMAKE_CXX_LINKER_LAUNCHER` to retry a
+failed link. pytest reruns only tests that failed with a network-looking error
+(`--only-rerun "(?i)http|timeout|connection|socket|resolve"`), so real failures
+are not hidden. Cache keys for the Geant4 and Xerces-C builds include the
+operating system and architecture, so an Intel and an Apple Silicon runner never
+share a build.
+
+Windows is no longer built or tested: conda-forge has no Windows Geant4, and the
+wheels target macOS and Linux. Windows users can use WSL with the Linux wheels.
+
+## 63. Upgrading Geant4
+
+The package is built against exactly one Geant4 version, and the datasets must
+match it. Upgrading (as done for 11.2.2 to 11.4.3) touches these places:
+
+1. **Version pins**: `GEANT4_VERSION` in `build-test.yaml` and `wheels.yaml`,
+   both `find_package(Geant4 ...)` calls in `CMakeLists.txt`, the `Dockerfile`,
+   `geant4_version` in `conda-recipe/recipe.yaml`, and the versions quoted in
+   `INSTALLATION.md` and `NOTICE`. Search for the old version string to be sure:
+
+   ```bash
+   git grep -n "11\.4\.3"
+   ```
+
+2. **Datasets**: update every version and MD5 checksum in
+   `src/geant4_python_application/files/datasets.py` from the release's dataset
+   page (`https://geant4.web.cern.ch/download/<version>.html#datasets`) and
+   `cmake/Modules/G4DatasetDefinitions.cmake` in the Geant4 source. Add datasets
+   that became required (11.4 added `G4CHANNELING`). The optional TENDL,
+   NuDEXLib and URRPT datasets are deliberately left out.
+3. **Behaviour changes in Geant4**: read the release notes and run the full
+   suite and every example port. The 11.4 upgrade needed: a check that rejects
+   primaries outside the world, because Geant4 11.4 crashes on them and its
+   particle gun keeps the previous position with only a warning
+   (`PrimaryGeneratorAction.cpp`, guarded by `G4VERSION_NUMBER >= 1140`);
+   null checks for a step with no volume or no defining process
+   (`DataModel.cpp`); and gun positions moved inside the world in tests,
+   examples and the notebook.
+4. **Tests with exact values**: replace any reference numbers from the old
+   version with version-independent checks (section 61).
+
+Users who upgrade keep their old data: datasets whose name and version did not
+change are hard-linked from the previous version's directory, so only the
+changed ones are downloaded.
+
+## 64. The conda-forge recipe
+
+`conda-recipe/recipe.yaml` is a rattler-build (v1 format) recipe, prepared for
+submission to `conda-forge/staged-recipes`. Until it is accepted, install with
+pip (section 2). Its design:
+
+- The source is the sdist from PyPI, pinned by SHA-256. The awkward headers and
+  pybind11, which CMake would otherwise download at build time, are listed as
+  extra sources and passed with `FETCHCONTENT_SOURCE_DIR_*`, because
+  conda-forge builds have no network access. Their licences are packaged too.
+- The package links conda-forge's `geant4` and pins it exactly (`==11.4.3`) at
+  run time, since the datasets are matched to that version. Because conda's
+  Geant4 brings its datasets, a conda install downloads nothing (section 2.4).
+- Host requirements include `freetype`, `xerces-c`, `expat` and `zlib`, which
+  Geant4's CMake configuration looks up, and the build uses Ninja explicitly
+  (`CMAKE_GENERATOR=Ninja`), since conda-forge's Linux image has no `make`.
+- Windows is skipped. The recipe's tests import the package, check
+  `pip check`, check the Geant4 version, check that the installation's datasets
+  are found, and run ten events.
+
+Build it locally the way the workflow does:
+
+```bash
+conda install -c conda-forge rattler-build
+rattler-build build --recipe conda-recipe/recipe.yaml -c conda-forge --output-dir output
+```
+
+The workflow writes a small variant file pinning one Python and conda-forge's
+compiler and C library baselines. For each new release, update `version` and
+the sdist `sha256` in the recipe (and `geant4_version` after a Geant4 upgrade).
+
+## 65. Making a release
+
+The version comes from the git tag through `setuptools_scm`; nothing in the
+source needs editing. To release:
+
+1. Make sure Build and Test and Wheels pass on `main`.
+2. Publish a GitHub release with a tag such as `v0.3.0`.
+3. The Wheels workflow then builds the sdist and wheels, checks that every wheel
+   is larger than 2 MB (a smaller one means Geant4 was not bundled), uploads
+   everything to PyPI, attaches the files to the GitHub release, and builds,
+   tests and publishes the Docker image to `ghcr.io/lobis/geant4-python-application`.
+4. Update the conda recipe to the new version and sdist checksum (section 64).
+
+To try a version number before releasing, run the Wheels workflow by hand with
+the `version` input (for example `0.3.0rc1`).
+
+`pyproject.toml` lists both authors and maintainers by name only, because PyPI
+shows just the first person when authors carry email addresses, and its
+`[project.urls]` give PyPI its Homepage, Source, Issues, Documentation and
+Changelog links. Installation instructions in the README, `INSTALLATION.md`,
+release notes and this guide always start by creating a fresh virtual
+environment.

From fb98613eace8dcefdffc59c09370a216feda53ac Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Sat, 17 Oct 2026 10:07:34 +0000
Subject: [PATCH 2/9] style: pre-commit fixes

---
 PYTHON_DEVELOPER_GUIDE.md | 116 +++++++++++++++++++-------------------
 1 file changed, 59 insertions(+), 57 deletions(-)

diff --git a/PYTHON_DEVELOPER_GUIDE.md b/PYTHON_DEVELOPER_GUIDE.md
index 9313b69..83ad34d 100644
--- a/PYTHON_DEVELOPER_GUIDE.md
+++ b/PYTHON_DEVELOPER_GUIDE.md
@@ -8,8 +8,8 @@ does the particle transport in native C++.
 It is not a complete replacement for the official Geant4 Application Developer
 Guide. Use that guide for detailed physics, geometry, and toolkit reference. Use
 this guide for the Python interface and this repository's supported workflow.
-Part VI is for contributors to the package itself: building, testing, CI,
-Geant4 upgrades, the conda recipe, and releases.
+Part VI is for contributors to the package itself: building, testing, CI, Geant4
+upgrades, the conda recipe, and releases.
 
 ## 1. The simulation idea
 
@@ -305,8 +305,8 @@ Two step fields have special values worth knowing:
 
 - `step_process` and `step_process_type` are `"InitStep"` for the first step of
   a track, where no process has acted yet. Otherwise `step_process` is the
-  process name (for example `"eIoni"`) and `step_process_type` its category
-  (for example `"Electromagnetic"`).
+  process name (for example `"eIoni"`) and `step_process_type` its category (for
+  example `"Electromagnetic"`).
 - `step_volume` is `"OutOfWorld"` when a step starts without a volume, which
   Geant4 11.4 can produce for a primary generated exactly on the world boundary.
 
@@ -397,8 +397,8 @@ missing. On Linux, Qt still uses the system's OpenGL and X11 libraries; desktop
 installations have them, minimal ones may need packages such as `libgl1` and
 `libxkbcommon-x11-0` (`INSTALLATION.md` lists them).
 
-Source builds leave the viewer out by default. It needs a Geant4 built as
-shared libraries with Qt and OpenGL, and is enabled with:
+Source builds leave the viewer out by default. It needs a Geant4 built as shared
+libraries with Qt and OpenGL, and is enabled with:
 
 ```bash
 pip install . -Ccmake.define.GEANT4_PYTHON_APPLICATION_VISUALIZATION=ON
@@ -476,9 +476,9 @@ def step_energies(seed):
 assert np.array_equal(step_energies(1100), step_energies(1100))
 ```
 
-Validate a simulation by checking
-geometry overlaps, inspecting particle/energy distributions, and running enough
-events for the statistical uncertainty to be meaningful.
+Validate a simulation by checking geometry overlaps, inspecting particle/energy
+distributions, and running enough events for the statistical uncertainty to be
+meaningful.
 
 ## 14. What this interface does not currently expose
 
@@ -736,7 +736,9 @@ with g4.Application(gdml=g4.basic_gdml) as app:  # the world spans +-50 cm
     try:
         app.run(1)
     except RuntimeError as error:
-        print(error)  # Primary vertex at (0.000000, 0.000000, 100.000000) cm is outside ...
+        print(
+            error
+        )  # Primary vertex at (0.000000, 0.000000, 100.000000) cm is outside ...
     app.command("/gun/position 0 0 0 cm")
     events = app.run(2)
 ```
@@ -870,8 +872,8 @@ it harder to see the actual error. Prefer small event counts while debugging.
 The Qt viewer is most useful for answering geometry questions: is the world
 present, is the target where expected, and does the primary start in the world?
 Install the `[gui]` extra (or build from source with visualization enabled),
-then run a few events. Keep visualization
-separate from production output and do not use it to estimate physics results.
+then run a few events. Keep visualization separate from production output and do
+not use it to estimate physics results.
 
 ## 27. Production run design
 
@@ -990,8 +992,8 @@ free. When relying on an installed Geant4's data, its version must equal
 downloads its own copy.
 
 **`RuntimeError: Primary vertex ... is outside the world volume`.** The gun or
-primary-array position lies outside the world. Check the units (`cm` versus
-`m`) and the world's half-lengths (section 21.1).
+primary-array position lies outside the world. Check the units (`cm` versus `m`)
+and the world's half-lengths (section 21.1).
 
 **`app.visualize()` raises a `RuntimeError`.** Install the `[gui]` extra and, on
 Linux, the OpenGL/X11 libraries; `g4.Application.visualization_available()`
@@ -1817,19 +1819,19 @@ Geant4 upgrades, wheels, the conda recipe, and releases are produced.
 
 ## 59. Repository layout and the example ports
 
-| Path                                   | Contents                                                        |
-| -------------------------------------- | --------------------------------------------------------------- |
-| `src/geant4_application/`              | The C++ Geant4 application and its pybind11 module              |
-| `src/geant4_python_application/`       | The Python package: `Application`, generator, scoring, I/O      |
-| `src/geant4_python_application/files/` | Data directories and the Geant4 dataset list and downloader     |
-| `tests/`                               | The pytest suite                                                |
-| `examples/geant4-examples/`            | Numbered topic examples and the ports of the Geant4 examples    |
-| `examples/attenuation.ipynb`           | The notebook that the Binder badges open                        |
-| `tools/`                               | Example runner, macOS wheel builder, CI helper scripts          |
-| `conda-recipe/`                        | The conda-forge recipe                                          |
-| `.github/workflows/`                   | `build-test.yaml`, `wheels.yaml`, `conda-recipe.yaml`           |
-| `INSTALLATION.md`                      | The full installation reference for users                       |
-| `docs/FEATURE_SUPPORT.md`              | Which Geant4 features are native, partial, or Python adapters   |
+| Path                                   | Contents                                                      |
+| -------------------------------------- | ------------------------------------------------------------- |
+| `src/geant4_application/`              | The C++ Geant4 application and its pybind11 module            |
+| `src/geant4_python_application/`       | The Python package: `Application`, generator, scoring, I/O    |
+| `src/geant4_python_application/files/` | Data directories and the Geant4 dataset list and downloader   |
+| `tests/`                               | The pytest suite                                              |
+| `examples/geant4-examples/`            | Numbered topic examples and the ports of the Geant4 examples  |
+| `examples/attenuation.ipynb`           | The notebook that the Binder badges open                      |
+| `tools/`                               | Example runner, macOS wheel builder, CI helper scripts        |
+| `conda-recipe/`                        | The conda-forge recipe                                        |
+| `.github/workflows/`                   | `build-test.yaml`, `wheels.yaml`, `conda-recipe.yaml`         |
+| `INSTALLATION.md`                      | The full installation reference for users                     |
+| `docs/FEATURE_SUPPORT.md`              | Which Geant4 features are native, partial, or Python adapters |
 
 `examples/geant4-examples/Geant4-11.4.2-examples-python/` holds Python ports of
 the official Geant4 examples (B1 to B5, GoldFoilExperiment, exgps, particleGun,
@@ -1878,14 +1880,15 @@ pip install ".[test]"
 dependencies (FreeType, Xerces-C, Expat, zlib) again when this package is
 configured. With a Geant4 built from source, point it at that Geant4's Xerces-C
 installation instead. `INSTALLATION.md` gives the exact Geant4 and Xerces-C
-source-build commands that CI uses (static libraries, `-fPIC`, GDML on,
-datasets off; on macOS also `-DGEANT4_USE_SYSTEM_ZLIB=ON`, because Geant4's
-bundled zlib does not compile against recent macOS SDKs).
+source-build commands that CI uses (static libraries, `-fPIC`, GDML on, datasets
+off; on macOS also `-DGEANT4_USE_SYSTEM_ZLIB=ON`, because Geant4's bundled zlib
+does not compile against recent macOS SDKs).
 
 The C++ module is rebuilt by `pip install .`; there is no separate build step.
-`CMakeLists.txt` requires the exact Geant4 version (`find_package(Geant4 11.4.3
-...)`), so a build against another Geant4 fails at configure time rather than at
-run time. Building the Qt viewer from source is covered in section 11.
+`CMakeLists.txt` requires the exact Geant4 version
+(`find_package(Geant4 11.4.3 ...)`), so a build against another Geant4 fails at
+configure time rather than at run time. Building the Qt viewer from source is
+covered in section 11.
 
 ## 61. Running the tests
 
@@ -1896,19 +1899,19 @@ python -m pytest -vv
 The suite downloads the Geant4 datasets on first use unless your Geant4
 installation provides them (section 2.4). It contains:
 
-- `tests/test_application.py`: transport, seeding, multithreading, fields,
-  event fields, and the primary-outside-world error. Multithreaded cases are
-  skipped when the linked Geant4 has no multithreading.
+- `tests/test_application.py`: transport, seeding, multithreading, fields, event
+  fields, and the primary-outside-world error. Multithreaded cases are skipped
+  when the linked Geant4 has no multithreading.
 - `tests/test_datasets.py`: dataset reuse across Geant4 versions and discovery
-  of an installed Geant4's datasets. These tests use a temporary directory and
-  a fake `geant4-config` script on `PATH`, so they need no network and no real
+  of an installed Geant4's datasets. These tests use a temporary directory and a
+  fake `geant4-config` script on `PATH`, so they need no network and no real
   Geant4 installation.
 - `tests/test_analysis.py`, `test_capabilities.py`, `test_module.py` and
   `test_run.py`: analysis, scoring, I/O, generators and the other modules.
 
 Follow the same rules the suite follows when adding tests: never hard-code
-values that depend on the Geant4 version (compare two seeded runs instead),
-keep every primary inside the world, and skip rather than fail when an optional
+values that depend on the Geant4 version (compare two seeded runs instead), keep
+every primary inside the world, and skip rather than fail when an optional
 capability (multithreading, the viewer) is missing. Before opening a pull
 request, also run `python tools/run_example_ports.py`.
 
@@ -1916,11 +1919,10 @@ request, also run `python tools/run_example_ports.py`.
 
 Three GitHub Actions workflows build and test the package:
 
-- **Build and Test** (`build-test.yaml`) builds the package on Ubuntu and
-  macOS against conda-forge's Geant4 (Python 3.12) and against a Geant4 and
-  Xerces-C built from source and cached (Python 3.8 to 3.13). It runs pytest
-  and, on Ubuntu with Python 3.12, every example port and the example
-  notebooks.
+- **Build and Test** (`build-test.yaml`) builds the package on Ubuntu and macOS
+  against conda-forge's Geant4 (Python 3.12) and against a Geant4 and Xerces-C
+  built from source and cached (Python 3.8 to 3.13). It runs pytest and, on
+  Ubuntu with Python 3.12, every example port and the example notebooks.
 - **Wheels** (`wheels.yaml`) builds the sdist and the relocatable wheels with
   cibuildwheel (manylinux_2_28 x86_64, macOS 11+ arm64 and x86_64), with Geant4
   built as shared libraries with the Qt viewer, then tests the installed wheels
@@ -1974,10 +1976,9 @@ match it. Upgrading (as done for 11.2.2 to 11.4.3) touches these places:
    suite and every example port. The 11.4 upgrade needed: a check that rejects
    primaries outside the world, because Geant4 11.4 crashes on them and its
    particle gun keeps the previous position with only a warning
-   (`PrimaryGeneratorAction.cpp`, guarded by `G4VERSION_NUMBER >= 1140`);
-   null checks for a step with no volume or no defining process
-   (`DataModel.cpp`); and gun positions moved inside the world in tests,
-   examples and the notebook.
+   (`PrimaryGeneratorAction.cpp`, guarded by `G4VERSION_NUMBER >= 1140`); null
+   checks for a step with no volume or no defining process (`DataModel.cpp`);
+   and gun positions moved inside the world in tests, examples and the notebook.
 4. **Tests with exact values**: replace any reference numbers from the old
    version with version-independent checks (section 61).
 
@@ -1993,17 +1994,17 @@ pip (section 2). Its design:
 
 - The source is the sdist from PyPI, pinned by SHA-256. The awkward headers and
   pybind11, which CMake would otherwise download at build time, are listed as
-  extra sources and passed with `FETCHCONTENT_SOURCE_DIR_*`, because
-  conda-forge builds have no network access. Their licences are packaged too.
+  extra sources and passed with `FETCHCONTENT_SOURCE_DIR_*`, because conda-forge
+  builds have no network access. Their licences are packaged too.
 - The package links conda-forge's `geant4` and pins it exactly (`==11.4.3`) at
   run time, since the datasets are matched to that version. Because conda's
   Geant4 brings its datasets, a conda install downloads nothing (section 2.4).
 - Host requirements include `freetype`, `xerces-c`, `expat` and `zlib`, which
   Geant4's CMake configuration looks up, and the build uses Ninja explicitly
   (`CMAKE_GENERATOR=Ninja`), since conda-forge's Linux image has no `make`.
-- Windows is skipped. The recipe's tests import the package, check
-  `pip check`, check the Geant4 version, check that the installation's datasets
-  are found, and run ten events.
+- Windows is skipped. The recipe's tests import the package, check `pip check`,
+  check the Geant4 version, check that the installation's datasets are found,
+  and run ten events.
 
 Build it locally the way the workflow does:
 
@@ -2013,8 +2014,8 @@ rattler-build build --recipe conda-recipe/recipe.yaml -c conda-forge --output-di
 ```
 
 The workflow writes a small variant file pinning one Python and conda-forge's
-compiler and C library baselines. For each new release, update `version` and
-the sdist `sha256` in the recipe (and `geant4_version` after a Geant4 upgrade).
+compiler and C library baselines. For each new release, update `version` and the
+sdist `sha256` in the recipe (and `geant4_version` after a Geant4 upgrade).
 
 ## 65. Making a release
 
@@ -2026,7 +2027,8 @@ source needs editing. To release:
 3. The Wheels workflow then builds the sdist and wheels, checks that every wheel
    is larger than 2 MB (a smaller one means Geant4 was not bundled), uploads
    everything to PyPI, attaches the files to the GitHub release, and builds,
-   tests and publishes the Docker image to `ghcr.io/lobis/geant4-python-application`.
+   tests and publishes the Docker image to
+   `ghcr.io/lobis/geant4-python-application`.
 4. Update the conda recipe to the new version and sdist checksum (section 64).
 
 To try a version number before releasing, run the Wheels workflow by hand with

From 7917eae3a6e9f3ca6da3c37b5b14e9c38bdb0e90 Mon Sep 17 00:00:00 2001
From: KAVYA WADHWA <kavyawadhwa@KAVYAs-MacBook-Air.local>
Date: Sat, 17 Oct 2026 15:39:58 +0530
Subject: [PATCH 3/9] Developer guide: update the first-laboratory exercise for
 the outside-world error

---
 PYTHON_DEVELOPER_GUIDE.md | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/PYTHON_DEVELOPER_GUIDE.md b/PYTHON_DEVELOPER_GUIDE.md
index 83ad34d..d5f9e3d 100644
--- a/PYTHON_DEVELOPER_GUIDE.md
+++ b/PYTHON_DEVELOPER_GUIDE.md
@@ -1176,7 +1176,9 @@ it. A result without configuration metadata cannot be reproduced.
 
 1. Change the electron energy from 1 MeV to 10 MeV.
 2. Replace the electron with a gamma ray and explain the changed distribution.
-3. Move the source outside the world and observe the diagnostic behavior.
+3. Move the source outside the world (for example `/gun/position 0 0 -60 cm`,
+   since the world spans +-50 cm) and read the `RuntimeError` that `run`
+   raises. Then move it back and check that the same application runs again.
 4. Set the target volume as sensitive and compare the resulting step records.
 
 ## 39. Designing a detector model

From fb937d07a8e8a3c28d3ed7f5560b678d2a16ba0c Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Sat, 17 Oct 2026 10:10:18 +0000
Subject: [PATCH 4/9] style: pre-commit fixes

---
 PYTHON_DEVELOPER_GUIDE.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/PYTHON_DEVELOPER_GUIDE.md b/PYTHON_DEVELOPER_GUIDE.md
index d5f9e3d..4f30a2e 100644
--- a/PYTHON_DEVELOPER_GUIDE.md
+++ b/PYTHON_DEVELOPER_GUIDE.md
@@ -1177,8 +1177,8 @@ it. A result without configuration metadata cannot be reproduced.
 1. Change the electron energy from 1 MeV to 10 MeV.
 2. Replace the electron with a gamma ray and explain the changed distribution.
 3. Move the source outside the world (for example `/gun/position 0 0 -60 cm`,
-   since the world spans +-50 cm) and read the `RuntimeError` that `run`
-   raises. Then move it back and check that the same application runs again.
+   since the world spans +-50 cm) and read the `RuntimeError` that `run` raises.
+   Then move it back and check that the same application runs again.
 4. Set the target volume as sensitive and compare the resulting step records.
 
 ## 39. Designing a detector model

From 9d08a4fba3913514e42a0099ad121af132a0553f Mon Sep 17 00:00:00 2001
From: KAVYA WADHWA <kavyawadhwa@KAVYAs-MacBook-Air.local>
Date: Sat, 17 Oct 2026 16:13:58 +0530
Subject: [PATCH 5/9] Developer guide: architecture, five detector tutorials,
 examples and API reference

New parts: how the package works (the worker process, the application
lifecycle, what a run records, the event data model with units); five
worked detector simulations, each run and checked against reference data
(Rutherford gold foil, a Pb/LAr sampling calorimeter, a proton Bragg peak
against NIST PSTAR, a magnetic spectrometer, gamma radiography), with
figures in docs/images; a catalogue of the repository's examples; and an
API reference. The contributor part becomes Part X.

Fixes found by running the guide's code: scripts need an
if __name__ == "__main__" guard; sensitive volumes take logical volume
names; volume queries and check_overlaps need initialize(); primary arrays
take keV and cm; multithreaded runs must initialize before configuring the
source with /gun/ commands.
---
 PYTHON_DEVELOPER_GUIDE.md   | 1456 ++++++++++++++++++++++++++++++++++-
 docs/images/bragg_peak.png  |  Bin 0 -> 65931 bytes
 docs/images/calorimeter.png |  Bin 0 -> 48275 bytes
 docs/images/gold_foil.png   |  Bin 0 -> 47787 bytes
 docs/images/radiography.png |  Bin 0 -> 30072 bytes
 5 files changed, 1414 insertions(+), 42 deletions(-)
 create mode 100644 docs/images/bragg_peak.png
 create mode 100644 docs/images/calorimeter.png
 create mode 100644 docs/images/gold_foil.png
 create mode 100644 docs/images/radiography.png

diff --git a/PYTHON_DEVELOPER_GUIDE.md b/PYTHON_DEVELOPER_GUIDE.md
index 4f30a2e..ffe9dbd 100644
--- a/PYTHON_DEVELOPER_GUIDE.md
+++ b/PYTHON_DEVELOPER_GUIDE.md
@@ -8,8 +8,20 @@ does the particle transport in native C++.
 It is not a complete replacement for the official Geant4 Application Developer
 Guide. Use that guide for detailed physics, geometry, and toolkit reference. Use
 this guide for the Python interface and this repository's supported workflow.
-Part VI is for contributors to the package itself: building, testing, CI, Geant4
-upgrades, the conda recipe, and releases.
+
+How the guide is organised:
+
+- **Parts I–V** teach the concepts and how to write a simulation program, from
+  a ten-event first run to a production campaign.
+- **Part VI** explains how the package works inside: the worker process, the
+  application lifecycle, and the event data model.
+- **Part VII** has five complete detector simulations, each run and checked
+  against reference physics: Rutherford's gold foil, a sampling calorimeter,
+  a proton-therapy Bragg peak, a magnetic spectrometer, and gamma radiography.
+- **Part VIII** catalogues the repository's examples, and **Part IX** is the
+  API reference.
+- **Part X** is for contributors to the package itself: building, testing, CI,
+  Geant4 upgrades, the conda recipe, and releases.
 
 ## 1. The simulation idea
 
@@ -135,7 +147,7 @@ yourself.
 ### 2.5 Building from source
 
 Platforms without wheels, and work on the package itself, need a Geant4 11.4.3
-installation and a source build. Section 60 walks through it.
+installation and a source build. Section 80 walks through it.
 
 ## 3. Your first simulation
 
@@ -144,14 +156,30 @@ Create `first_simulation.py`:
 ```python
 import geant4_python_application as g4
 
-with g4.Application(gdml=g4.basic_gdml, seed=137) as app:
-    events = app.run(10)
 
-print(events.fields)
-print("number of events:", len(events))
-print(events[:2])
+def main():
+    with g4.Application(gdml=g4.basic_gdml, seed=137) as app:
+        events = app.run(10)
+
+    print(events.fields)
+    print("number of events:", len(events))
+    print(events[:2])
+
+
+if __name__ == "__main__":
+    main()
 ```
 
+**Always put the code that creates an `Application` under
+`if __name__ == "__main__":` in a script.** Geant4 runs in a separate worker
+process (section 60). On macOS, and on Linux from Python 3.14, Python starts
+that process by re-importing your script; without the guard the re-import tries
+to create another application and the script fails with a `RuntimeError` about
+the "bootstrapping phase" followed by "Application process died". Jupyter
+notebooks and the interactive interpreter do not need the guard. The shorter
+snippets in this guide leave it out for readability; add it when you paste them
+into a script.
+
 `basic_gdml` is a small air world containing a water box. The context manager
 starts and stops the worker process safely. `run(10)` transports ten events.
 
@@ -240,23 +268,35 @@ import geant4_python_application as g4
 gdml = Path("detector.gdml").read_text()
 
 with g4.Application(gdml=gdml) as app:
+    events = app.run(100)
     print(app.detector.logical_volumes)
     print(app.detector.physical_volumes)
-    events = app.run(100)
 ```
 
-Inspect geometry before running:
+Inspect geometry before running. The GDML is parsed when the application
+initializes, so call `initialize()` first; before that the volume and material
+sets are empty and `check_overlaps()` raises an error:
 
 ```python
 with g4.Application(gdml=gdml) as app:
+    app.initialize()
     print(app.detector.materials)
     print(app.detector.logical_volumes)
     print(app.detector.physical_volumes)
-    app.detector.check_overlaps()
+    if app.detector.check_overlaps():  # True means an overlap was found
+        raise RuntimeError("the geometry has overlapping volumes")
 ```
 
-The exact names used for scoring and sensitive volumes are the GDML physical or
-logical names, so inspect them rather than guessing.
+Two kinds of names are used, so inspect them rather than guessing:
+
+- **physical volume names** (`<physvol name="...">`) appear in the event data
+  as `step.volume` and are what `Scoring.energy_deposit(events, volume=...)`
+  filters on;
+- **logical volume names** (`<volume name="...">`) are what
+  `detector.sensitive_volumes` takes.
+
+For `g4.basic_gdml` the water box is the physical volume `box`, placed from the
+logical volume `boxVolume`.
 
 ## 7. Fields and sensitive volumes
 
@@ -269,7 +309,11 @@ with g4.Application(gdml=gdml) as app:
     events = app.run(100)
 ```
 
-To focus on a detector volume's steps:
+Fields, like sensitive volumes, must be set before the application initializes
+(before the first `run`).
+
+To mark a detector volume as sensitive, give its **logical** volume name, before
+initialization:
 
 ```python
 with g4.Application(gdml=gdml) as app:
@@ -406,7 +450,7 @@ pip install . -Ccmake.define.GEANT4_PYTHON_APPLICATION_VISUALIZATION=ON
 
 Visualization is for inspecting geometry and tracks; production runs should be
 performed in batch mode without the viewer. Scripts that open the viewer by
-default, such as the example ports (section 59), accept `--batch` to run
+default, such as the example ports (section 72), accept `--batch` to run
 headless.
 
 ## 12. Multithreading and MPI
@@ -532,7 +576,7 @@ physics constructors cannot be added after initialization:
 ```python
 with g4.Application(gdml=g4.basic_gdml, physics="FTFP_BERT") as app:
     app.add_physics("G4EmExtraPhysics")
-    app.detector.sensitive_volumes = {"box"}
+    app.detector.sensitive_volumes = {"boxVolume"}
     app.initialize()
     events = app.run(100)
 ```
@@ -571,9 +615,18 @@ def main():
                 "step_position",
             }
         )
-        app.generator.particle("gamma").energy(2, "MeV")
-        app.generator.position(0, 0, -10, "cm").direction(0, 0, 1)
-        app.detector.sensitive_volumes = {"box"}
+        app.detector.sensitive_volumes = {"boxVolume"}
+        # with n_threads > 0, initialize before configuring the source and use
+        # /gun/ commands: app.generator needs the serial run manager (section 28)
+        app.initialize()
+        app.commands(
+            [
+                "/gun/particle gamma",
+                "/gun/energy 2 MeV",
+                "/gun/position 0 0 -10 cm",
+                "/gun/direction 0 0 1",
+            ]
+        )
         events = app.run(10_000)
 
     deposited = g4.Scoring.energy_deposit(events, volume="box")
@@ -674,9 +727,10 @@ import geant4_python_application as g4
 
 gdml = Path("detector.gdml").read_text()
 with g4.Application(gdml=gdml) as app:
+    app.initialize()
     print(app.detector.materials)
     print(app.detector.physical_volumes)
-    app.detector.check_overlaps()
+    assert not app.detector.check_overlaps()
     events = app.run(100)
 ```
 
@@ -777,8 +831,8 @@ import awkward as ak
 primaries = ak.Array(
     {
         "particle": ["gamma", "gamma", "e-"],
-        "energy": [1.0, 2.0, 5.0],
-        "position": {"x": [0, 0, 0], "y": [0, 0, 0], "z": [-10, -10, -10]},
+        "energy": [1000.0, 2000.0, 5000.0],  # keV
+        "position": {"x": [0, 0, 0], "y": [0, 0, 0], "z": [-10, -10, -10]},  # cm
         "direction": {"x": [0, 0, 0], "y": [0, 0, 0], "z": [1, 1, 1]},
     }
 )
@@ -787,7 +841,9 @@ with g4.Application(gdml=g4.basic_gdml) as app:
     events = app.run(primaries)
 ```
 
-Test array-driven primaries in serial mode first. The repository currently
+Energies are in keV and positions in cm here (section 73.1). Add a
+`primaries` field holding a list per event to put several primaries in one
+event. Test array-driven primaries in serial mode first. The repository currently
 documents limitations for this input path in multithreaded runs.
 
 ## 22. Physics choices and statistical thinking
@@ -902,8 +958,28 @@ with g4.Application(gdml=g4.basic_gdml, n_threads=8) as app:
     events = app.run(100_000)
 ```
 
-The linked Geant4 library must have been compiled with multithreading. More
-threads are not always faster: geometry initialization, memory pressure, output
+The linked Geant4 library must have been compiled with multithreading.
+
+**Configure the source differently in multithreaded mode.** Geant4 gives each
+worker thread its own primary generator and none to the master thread, which is
+where the package's commands arrive. Two consequences:
+
+- `app.generator.*` raises `RuntimeError: Primary generator action is not
+  available` when `n_threads > 0`; use `/gun/...` or `/gps/...` commands
+  instead.
+- Those commands exist only once the workers are built, so call
+  `app.initialize()` first; before it they fail with code 100.
+
+```python
+with g4.Application(gdml=g4.basic_gdml, n_threads=8, seed=1) as app:
+    app.initialize()
+    app.commands(["/gun/particle proton", "/gun/energy 50 MeV"])
+    events = app.run(100_000)
+```
+
+Settings that must precede initialization (sensitive volumes, fields, extra
+physics, production cuts) go before `initialize()`. More threads are not always
+faster: geometry initialization, memory pressure, output
 construction, and CPU oversubscription can reduce the gain.
 
 Benchmark with the same event count and seed policy. Validate event counts and
@@ -991,6 +1067,22 @@ free. When relying on an installed Geant4's data, its version must equal
 `g4.geant4_version` and every dataset must be present, otherwise the package
 downloads its own copy.
 
+**A script fails with "current process has finished its bootstrapping phase"
+or "Application process died".** The script creates the `Application` at module
+level. Move that code into a function called under `if __name__ == "__main__":`
+(section 3).
+
+**`Primary generator action is not available`, or a `/gun/` command fails with
+code 100.** The application is multithreaded. Call `app.initialize()` first and
+configure the source with `/gun/` or `/gps/` commands instead of
+`app.generator` (section 28).
+
+**`Could not find logical volume '...'`.** `detector.sensitive_volumes` takes
+logical volume names (`<volume name>`), not physical ones (`<physvol name>`).
+
+**`Detector is not constructed`.** `check_overlaps()` and the volume lists need
+an initialized application; call `app.initialize()` first.
+
 **`RuntimeError: Primary vertex ... is outside the world volume`.** The gun or
 primary-array position lies outside the world. Check the units (`cm` versus `m`)
 and the world's half-lengths (section 21.1).
@@ -1575,8 +1667,10 @@ def configure_source(app, particle="gamma", energy_mev=1.0):
 
 
 def configure_detector(app):
-    app.detector.sensitive_volumes = {"box"}
-    app.detector.check_overlaps()
+    app.detector.sensitive_volumes = {"boxVolume"}
+    app.initialize()
+    if app.detector.check_overlaps():
+        raise RuntimeError("the geometry has overlapping volumes")
 
 
 def run_simulation(n_events, seed=1234):
@@ -1735,8 +1829,10 @@ Add a geometry test:
 ```python
 def test_detector_names():
     with g4.Application(gdml=g4.basic_gdml) as app:
+        app.initialize()
         assert "box" in app.detector.physical_volumes
-        app.detector.check_overlaps()
+        assert "boxVolume" in app.detector.logical_volumes
+        assert not app.detector.check_overlaps()
 ```
 
 Tests are not a substitute for physics validation, but they prevent ordinary
@@ -1780,8 +1876,10 @@ def configure(app):
     app.generator.use_gps()
     app.generator.particle("gamma").energy(2, "MeV")
     app.generator.position(0, 0, -10, "cm").direction(0, 0, 1)
-    app.detector.sensitive_volumes = {"box"}
-    app.detector.check_overlaps()
+    app.detector.sensitive_volumes = {"boxVolume"}
+    app.initialize()
+    if app.detector.check_overlaps():
+        raise RuntimeError("the geometry has overlapping volumes")
 
 
 def run(args):
@@ -1813,13 +1911,1287 @@ When adapting this template, change one section at a time and keep the
 simulation executable after each change. This is how a short educational script
 becomes a dependable research program.
 
-# Part VI - Working on the package itself
+# Part VI - How geant4-python-application works
+
+Parts I to V show what to write. This part explains what happens underneath when
+you write it. Knowing the machinery explains most of the package's rules: why a
+script needs a `__main__` guard, why fields and sensitive volumes must be set
+before the first run, why Python callbacks run after transport, and why output
+arrays are shaped the way they are.
+
+## 59. The architecture at a glance
+
+The package has three layers:
+
+```text
+ your Python process                           Geant4 worker process
++------------------------------------+        +-------------------------------------+
+| geant4_python_application          |  Pipe  | _geant4_application  (pybind11)     |
+|   Application, Generator, Detector |------->|   C++ geant4_app::Application       |
+|   Scoring, io, optical, cad, ...   |<-------|   G4RunManager (serial or MT)       |
+|   awkward arrays, numpy analysis   |  data  |   DetectorConstruction (GDML)       |
++------------------------------------+        |   PhysicsList / reference list      |
+                                              |   Run/Event/Tracking/Stepping       |
+                                              |   actions -> awkward builders       |
+                                              |   _geant4_vis (Qt, only on demand)  |
+                                              +-------------------------------------+
+```
+
+1. **A C++ Geant4 application** (`src/geant4_application/`). It is an ordinary,
+   generic Geant4 program: a detector construction that reads GDML, a physics
+   list, a primary generator with a particle gun and a General Particle Source,
+   and user actions that record every event, track and step.
+2. **A pybind11 module**, `geant4_python_application._geant4_application`
+   (`src/python/module.cpp`), which exposes that C++ application's methods to
+   Python: `setup_manager`, `setup_physics`, `setup_detector`, `initialize`,
+   `run`, `command`, the detector queries, and so on.
+3. **The Python package** (`src/geant4_python_application/`). Its
+   `Application` class does not call the C++ module directly. It starts a
+   separate worker process, creates the C++ application there, and forwards
+   every call to it.
+
+The Qt viewer is a fourth, optional module (`_geant4_vis`, `src/vis/`). Only
+`Application.visualize()` imports it, and only inside the worker process, which
+is why the rest of the package works without Qt.
+
+## 60. Why Geant4 runs in a separate process
+
+Geant4's kernel is built from process-wide singletons: the run manager, the
+geometry stores, the particle table and the physics tables can be created once
+per process and cannot be torn down and rebuilt cleanly. The C++ application
+enforces this: constructing a second one in the same process raises
+`Application can only be created once`.
+
+Running Geant4 in a child process turns that limit into something convenient:
+
+- **Many applications in one script.** Each `with g4.Application(...)` block
+  starts a fresh worker with a fresh Geant4, so a script can simulate one
+  geometry, then another, then a third, for example to compare designs.
+- **Crash isolation.** If Geant4 aborts, only the worker dies. Your Python
+  session gets `RuntimeError: Application process died. Recreate the
+  application` and can carry on.
+- **A clean Python process.** Geant4's threads, signal handlers and Qt event
+  loop live in the worker.
+
+How a call travels:
+
+```text
+app.command("/gun/energy 1 MeV")
+  -> Message(target="", method="command", args=("/gun/energy 1 MeV",), kwargs={})
+  -> pickled and sent through a multiprocessing Pipe with a sequence number
+  -> worker: getattr(cpp_app, "command")("/gun/energy 1 MeV")
+  -> the result (or the exception) is pickled back
+  -> Application raises the exception again in your process, or returns the result
+```
+
+`app.detector.*` and `app.generator.*` work the same way with a target of
+`"detector"` or `"generator"`. Calls are synchronous: `run` returns only when
+Geant4 has finished the run and the data has arrived.
+
+Consequences to keep in mind:
+
+- **The `__main__` guard.** The worker is a `multiprocessing` process. Where
+  Python starts it with the `spawn` method (macOS; Linux from Python 3.14
+  defaults to `forkserver`, which behaves the same way), the worker imports
+  your script again. Code that creates an `Application` at module level would
+  run again in the worker and fail. Put it under `if __name__ == "__main__":`
+  (section 3).
+- **Everything crosses the process boundary by pickling.** Arguments and
+  results must be picklable, and large event arrays are copied from the worker
+  to your process. That copy is part of the cost of a run (section 30).
+- **Python code cannot run inside transport.** A Python function cannot be
+  sent to the worker and called from a Geant4 stepping action, which is why
+  `run_with_callbacks` calls your callbacks after the run, over the returned
+  arrays (section 24). `docs/FEATURE_SUPPORT.md` explains what live callbacks
+  would require.
+- **Data files are prepared first.** `Application(...)` checks and if needed
+  downloads the datasets in your process before starting the worker, and the
+  worker inherits the environment variables that point Geant4 at them
+  (section 2.4).
+
+## 61. The life of an application
+
+```text
+Application(...)        check/download datasets; nothing else yet
+  with ... as app:      start(): spawn the worker, then in order
+                          set_seed(seed)
+                          setup_manager(n_threads)    serial or MT G4RunManager
+                          setup_physics(physics, optical)
+                          setup_detector(gdml)        store the GDML text
+                          setup_action()              user actions + generator
+  configure             commands, generator, event fields, fields, sensitive volumes
+  app.initialize()      (optional; the first run does it) random engine,
+                          G4RunManager::Initialize(): parse GDML, build geometry,
+                          attach sensitive detectors and fields, build physics tables
+  app.run(n)            BeamOn(n), collect the recorded events
+  app.run(m)            further runs reuse the initialized geometry and physics
+leaving the with block  stop(): tell the worker to exit and join it
+```
+
+What each step does in C++:
+
+- **Seed.** `initialize()` installs a `RanecuEngine` seeded with `seed`; a seed
+  of 0 (the default) draws a random seed from the operating system, which
+  `app.seed` reports afterwards. Set a seed for reproducible runs.
+- **Run manager.** `n_threads=0` creates the serial run manager; a positive
+  number creates the multithreaded one with that many workers. The scoring
+  manager is created at the same time, so `/score/*` commands work before
+  initialization.
+- **Physics.** `physics="custom"` (the default) is the package's own modular
+  list: decay, radioactive decay, `G4EmStandardPhysics_option4`, hadron elastic,
+  `FTFP_BERT` hadron inelastic, stopping, ion physics and a neutron tracking
+  cut, plus optical physics when `optical=True`. Any other name is looked up in
+  Geant4's reference-list factory (`FTFP_BERT`, `QGSP_BIC_EMY`, ...). Extra
+  constructors from `available_extra_physics()` can be added with
+  `add_physics` until initialization.
+- **Geometry.** The GDML text is kept until initialization, then written to a
+  temporary file and read with `G4GDMLParser`. This is why volume and material
+  names, and `check_overlaps()`, are only available after `initialize()`.
+- **Sensitive detectors and fields** are attached in
+  `ConstructSDandField()` during initialization. Each name in
+  `sensitive_volumes` must be a logical volume. A magnetic field alone uses
+  Geant4's `G4GlobalMagFieldMessenger`; when an electric field is set, a
+  uniform electromagnetic field is integrated with `G4EqMagElectricField` and a
+  classical Runge-Kutta stepper. Both are global and uniform.
+- **Actions.** The run, event, tracking and stepping actions record data; the
+  stacking action can drop particle types; the primary generator uses the
+  particle gun or the GPS, or the primaries you pass to `run`.
+
+The rule that follows: **set everything that shapes the geometry or physics
+before the first `run`**: the physics list and extra constructors, sensitive
+volumes, fields, production cuts and other `/run/` or `/process/` settings
+that apply at initialization. Generator settings and event fields can change
+between runs.
+
+## 62. What happens during a run
+
+```text
+BeamOn(n)
+  BeginOfRunAction      create awkward LayoutBuilders for the requested fields
+  for each event:
+    BeginOfEventAction  append run, id, primaries; open the track lists
+    PreUserTracking     append track id, parent, particle, creator process, ...
+    UserSteppingAction  append step energy, position, volume, process, ...
+    PostUserTracking    close the track's step lists
+    EndOfEventAction    close the event's lists
+  EndOfRunAction        snapshot each builder into awkward arrays (one per thread)
+-> a Python list of {field: array} dicts travels back through the pipe
+-> Application.run concatenates the threads' pieces, nests the fields and
+   sorts the events by id
+```
+
+The data is written straight into awkward's C++ `LayoutBuilder`s as Geant4
+produces it, so recording costs no Python calls per step. In a multithreaded
+run each worker thread fills its own builder and the pieces are concatenated
+afterwards, so events arrive in thread order and `run` sorts them by `id`.
+
+`run` then reshapes the flat field names into nested records:
+
+- fields starting with `track_` move into `events.track` (named `Geant4Track`),
+- fields starting with `step_` move into `events.track.step` (`Geant4Step`),
+- the rest (`run`, `id`, `primaries`) stay on the event (`Geant4Event`).
 
-Parts I to V are about writing simulations with the package. This part is for
+Requesting fewer fields with `app.set_event_fields(...)` therefore makes runs
+faster and the output smaller; it is the single most effective optimisation for
+large runs. `app.get_event_fields_complete()` lists every field that can be
+recorded.
+
+## 63. The event data model
+
+Every event is a record; `track` holds one entry per track and `step` one entry
+per step of each track:
+
+```text
+events[i]
+  run, id                        int
+  primaries[j]                   particle, energy, position, direction
+  track
+    id[k], parent_id[k], particle[k], creator_process[k], ...
+    step
+      energy[k][s], position[k][s], volume[k][s], process[k][s], ...
+```
+
+So `events.track.step.energy` has three levels of nesting: event, track, step.
+`ak.flatten(..., axis=2)` merges a track's steps into one list per event, and
+`axis=None` flattens everything.
+
+| Field                         | Meaning                                                          | Unit    |
+| ----------------------------- | ---------------------------------------------------------------- | ------- |
+| `run`, `id`                   | run number and event number                                      |         |
+| `primaries`                   | particle, energy, position, direction of each primary            | keV, mm |
+| `track_id`, `track_parent_id` | Geant4 track id and its parent's id (0 for primaries)            |         |
+| `track_particle`              | particle name, e.g. `"e-"`, `"gamma"`, `"alpha"`                 |         |
+| `track_particle_type`         | particle category, e.g. `"lepton"`, `"nucleus"`                  |         |
+| `track_creator_process`       | process that created the track (`"InitProcess"` for primaries)   |         |
+| `track_creator_process_type`  | category of that process                                         |         |
+| `track_initial_energy`        | kinetic energy at the vertex                                     | keV     |
+| `track_initial_time`          | global time at the start of the track                            | µs      |
+| `track_initial_position`      | vertex position (`x`, `y`, `z`)                                  | mm      |
+| `track_initial_momentum`      | **unit direction** at the vertex (`px`, `py`, `pz`)              |         |
+| `track_children_ids`          | ids of the track's secondaries                                   |         |
+| `track_weight`                | track weight (1 unless biasing is used)                          |         |
+| `step_energy`                 | energy deposited during the step                                 | keV     |
+| `step_time`                   | global time at the end of the step                               | µs      |
+| `step_position`               | position at the end of the step (`x`, `y`, `z`)                  | mm      |
+| `step_momentum`               | **unit direction** at the end of the step (`px`, `py`, `pz`)     |         |
+| `step_track_kinetic_energy`   | kinetic energy at the end of the step                            | keV     |
+| `step_process`                | process that limited the step, e.g. `"eIoni"`, `"Transportation"` |         |
+| `step_process_type`           | its category, e.g. `"Electromagnetic"`                           |         |
+| `step_volume`                 | physical volume the step was in (its start point)                |         |
+| `step_volume_post`            | physical volume at the end of the step                           |         |
+| `step_nucleus`                | target nucleus of a hadronic interaction, if any                 |         |
+
+Points to remember:
+
+- A step's `energy` belongs to `volume`, the volume the step was in, but its
+  `position` is where the step **ended**. Binning energy at `position` puts all
+  of a long step's energy at its end point (tutorial 68 shows the effect).
+- A particle crossing a boundary has a step whose `volume` is the volume it
+  leaves and whose `volume_post` is the volume it enters. Tutorials 66 and 70
+  select those steps to find where particles exit or arrive.
+- `step_momentum` and `track_initial_momentum` hold directions, not momenta;
+  use `step_track_kinetic_energy` and the particle mass for the momentum.
+- Vectors are records with `x`, `y`, `z` (positions) or `px`, `py`, `pz`
+  (directions), with the `vector` library's behaviours attached.
+- Energies are in keV and lengths in mm in the output, but the inputs follow
+  Geant4 commands (`app.generator.energy(1, "MeV")`, `/gun/position 0 0 -10 cm`),
+  and primary arrays passed to `run` use keV and **cm** (section 73.1).
+
+## 64. The Python helper layers
+
+Around `Application` the package adds thin, pure-Python helpers:
+
+- `Generator` (`app.generator`) turns method calls into `/gun/...` or `/gps/...`
+  commands, depending on the current generator type.
+- `Detector` (`app.detector`) forwards geometry queries and the sensitive
+  volume and field settings.
+- `Scoring` and `NativeScoringMesh` score after the run (from recorded steps)
+  or during it (through Geant4's command-based scoring manager).
+- awkward **behaviours** registered on the record names add methods to the
+  returned arrays: `events.hits(volume)` and `events.energy_in_volume(volume)`.
+- `io`, `optical`, `geometry`, `cad` and `distributed` provide file formats,
+  ready-made optical geometries, generated GDML layouts, tessellated CAD
+  geometry and MPI helpers.
+
+Sections 73 to 78 list all of them.
+
+# Part VII - Worked detector simulations
+
+Each tutorial below is a complete, runnable script that answers one physics
+question, followed by the output it printed with geant4-python-application
+0.2.0 (Geant4 11.4.3) on macOS and what to learn from it. All five were run for
+this guide; their results are checked against textbook values or NIST data.
+
+## 65. How to use these tutorials
+
+- Save the script, activate your environment (section 2.1) and run it with
+  `python name.py`. Each one takes from a few seconds to about a minute.
+- The numbers you get will match the ones shown when you use the same package
+  version, Geant4 version and seed; with another Geant4 version they change
+  slightly (section 13).
+- Each tutorial ends with exercises. Change one thing at a time and predict the
+  result before you run it.
+- To look at a geometry before simulating it, replace `app.run(...)` with
+  `app.visualize()` (with the `[gui]` extra) and type `/run/beamOn 10` in the
+  viewer.
+
+## 66. Tutorial: the Rutherford gold-foil experiment
+
+**Question.** In 1909 Geiger and Marsden fired alpha particles at a thin gold
+foil and saw a few bounce back, which led Rutherford to the nuclear atom. Does
+the simulated angular distribution follow Rutherford's formula, and what else
+shapes it?
+
+**Model.** 5.5 MeV alphas (the energy from radon-222 decay) hit a 500 nm gold
+foil in vacuum. For each alpha the script finds the step on which it leaves the
+foil and reads its direction and kinetic energy there. This is the same
+geometry as the repository's port of Geant4's GoldFoilExperiment example,
+written with the public generator API.
+
+```python
+import awkward as ak
+import numpy as np
+
+import geant4_python_application as g4
+
+GOLD_FOIL_GDML = """<?xml version="1.0" encoding="utf-8"?>
+<gdml>
+  <solids>
+    <box name="WorldSolid" x="200" y="200" z="300" lunit="mm"/>
+    <box name="FoilSolid" x="10" y="10" z="0.0005" lunit="mm"/>
+  </solids>
+  <structure>
+    <volume name="FoilLV">
+      <materialref ref="G4_Au"/>
+      <solidref ref="FoilSolid"/>
+    </volume>
+    <volume name="World">
+      <materialref ref="G4_Galactic"/>
+      <solidref ref="WorldSolid"/>
+      <physvol name="Foil">
+        <volumeref ref="FoilLV"/>
+        <position name="foilPosition" unit="mm" x="0" y="0" z="0"/>
+      </physvol>
+    </volume>
+  </structure>
+  <setup name="Default" version="1.0"><world ref="World"/></setup>
+</gdml>
+"""
+
+
+def main():
+    with g4.Application(gdml=GOLD_FOIL_GDML, seed=137) as app:
+        app.set_event_fields(
+            {
+                "id",
+                "track_id",
+                "track_particle",
+                "step_volume",
+                "step_volume_post",
+                "step_momentum",
+                "step_track_kinetic_energy",
+            }
+        )
+        app.generator.particle("alpha").energy(5.5, "MeV")
+        app.generator.position(0, 0, -5, "cm").direction(0, 0, 1)
+        events = app.run(100_000)
+
+    # keep only the primary alpha (track 1) and the step on which it leaves the foil
+    tracks = events.track
+    steps = tracks.step[(tracks.id == 1) & (tracks.particle == "alpha")]
+    leaving = (steps.volume == "Foil") & (steps.volume_post != "Foil")
+
+    # step_momentum is the unit direction after the step: theta = acos(pz).
+    # ak.firsts keeps the first exit of each event (an event has one primary).
+    def first_exit(field):
+        values = ak.firsts(ak.flatten(field[leaving], axis=2), axis=1)
+        return ak.to_numpy(ak.drop_none(values))
+
+    direction_z = first_exit(steps.momentum.pz)
+    exit_energy = first_exit(steps.track_kinetic_energy)  # keV
+    theta = np.degrees(np.arccos(np.clip(direction_z, -1, 1)))
+
+    print(f"alphas leaving the foil : {len(theta)} of {len(events)}")
+    print(f"mean exit energy        : {exit_energy.mean() / 1000:.3f} MeV (from 5.5)")
+    print(f"median angle            : {np.median(theta):.3f} deg")
+    for limit in (1, 2, 5, 10, 30, 90):
+        n = int((theta > limit).sum())
+        print(f"scattered beyond {limit:>2} deg : {n:6d}  ({n / len(theta):.2e})")
+
+    # Rutherford: dN/dtheta is proportional to sin(theta) / sin^4(theta / 2).
+    # Compare the measured counts with that shape in the single-scattering tail,
+    # normalising both to the 5-10 degree bin.
+    edges = np.array([5, 10, 15, 20, 30, 45, 90])
+    measured, _ = np.histogram(theta, bins=edges)
+    grid = np.linspace(5, 90, 20001)
+    density = np.sin(np.radians(grid)) / np.sin(np.radians(grid) / 2) ** 4
+    predicted = np.array(
+        [
+            np.trapezoid(
+                density[(grid >= a) & (grid <= b)], grid[(grid >= a) & (grid <= b)]
+            )
+            for a, b in zip(edges[:-1], edges[1:])
+        ]
+    )
+    predicted *= measured[0] / predicted[0]
+    print("bin [deg]   measured  Rutherford")
+    for a, b, m, p in zip(edges[:-1], edges[1:], measured, predicted):
+        print(f"{a:>3}-{b:<3}    {m:8d}  {p:10.1f}")
+
+    np.savez("gold_foil.npz", theta=theta, exit_energy=exit_energy)
+
+
+if __name__ == "__main__":
+    main()
+```
+
+**Output** (100 000 alphas, about 3 seconds):
+
+```text
+alphas leaving the foil : 100000 of 100000
+mean exit energy        : 5.282 MeV (from 5.5)
+median angle            : 1.222 deg
+scattered beyond  1 deg :  62315  (6.23e-01)
+scattered beyond  2 deg :  20422  (2.04e-01)
+scattered beyond  5 deg :   2734  (2.73e-02)
+scattered beyond 10 deg :    601  (6.01e-03)
+scattered beyond 30 deg :     52  (5.20e-04)
+scattered beyond 90 deg :      3  (3.00e-05)
+bin [deg]   measured  Rutherford
+  5-10         2133      2133.0
+ 10-15          364       394.6
+ 15-20          108       138.2
+ 20-30           77        98.7
+ 30-45           31        43.8
+ 45-90           18        26.1
+```
+
+![Angular distribution of alphas after the gold foil](docs/images/gold_foil.png)
+
+**What to learn.**
+
+- **Two regimes.** Below about 2°, the distribution is a broad peak made by
+  many small deflections (multiple Coulomb scattering); its median is 1.2°.
+  Above a few degrees a single close encounter with a nucleus dominates and the
+  counts fall as Rutherford's $\sin\theta / \sin^4(\theta/2)$: four orders of
+  magnitude between 2° and 30°.
+- The tail sits a little below the curve in the table because the curve is
+  normalised in the 5–10° bin, where multiple scattering still adds counts.
+- **Backscattering is rare but real**: 3 alphas in 100 000 came back through
+  more than 90°, the same order as Geiger and Marsden's "1 in 8000" for their
+  foil. That rarity is what made the observation so striking.
+- The alphas lose about 0.22 MeV in 500 nm of gold, a stopping power near
+  440 keV/µm.
+- **Technique**: selecting the boundary-crossing step with
+  `(steps.volume == "Foil") & (steps.volume_post != "Foil")`, restricting to the
+  primary with `tracks.id == 1`, and reading directions from `step_momentum`.
+
+**Exercises.** Double the foil thickness and check that the single-scattering
+tail doubles while the multiple-scattering peak widens by about √2. Replace gold
+(Z = 79) with aluminium (`G4_Al`, Z = 13) and compare the tail with the $Z^2$
+scaling of the Rutherford cross section. Lower the alpha energy to 4 MeV and
+check the $1/E^2$ scaling.
+
+## 67. Tutorial: a lead/liquid-argon sampling calorimeter
+
+**Question.** How does an electromagnetic shower develop in a sampling
+calorimeter, what fraction of its energy does the active medium see, and how
+does the energy resolution scale with beam energy?
+
+**Model.** 20 layers of 10 mm lead (the absorber) and 5 mm liquid argon (the
+active gaps, where a real detector collects ionisation charge), 1 m × 1 m
+across, in vacuum, as in Geant4's basic example B4. Electrons of 0.5, 1, 2 and
+4 GeV enter along the axis. The same application runs all four energies,
+changing only the gun energy between runs.
+
+```python
+import awkward as ak
+import numpy as np
+
+import geant4_python_application as g4
+
+N_LAYERS = 20
+ABSORBER_MM = 10.0  # lead
+GAP_MM = 5.0  # liquid argon
+PITCH_MM = ABSORBER_MM + GAP_MM
+
+
+def calorimeter_gdml():
+    """N_LAYERS of lead absorber + liquid-argon gap along z, in vacuum."""
+    depth = N_LAYERS * PITCH_MM
+    placements = []
+    for i in range(N_LAYERS):
+        z0 = -depth / 2 + i * PITCH_MM  # front face of this layer
+        placements.append(
+            f'<physvol name="Absorber{i}"><volumeref ref="AbsorberLV"/>'
+            f'<position name="a{i}" unit="mm" x="0" y="0" z="{z0 + ABSORBER_MM / 2}"/></physvol>'
+            f'<physvol name="Gap{i}"><volumeref ref="GapLV"/>'
+            f'<position name="g{i}" unit="mm" x="0" y="0" z="{z0 + ABSORBER_MM + GAP_MM / 2}"/></physvol>'
+        )
+    return f"""<?xml version="1.0" encoding="utf-8"?>
+<gdml>
+  <solids>
+    <box name="WorldSolid" x="1200" y="1200" z="{depth + 200}" lunit="mm"/>
+    <box name="AbsorberSolid" x="1000" y="1000" z="{ABSORBER_MM}" lunit="mm"/>
+    <box name="GapSolid" x="1000" y="1000" z="{GAP_MM}" lunit="mm"/>
+  </solids>
+  <structure>
+    <volume name="AbsorberLV"><materialref ref="G4_Pb"/><solidref ref="AbsorberSolid"/></volume>
+    <volume name="GapLV"><materialref ref="G4_lAr"/><solidref ref="GapSolid"/></volume>
+    <volume name="World">
+      <materialref ref="G4_Galactic"/><solidref ref="WorldSolid"/>
+      {"".join(placements)}
+    </volume>
+  </structure>
+  <setup name="Default" version="1.0"><world ref="World"/></setup>
+</gdml>"""
+
+
+def energy_by_layer(events, kind):
+    """(n_events, N_LAYERS) array of deposited energy in keV per layer."""
+    steps = events.track.step
+    energy = ak.flatten(steps.energy, axis=2)  # all steps of an event
+    volume = ak.flatten(steps.volume, axis=2)
+    return np.stack(
+        [
+            ak.to_numpy(ak.sum(energy[volume == f"{kind}{i}"], axis=1))
+            for i in range(N_LAYERS)
+        ],
+        axis=1,
+    )
+
+
+def main():
+    energies_gev = [0.5, 1, 2, 4]
+    n_events = 200
+    results = {}
+    with g4.Application(gdml=calorimeter_gdml(), seed=2024) as app:
+        app.set_event_fields({"id", "step_energy", "step_volume"})
+        app.generator.particle("e-").position(0, 0, -25, "cm").direction(0, 0, 1)
+        for e in energies_gev:
+            app.generator.energy(e, "GeV")
+            events = app.run(n_events)
+            results[e] = (
+                energy_by_layer(events, "Absorber"),
+                energy_by_layer(events, "Gap"),
+            )
+
+    print("E [GeV]  E_gap [MeV]  sampling fraction  sigma/E   containment")
+    for e, (absorber, gap) in results.items():
+        e_gap = gap.sum(axis=1) / 1000  # MeV, the measured signal
+        e_abs = absorber.sum(axis=1) / 1000
+        fraction = e_gap.mean() / (e_gap + e_abs).mean()
+        resolution = e_gap.std(ddof=1) / e_gap.mean()
+        containment = (e_gap + e_abs).mean() / (e * 1000)
+        print(
+            f"{e:7.1f}  {e_gap.mean():11.1f}  {fraction:17.4f}  {resolution:7.3f}   {containment:10.3f}"
+        )
+
+    # resolution model sigma/E = a / sqrt(E) (+) b, fitted by least squares on (sigma/E)^2
+    e = np.array(energies_gev, dtype=float)
+    res = np.array(
+        [g.sum(axis=1).std(ddof=1) / g.sum(axis=1).mean() for _, g in results.values()]
+    )
+    (a2, b2), *_ = np.linalg.lstsq(
+        np.column_stack([1 / e, np.ones_like(e)]), res**2, rcond=None
+    )
+    print(
+        f"sigma/E = {np.sqrt(max(a2, 0)):.3f}/sqrt(E/GeV) (+) {np.sqrt(max(b2, 0)):.3f}"
+    )
+
+    profile = results[2][1].mean(axis=0) + results[2][0].mean(axis=0)
+    print("2 GeV longitudinal profile, energy per layer [MeV]:")
+    print(" ".join(f"{x / 1000:.0f}" for x in profile))
+    print(f"shower maximum in layer {int(np.argmax(profile))}")
+    np.savez("calorimeter.npz", energies=e, resolution=res, profile=profile)
+
+
+if __name__ == "__main__":
+    main()
+```
+
+**Output** (200 electrons per energy, about one minute):
+
+```text
+E [GeV]  E_gap [MeV]  sampling fraction  sigma/E   containment
+    0.5         25.6             0.0515    0.282        0.993
+    1.0         48.7             0.0489    0.193        0.995
+    2.0        103.8             0.0521    0.136        0.996
+    4.0        208.5             0.0523    0.094        0.997
+sigma/E = 0.201/sqrt(E/GeV) (+) 0.000
+2 GeV longitudinal profile, energy per layer [MeV]:
+88 320 433 395 279 186 118 70 43 25 15 9 5 3 2 1 1 0 0 0
+shower maximum in layer 2
+```
+
+![Shower profile and energy resolution](docs/images/calorimeter.png)
+
+**What to learn.**
+
+- **Sampling fraction.** Only about 5% of the shower energy is deposited in the
+  argon; the rest stays in the lead. A real calorimeter is calibrated by
+  dividing the measured signal by this fraction.
+- **Containment.** 20 layers (36 radiation lengths of lead) contain more than
+  99% of the energy; the small remainder escapes as photons and through the
+  back.
+- **Stochastic resolution.** The relative resolution falls as
+  $1/\sqrt{E}$: about 20%/√E here, because the number of shower particles
+  crossing the gaps grows linearly with energy and its fluctuation as the
+  square root. Real Pb/LAr calorimeters with thinner layers reach about
+  10%/√E; try thinner absorbers in the exercises.
+- **Longitudinal profile.** The shower peaks in layer 2, the third layer
+  (about 4–5 radiation lengths for 2 GeV), and decays exponentially after it.
+- **Technique**: generating repeated GDML placements in a Python loop, naming
+  them so that analysis can select them (`Absorber{i}`, `Gap{i}`), several runs
+  in one application, and keeping only three event fields.
+
+**Exercises.** Halve the absorber thickness and check that the resolution
+improves by roughly √2. Replace electrons with 2 GeV `pi-` and compare the
+profile and resolution: hadronic showers are longer and fluctuate far more.
+Reduce the number of layers until containment drops below 95%.
+
+## 68. Tutorial: proton therapy and the Bragg peak
+
+**Question.** Protons deposit most of their energy just before they stop, the
+Bragg peak, which is why proton therapy can spare tissue behind a tumour. Where
+is the peak for therapeutic energies, and does Geant4 reproduce the measured
+ranges?
+
+**Model.** A 40 cm water tank in vacuum and a proton pencil beam of 100, 150
+and 200 MeV. Energy deposited in the water is binned in 1 mm slices of depth.
+`QGSP_BIC_EMY` is the reference physics list Geant4 recommends for medical
+proton beams; the production cut is lowered to 0.1 mm. The range is compared
+with NIST's PSTAR table.
+
+```python
+import awkward as ak
+import numpy as np
+
+import geant4_python_application as g4
+
+# A 40 cm water tank whose front face is at z = 0; the world is vacuum.
+WATER_TANK_GDML = """<?xml version="1.0" encoding="utf-8"?>
+<gdml>
+  <solids>
+    <box name="WorldSolid" x="400" y="400" z="1000" lunit="mm"/>
+    <box name="TankSolid" x="300" y="300" z="400" lunit="mm"/>
+  </solids>
+  <structure>
+    <volume name="TankLV"><materialref ref="G4_WATER"/><solidref ref="TankSolid"/></volume>
+    <volume name="World">
+      <materialref ref="G4_Galactic"/><solidref ref="WorldSolid"/>
+      <physvol name="Tank">
+        <volumeref ref="TankLV"/>
+        <position name="tankPosition" unit="mm" x="0" y="0" z="200"/>
+      </physvol>
+    </volume>
+  </structure>
+  <setup name="Default" version="1.0"><world ref="World"/></setup>
+</gdml>
+"""
+
+# CSDA ranges of protons in water from NIST PSTAR, in cm
+PSTAR_RANGE_CM = {100: 7.718, 150: 15.77, 200: 25.96}
+
+
+def depth_dose(events, bin_mm=1.0, depth_mm=400.0):
+    """Energy deposited in the water per depth bin, summed over events (keV)."""
+    steps = events.track.step
+    in_water = steps.volume == "Tank"
+    z = ak.to_numpy(ak.flatten(steps.position.z[in_water], axis=None))
+    energy = ak.to_numpy(ak.flatten(steps.energy[in_water], axis=None))
+    edges = np.arange(0.0, depth_mm + bin_mm, bin_mm)
+    dose, _ = np.histogram(z, bins=edges, weights=energy)
+    return 0.5 * (edges[1:] + edges[:-1]), dose
+
+
+def main():
+    curves = {}
+    with g4.Application(gdml=WATER_TANK_GDML, physics="QGSP_BIC_EMY", seed=7) as app:
+        app.set_event_fields({"id", "step_energy", "step_volume", "step_position"})
+        # produce secondary electrons and photons down to 0.1 mm range in water
+        # (the default production cut is 0.7 mm)
+        app.command("/run/setCut 0.1 mm")
+        app.generator.particle("proton").position(0, 0, -10, "cm").direction(0, 0, 1)
+        for energy in PSTAR_RANGE_CM:
+            app.generator.energy(energy, "MeV")
+            events = app.run(2000)
+            curves[energy] = depth_dose(events)
+
+    print("E [MeV]  peak [cm]  R80 [cm]  PSTAR CSDA [cm]  peak/plateau")
+    for energy, (depth, dose) in curves.items():
+        peak = int(np.argmax(dose))  # the plateau is taken at 2-3 cm depth
+        # R80: depth beyond the peak where the dose falls to 80% of its maximum,
+        # the usual clinical measure of range
+        beyond = np.nonzero(dose[peak:] < 0.8 * dose[peak])[0]
+        r80 = depth[peak + beyond[0]] / 10
+        print(
+            f"{energy:7d}  {depth[peak] / 10:9.2f}  {r80:8.2f}  "
+            f"{PSTAR_RANGE_CM[energy]:15.2f}  {dose[peak] / dose[20:30].mean():12.1f}"
+        )
+    np.savez("bragg_peak.npz", **{f"e{e}": np.vstack(c) for e, c in curves.items()})
+
+
+if __name__ == "__main__":
+    main()
+```
+
+**Output** (2 000 protons per energy, a few seconds):
+
+```text
+E [MeV]  peak [cm]  R80 [cm]  PSTAR CSDA [cm]  peak/plateau
+    100       7.65      7.85             7.72           4.9
+    150      15.65     15.85            15.77           4.9
+    200      25.85     26.15            25.96           4.6
+```
+
+![Proton depth-dose curves in water](docs/images/bragg_peak.png)
+
+**What to learn.**
+
+- **The range agrees with reference data.** R80, the depth where the dose has
+  fallen to 80% of its peak value behind the peak (the clinical definition of
+  range), is within 1% of the PSTAR continuous-slowing-down range at all three
+  energies.
+- **The peak is sharp.** For a mono-energetic beam the peak dose is almost five
+  times the dose at 2–3 cm. Clinical beams spread the energy to cover a tumour
+  of finite size (a spread-out Bragg peak).
+- **Entrance artifact.** The curves rise over the first two centimetres. Part
+  of this is real (secondary electrons build up), but most of it comes from the
+  analysis: each step's energy is binned at its **end point**, and protons take
+  long first steps, so energy from the first millimetres is recorded deeper.
+  This is why the plateau is taken at 2–3 cm. Splitting each step's energy
+  along the segment from the previous step's end to its own end would remove
+  it.
+- **Technique**: comparing a simulation with an external reference table,
+  choosing a reference physics list for the application, and setting a
+  production cut with a Geant4 command before the first run.
+
+**Exercises.** Give the beam a 1% energy spread with GPS
+(`/gps/ene/type Gauss`, `/gps/ene/sigma 1.5 MeV`) and watch the peak broaden and
+fall. Insert a 2 cm bone slab (`G4_BONE_COMPACT_ICRU`) at 5 cm depth and measure
+how far the peak moves. Add up the proton energy that does not appear in the
+water and relate it to nuclear interactions.
+
+## 69. Tutorial: measuring momentum in a magnetic spectrometer
+
+**Question.** How does a tracking detector in a magnetic field measure a charged
+particle's momentum, and what limits its precision?
+
+**Model.** Six 300 µm silicon planes, 10 cm apart, in vacuum and in a uniform
+0.5 T field along x, which bends particles in the y–z plane. Muons of 0.5–5
+GeV/c travel along z. The script takes the muon's position in each plane, adds
+a 50 µm detector resolution, fits a parabola $y = a + bz + cz^2$ and converts
+the curvature $1/R = 2|c|$ into momentum with $p\,[\mathrm{GeV}/c] = 0.3\,B\,[\mathrm{T}]\,R\,[\mathrm{m}]$.
+
+```python
+import awkward as ak
+import numpy as np
+
+import geant4_python_application as g4
+
+PLANE_Z_MM = [0, 100, 200, 300, 400, 500]  # silicon tracking planes along z
+FIELD_T = 0.5  # uniform field along +x, bends charged particles in the y-z plane
+
+
+def tracker_gdml():
+    planes = "".join(
+        f'<physvol name="Plane{i}"><volumeref ref="PlaneLV"/>'
+        f'<position name="p{i}" unit="mm" x="0" y="0" z="{z}"/></physvol>'
+        for i, z in enumerate(PLANE_Z_MM)
+    )
+    return f"""<?xml version="1.0" encoding="utf-8"?>
+<gdml>
+  <solids>
+    <box name="WorldSolid" x="1000" y="1000" z="1400" lunit="mm"/>
+    <box name="PlaneSolid" x="400" y="400" z="0.3" lunit="mm"/>
+  </solids>
+  <structure>
+    <volume name="PlaneLV"><materialref ref="G4_Si"/><solidref ref="PlaneSolid"/></volume>
+    <volume name="World">
+      <materialref ref="G4_Galactic"/><solidref ref="WorldSolid"/>
+      {planes}
+    </volume>
+  </structure>
+  <setup name="Default" version="1.0"><world ref="World"/></setup>
+</gdml>"""
+
+
+def hits_per_plane(events):
+    """(n_events, n_planes, 2) array of the primary's mean (z, y) in each plane, mm."""
+    tracks = events.track
+    steps = tracks.step[tracks.id == 1]  # the primary muon only
+    out = np.full((len(events), len(PLANE_Z_MM), 2), np.nan)
+    for i in range(len(PLANE_Z_MM)):
+        in_plane = steps.volume == f"Plane{i}"
+        z = ak.flatten(steps.position.z[in_plane], axis=2)
+        y = ak.flatten(steps.position.y[in_plane], axis=2)
+        out[:, i, 0] = ak.to_numpy(ak.fill_none(ak.mean(z, axis=1), np.nan))
+        out[:, i, 1] = ak.to_numpy(ak.fill_none(ak.mean(y, axis=1), np.nan))
+    return out
+
+
+def fit_momentum(hits, resolution_mm=0.05, rng=None):
+    """Fit y = a + b z + c z^2 to smeared hits; p [GeV] = 0.3 B / curvature."""
+    rng = rng or np.random.default_rng(0)
+    momenta = []
+    for event in hits:
+        if np.isnan(event).any():
+            continue
+        z = event[:, 0] / 1000  # m
+        y = (event[:, 1] + rng.normal(0, resolution_mm, len(event))) / 1000
+        c = np.polyfit(z, y, 2)[0]
+        curvature = abs(2 * c)  # 1/R for small bending angles
+        momenta.append(0.3 * FIELD_T / curvature)
+    return np.array(momenta)
+
+
+def main():
+    with g4.Application(gdml=tracker_gdml(), seed=11) as app:
+        app.detector.magnetic_field = (FIELD_T, 0.0, 0.0)  # tesla
+        app.set_event_fields({"id", "track_id", "step_volume", "step_position"})
+        app.generator.particle("mu-").position(0, 0, -10, "cm").direction(0, 0, 1)
+        print("p_true [GeV]  p_fit mean [GeV]  sigma_p/p")
+        for p_true in (0.5, 1, 2, 5):
+            # the gun takes kinetic energy: convert from momentum for a muon
+            mass = 0.1056584
+            kinetic = np.sqrt(p_true**2 + mass**2) - mass
+            app.generator.energy(kinetic, "GeV")
+            events = app.run(500)
+            p_fit = fit_momentum(hits_per_plane(events))
+            print(
+                f"{p_true:12.1f}  {p_fit.mean():16.3f}  {p_fit.std(ddof=1) / p_fit.mean():9.3f}"
+            )
+
+
+if __name__ == "__main__":
+    main()
+```
+
+**Output** (500 muons per momentum, a few seconds):
+
+```text
+p_true [GeV]  p_fit mean [GeV]  sigma_p/p
+         0.5             0.491      0.030
+         1.0             0.996      0.028
+         2.0             1.998      0.033
+         5.0             5.016      0.063
+```
+
+**What to learn.**
+
+- **The method works**: the fitted momenta agree with the true ones to better
+  than 2%.
+- **Two limits on resolution.** At low momentum, multiple scattering in the
+  silicon deflects the muon randomly by an amount that falls as $1/p$, giving a
+  roughly constant $\sigma_p/p$ (about 3% here). At high momentum the track is
+  nearly straight, the sagitta is small compared with the 50 µm hit
+  resolution, and $\sigma_p/p$ grows linearly with $p$ (6% at 5 GeV/c).
+  Real trackers improve both with stronger fields, longer lever arms and more,
+  thinner, more precise planes.
+- **Technique**: a uniform magnetic field from Python (`app.detector.magnetic_field`),
+  converting momentum to the kinetic energy the gun expects, extracting one
+  point per plane per event, and adding detector resolution in the analysis
+  instead of in the simulation.
+
+**Exercises.** Double the field and check that the high-momentum resolution
+halves. Set the hit resolution to 10 µm. Replace the muons with electrons of the
+same momentum and see what bremsstrahlung in silicon does to the fit.
+
+## 70. Tutorial: gamma radiography of a hidden object
+
+**Question.** Can a beam of 1 MeV photons reveal what is inside a closed crate,
+and does the contrast match simple attenuation physics?
+
+**Model.** A 30 cm wooden crate (cellulose at 0.6 g/cm³, defined in the GDML
+from a NIST material) hides a lead cross, made of two 30 mm thick arms, and a
+40 mm thick stainless-steel bar. A uniform, parallel 1 MeV photon beam covers
+the crate, and the script counts the photons that reach a screen behind it
+**without interacting** (still at 1 MeV), in 1 cm pixels.
+
+```python
+import awkward as ak
+import numpy as np
+
+import geant4_python_application as g4
+
+# A wooden crate hides a lead cross and a steel bar. A 1 MeV photon beam
+# illuminates it from -z and a plastic scintillator screen behind it records
+# where the transmitted photons deposit energy.
+SCENE_GDML = """<?xml version="1.0" encoding="utf-8"?>
+<gdml>
+  <materials>
+    <!-- wood: cellulose at a typical timber density -->
+    <material name="Wood" state="solid">
+      <D value="0.6" unit="g/cm3"/>
+      <fraction n="1" ref="G4_CELLULOSE_CELLOPHANE"/>
+    </material>
+  </materials>
+  <solids>
+    <box name="WorldSolid" x="600" y="600" z="1000" lunit="mm"/>
+    <box name="CrateSolid" x="300" y="300" z="200" lunit="mm"/>
+    <box name="CrossArmSolid" x="160" y="30" z="30" lunit="mm"/>
+    <box name="BarSolid" x="20" y="200" z="40" lunit="mm"/>
+    <box name="ScreenSolid" x="320" y="320" z="10" lunit="mm"/>
+  </solids>
+  <structure>
+    <volume name="CrossArmLV"><materialref ref="G4_Pb"/><solidref ref="CrossArmSolid"/></volume>
+    <volume name="BarLV"><materialref ref="G4_STAINLESS-STEEL"/><solidref ref="BarSolid"/></volume>
+    <volume name="CrateLV">
+      <materialref ref="Wood"/><solidref ref="CrateSolid"/>
+      <physvol name="CrossH"><volumeref ref="CrossArmLV"/>
+        <position name="ph" unit="mm" x="-40" y="0" z="0"/></physvol>
+      <physvol name="CrossV"><volumeref ref="CrossArmLV"/>
+        <position name="pv" unit="mm" x="-40" y="0" z="40"/>
+        <rotation name="rv" unit="deg" x="0" y="0" z="90"/></physvol>
+      <physvol name="Bar"><volumeref ref="BarLV"/>
+        <position name="pb" unit="mm" x="100" y="0" z="0"/></physvol>
+    </volume>
+    <volume name="ScreenLV"><materialref ref="G4_PLASTIC_SC_VINYLTOLUENE"/><solidref ref="ScreenSolid"/></volume>
+    <volume name="World">
+      <materialref ref="G4_AIR"/><solidref ref="WorldSolid"/>
+      <physvol name="Crate"><volumeref ref="CrateLV"/></physvol>
+      <physvol name="Screen"><volumeref ref="ScreenLV"/>
+        <position name="ps" unit="mm" x="0" y="0" z="200"/></physvol>
+    </volume>
+  </structure>
+  <setup name="Default" version="1.0"><world ref="World"/></setup>
+</gdml>
+"""
+
+
+def main():
+    with g4.Application(gdml=SCENE_GDML, seed=3) as app:
+        app.initialize()
+        assert not app.detector.check_overlaps()  # True would mean an overlap
+        app.set_event_fields(
+            {
+                "id",
+                "track_particle",
+                "step_volume",
+                "step_volume_post",
+                "step_position",
+                "step_track_kinetic_energy",
+            }
+        )
+        # a uniform, parallel 1 MeV photon beam covering the crate
+        app.generator.use_gps()
+        app.generator.particle("gamma").energy(1, "MeV")
+        app.generator.commands(
+            [
+                "/gps/pos/type Plane",
+                "/gps/pos/shape Square",
+                "/gps/pos/centre 0 0 -30 cm",
+                "/gps/pos/halfx 15 cm",
+                "/gps/pos/halfy 15 cm",
+                "/gps/direction 0 0 1",
+            ]
+        )
+        events = app.run(500_000)
+
+    # photons that reach the screen without interacting: the step that enters
+    # the screen, by a gamma that still has its full 1 MeV
+    tracks = events.track
+    steps = tracks.step[tracks.particle == "gamma"]
+    arriving = (
+        (steps.volume != "Screen")
+        & (steps.volume_post == "Screen")
+        & (steps.track_kinetic_energy > 999.9)  # keV
+    )
+    x = ak.to_numpy(ak.flatten(steps.position.x[arriving], axis=None))
+    y = ak.to_numpy(ak.flatten(steps.position.y[arriving], axis=None))
+    image, xedges, yedges = np.histogram2d(
+        x, y, bins=30, range=[[-150, 150], [-150, 150]]
+    )
+
+    xc = 0.5 * (xedges[1:] + xedges[:-1])
+    yc = 0.5 * (yedges[1:] + yedges[:-1])
+
+    def region(x0, x1, y0, y1):
+        """Mean photon count per pixel over pixels centred in a rectangle (mm)."""
+        sx = (xc > x0) & (xc < x1)
+        sy = (yc > y0) & (yc < y1)
+        return image[np.ix_(sx, sy)].mean()
+
+    # transmission relative to a region with only the crate in the way
+    open_field = region(-150, -90, -150, -90)
+    print(f"photons per open pixel : {open_field:.0f}")
+    print(f"lead, one cross arm    : {region(-120, -80, -10, 10) / open_field:.3f}")
+    print(f"lead, both cross arms  : {region(-50, -30, -10, 10) / open_field:.3f}")
+    print(f"steel bar              : {region(90, 110, 20, 90) / open_field:.3f}")
+
+    # a text rendering of the radiograph: dark characters = more absorption
+    shades = "@%#*+=-:. "
+    for row in np.clip(image / open_field, 0, 1).T[::-1]:
+        print("".join(shades[min(int(v * len(shades)), len(shades) - 1)] for v in row))
+    np.savez("radiography.npz", image=image, xedges=xedges, yedges=yedges)
+
+
+if __name__ == "__main__":
+    main()
+```
+
+**Output** (500 000 photons, about 20 seconds):
+
+```text
+photons per open pixel : 251
+lead, one cross arm    : 0.112
+lead, both cross arms  : 0.019
+steel bar              : 0.160
+.               . ...
+ .         .             .
+    .     ..     .    . .
+  .              .           .
+.       .           .
+                       .%%.
+   .                    %@
+   .     =%%+        .  %%
+    .   .=@%= .         #%
+        .=%@=           ##
+         =@@+  .        #%
+ ..      -@%=           %%
+         =%@= .     ..  %% .
+.  +==-+=#@@*+==--=    .%%
+   %@%%%%@@@@%%%@%%     %#
+   %@@%%@@@@@%@@%%@     %%   .
+   =-====*@@*==+=+=     %#
+        .+@%+           %%
+  .      -@%=  .      . %%  .
+         =@%+           %% .
+         =%%=           %%
+      .  =%%=           %#
+      .  =%@=           #%.
+    .         .         %%   .
+                        %%
+    .                      .
+          .        .    .
+                             .
+                      .
+   .           . . .
+```
+
+![Simulated radiograph](docs/images/radiography.png)
+
+**What to learn.**
+
+- **The contrast is the attenuation law.** The relative transmission through an
+  object of thickness $t$ replacing wood is
+  $\exp[-(\mu_\mathrm{object} - \mu_\mathrm{wood})\,t]$. With NIST attenuation
+  coefficients at 1 MeV that gives 0.10 for one lead arm, 0.010 for both, and
+  0.17 for the steel bar, matching the simulation within its statistics.
+- **Why unscattered photons.** Counting energy deposited in a thin screen
+  gives a much noisier image, because only a few percent of photons interact
+  in the screen and each deposits a random amount. Counting photons that arrive
+  with their full energy is the simulation's ideal detector; it also rejects
+  photons scattered in the crate, which would blur the image.
+- **Statistics set the image quality**: about 250 photons per open pixel give
+  6% noise; the darkest pixels behind both lead arms receive only a few photons.
+- **Technique**: defining a custom material in GDML, a rotated placement, a
+  plane GPS source, an overlap check after `initialize()`, selecting
+  boundary-crossing steps by energy, and building an image with
+  `numpy.histogram2d`.
+
+**Exercises.** Lower the beam energy to 200 keV: what happens to the
+transmission through lead, and why do low energies suit thin, light objects? Replace the steel bar with
+a 4 cm block of water and find the beam energy that gives the best contrast.
+Move the screen 50 cm further back and include scattered photons to see the
+blurring.
+
+# Part VIII - Example catalogue
+
+The repository has two sets of runnable examples. Neither is installed with the
+package; run them from a clone (`git clone
+https://github.com/lobis/geant4-python-application`).
+
+## 71. Topic examples
+
+`examples/geant4-examples/` contains one short script per feature, numbered in
+learning order:
+
+| Script                          | Shows                                                               |
+| ------------------------------- | ------------------------------------------------------------------- |
+| `00_qt_viewer_smoke.py`         | Opening the Qt viewer; `visualization_available()`                  |
+| `01_reference_physics_lists.py` | Listing and selecting Geant4 reference physics lists                |
+| `02_gps_sources.py`             | Switching between the particle gun and GPS; GPS distributions       |
+| `03_scoring_meshes_hits.py`     | `Scoring.energy_deposit`, `Scoring.energy_mesh`, hits               |
+| `04_magnetic_electric_fields.py` | Uniform magnetic and electric fields                               |
+| `05_optical_scintillation.py`   | Optical GDML, scintillation, optical photons                        |
+| `06_callbacks.py`               | `run_with_callbacks` over runs, events, tracks and steps            |
+| `07_custom_physics.py`          | Extra physics constructors with `add_physics`                       |
+| `08_dna_medical.py`             | Geant4-DNA physics and chemistry constructors                       |
+| `09_cad_vtk_root_generators.py` | STL/tessellated geometry, VTK and ROOT output, HepMC primaries      |
+| `10_mpi_distributed.py`         | Splitting events across MPI ranks                                   |
+| `11_native_scoring_mesh.py`     | Geant4's command-based scoring mesh                                 |
+| `examples/attenuation.ipynb`    | Photon attenuation in a notebook (the one Binder opens)             |
+
+## 72. Ports of the Geant4 examples
+
+`examples/geant4-examples/Geant4-11.4.2-examples-python/` holds Python versions
+of examples shipped with Geant4. Each opens the Qt viewer by default and accepts
+`--batch -n N` to run `N` events headless; `python tools/run_example_ports.py`
+runs them all. Some are faithful ports and some are adaptations where the
+original needs C++ user code (see `COMPATIBILITY.md` in that directory).
+
+| Example                                       | Detector or physics                                        |
+| --------------------------------------------- | ---------------------------------------------------------- |
+| `basic/B1/b1.py`                              | Water phantom with tissue and bone; dose in a volume       |
+| `basic/B2/b2.py`                              | Fixed target and six tracker chambers in a field           |
+| `basic/B3/b3.py`                              | Schematic PET ring: crystals and a patient                 |
+| `basic/B4/b4.py`                              | Lead/liquid-argon sampling calorimeter (tutorial 67)       |
+| `basic/B5/b5.py`                              | Double-arm spectrometer with field and detectors           |
+| `advanced/GoldFoilExperiment/gold_foil.py`    | Rutherford scattering of alphas on gold (tutorial 66)      |
+| `advanced/NanoparticleTherapy/nano_therapy.py` | Gold cluster in a tumour; dose with and without gold      |
+| `advanced/NanoparticleTherapy/brain_tumor.py` | Gold-nanoparticle therapy in a head model                  |
+| `extended/analysis/AnaEx01/ana_ex01.py`       | Calorimeter analysis output                                |
+| `extended/analysis/AnaEx02/ana_ex02.py`       | Nested Parquet event output                                |
+| `extended/analysis/AnaEx03/ana_ex03.py`       | ROOT summary output via uproot                             |
+| `extended/electromagnetic/TestEm1/test_em1.py` | Survey of electromagnetic processes                       |
+| `extended/eventgenerator/exgps/exgps.py`      | GPS source distributions                                   |
+| `extended/eventgenerator/particleGun/particle_gun.py` | Sampled particle-gun modes                         |
+| `extended/eventgenerator/HepMC/hepmc.py`      | Primaries from a HepMC2 file                               |
+| `extended/field/field01/field01.py`           | Tracking in a magnetic field                               |
+| `extended/field/field02/field02.py`           | Transport in a constant electric field                     |
+| `extended/hadronic/Hadr00/hadr00.py`          | Hadronic interactions in a target                          |
+| `extended/medical/GammaTherapy/gamma_therapy.py` | Photon therapy phantom with a native dose mesh          |
+| `extended/medical/electronScattering/electron_scattering.py` | Electron scattering benchmark foils         |
+| `extended/optical/OpNovice/op_novice.py`      | Optical photon generation and transport                    |
+| `extended/optical/LXe/lxe.py`                 | Liquid-xenon scintillation                                 |
+| `extended/optical/wls/wls.py`                 | Wavelength-shifting fibre                                  |
+| `extended/parameterisations/Par01/par01.py`   | Repeated detector cells generated as GDML                  |
+| `extended/physicslists/factory/factory.py`    | Choosing reference physics lists by name                   |
+| `extended/radioactivedecay/rdecay01/rdecay01.py` | Radioactive decay chains                                |
+| `extended/runAndEvent/RE01/re01.py`           | Several primary vertices per event                         |
+| `run_gdml.py`                                 | Open any GDML file in the viewer                           |
+
+The NanoparticleTherapy examples model the gold as a solid sphere. A
+centimetre-sized sphere of solid gold shields the tissue behind it from
+low-energy photons, so its result differs from that of nanoparticles dispersed
+through the tissue; keep this in mind when interpreting them.
+
+# Part IX - API reference
+
+This part lists the public interface of version 0.2.0. Units are those of the
+argument; output units are in section 63.
+
+## 73. Application
+
+```text
+g4.Application(n_threads=0, gdml=None, physics="custom", seed=0, *, optical=False)
+```
+
+| Argument    | Meaning                                                                        |
+| ----------- | ------------------------------------------------------------------------------ |
+| `n_threads` | 0 for the serial run manager, N for N Geant4 worker threads                    |
+| `gdml`      | the detector as a GDML **string** (read files with `Path(...).read_text()`)    |
+| `physics`   | `"custom"` or a reference list name from `available_physics_lists()`           |
+| `seed`      | random seed; 0 picks a random one                                              |
+| `optical`   | add `G4OpticalPhysics` to the physics list                                     |
+
+Lifecycle and running:
+
+| Member                                            | Description                                                                  |
+| ------------------------------------------------- | ---------------------------------------------------------------------------- |
+| `with g4.Application(...) as app:`                | start the worker and set up; stop it at the end of the block                 |
+| `start(setup=True, initialize=False)` / `stop()`  | the same without a `with` block                                              |
+| `initialize()`                                    | initialize Geant4 now (otherwise the first `run` does it)                    |
+| `run(n)`                                          | run `n` events from the current generator; returns the events                |
+| `run(primaries)`                                  | run one event per entry of an awkward array of primaries (73.1)              |
+| `run_with_callbacks(primaries, on_run=, on_event=, on_track=, on_step=)` | run, then call Python functions over the result |
+| `visualize(commands=None)`                        | open the Qt viewer; returns when it is closed                                |
+
+Configuration:
+
+| Member                                   | Description                                                            |
+| ---------------------------------------- | ---------------------------------------------------------------------- |
+| `command(cmd)` / `commands([cmds])`      | apply Geant4 UI commands; a failing command raises `RuntimeError`      |
+| `list_commands(directory="/")`           | print the commands under a directory (in the worker's output)          |
+| `set_event_fields(set)`                  | choose the recorded fields (section 63)                                |
+| `get_event_fields()`                     | the fields currently recorded                                          |
+| `get_event_fields_complete()`            | every field that can be recorded                                       |
+| `add_physics(name)`                      | add an extra physics constructor before initialization                 |
+| `seed` (property)                        | read or set the random seed                                            |
+| `detector`, `generator` (properties)     | the `Detector` and `Generator` helpers                                 |
+
+Static methods, usable without starting an application:
+
+| Method                                   | Returns                                                            |
+| ---------------------------------------- | ------------------------------------------------------------------ |
+| `Application.available_physics_lists()`  | `"custom"` plus Geant4's reference list names                      |
+| `Application.available_extra_physics()`  | constructor names for `add_physics` (optical, DNA, decay, ...)     |
+| `Application.multithreading_available()` | whether the linked Geant4 supports threads                         |
+| `Application.visualization_available()`  | whether the Qt viewer can be opened (does not load Qt)             |
+
+The setup steps that `start()` performs are also public (`setup_manager`,
+`setup_physics`, `setup_detector`, `setup_action`) for use with
+`start(setup=False)`.
+
+### 73.1 Primary arrays
+
+`run` accepts an awkward array instead of a number. Each entry is one event with
+one primary, or, with a `primaries` field holding a list per event, several
+primaries per event:
+
+| Field       | Content                         | Unit       |
+| ----------- | ------------------------------- | ---------- |
+| `particle`  | Geant4 particle name            |            |
+| `energy`    | kinetic energy                  | **keV**    |
+| `position`  | record with `x`, `y`, `z`       | **cm**     |
+| `direction` | record with `x`, `y`, `z`       | unit-less  |
+
+Fields left out keep the generator's current value. Note the units: keV and cm,
+unlike the mm of the output.
+
+## 74. Generator
+
+`app.generator` configures the particle gun (the default) or the General
+Particle Source. Every method returns the generator, so calls chain:
+
+| Member                               | Gun command                | GPS command                             |
+| ------------------------------------ | -------------------------- | --------------------------------------- |
+| `use_gun()` / `use_gps()`            | select the generator       |                                         |
+| `type` (property)                    | `"gun"` or `"gps"`         |                                         |
+| `particle(name)`                     | `/gun/particle`            | `/gps/particle`                         |
+| `energy(value, unit="MeV")`          | `/gun/energy`              | `/gps/ene/mono`                         |
+| `position(x, y, z, unit="cm")`       | `/gun/position`            | `/gps/pos/type Point`, `/gps/pos/centre` |
+| `direction(x, y, z)`                 | `/gun/direction`           | `/gps/direction`                        |
+| `commands([cmds])`                   | any commands, e.g. GPS distributions                                 |
+
+Select the generator type before the other calls, since they emit the commands
+of the current type. `Generator` works only with the serial run manager
+(`n_threads=0`); in multithreaded mode use the commands directly after
+`initialize()` (section 28). For spectra, areas and angular distributions use GPS
+commands (`/gps/pos/type Plane`, `/gps/ene/type Gauss`, `/gps/ang/type iso`,
+...); tutorial 70 shows an example.
+
+## 75. Detector
+
+`app.detector` queries and configures the geometry. Queries need an initialized
+application; settings must be made before initialization.
+
+| Member                                     | Description                                                     |
+| ------------------------------------------ | --------------------------------------------------------------- |
+| `logical_volumes`, `physical_volumes`      | sets of names                                                   |
+| `materials`                                | set of material names in use                                    |
+| `gdml`                                     | the GDML text, until initialization (then cleared to save memory) |
+| `check_overlaps()`                         | run Geant4's overlap check; `True` means an overlap was found   |
+| `material_from_volume(name)`               | material of a volume                                            |
+| `logical_volume_from_physical(name)`       | logical volume of a physical volume                             |
+| `physical_volumes_from_logical(name)`      | physical volumes placed from a logical volume                   |
+| `sensitive_volumes` (property)             | set of **logical** volume names to make sensitive               |
+| `magnetic_field` (property)                | uniform field `(Bx, By, Bz)` in tesla                           |
+| `electric_field` (property)                | uniform field `(Ex, Ey, Ez)` in kV/cm                           |
+
+## 76. Scoring
+
+| Member                                                    | Description                                                            |
+| --------------------------------------------------------- | ---------------------------------------------------------------------- |
+| `Scoring.energy_deposit(events, volume=None)`             | deposited energy per event in keV, optionally in one physical volume   |
+| `Scoring.hits(events, volume=None)`                       | steps with energy > 0: `position`, `time`, `energy`                    |
+| `Scoring.energy_mesh(events, bins=10, mesh_range=None, volume=None)` | 3D histogram of deposited energy; returns `(mesh, edges)` in keV and mm |
+| `NativeScoringMesh(app, name="mesh", quantity="eDep")`    | a Geant4 command-based scoring mesh                                    |
+| `.box(half_size, bins, unit="mm", center=(0, 0, 0))`      | create and close a box mesh (half-lengths, Geant4 convention)          |
+| `.dump(path, option="")`                                  | write the scored quantity to a file after a run                        |
+
+The returned events also carry methods from awkward behaviours:
+`events.hits(volume=None)` (as above) and `events.energy_in_volume(volume)`
+(deposited energy per event).
+
+## 77. Input, output and geometry helpers
+
+| Function                                                     | Description                                                  |
+| ------------------------------------------------------------ | ------------------------------------------------------------ |
+| `g4.basic_gdml`                                              | 1 m air world with a 50 cm water box (`box` / `boxVolume`)   |
+| `io.events_to_parquet(events, path)`, `io.events_from_parquet(path)` | full nested events in Parquet                        |
+| `io.events_to_root(events, path, treename="events")`         | per-event id and deposited energy, via uproot                |
+| `io.events_from_root(path, treename="events")`               | read that tree back as NumPy arrays                          |
+| `io.mesh_to_vtk(mesh, edges, path)`                          | write an energy mesh as legacy VTK for ParaView              |
+| `io.hepmc_to_primaries(text)`                                | HepMC2 ASCII particles to a primary array                    |
+| `optical.optical_water_gdml`, `lxe_scintillator_gdml`, `wls_fiber_gdml` | ready-made optical geometries                     |
+| `optical.scintillation_commands(stack_photons=True, max_cerenkov=100)` | commands that tune scintillation and Cherenkov     |
+| `geometry.linear_array_gdml(count, spacing_mm=20, box_size_mm=10, material="G4_Si")` | a row of identical cells as GDML   |
+| `cad.cube_mesh(size_mm)`, `cad.mesh_to_gdml(vertices, faces, ...)` | tessellated solids from a triangle mesh               |
+| `cad.stl_ascii_to_gdml(text, ...)`                           | an ASCII STL file as GDML                                    |
+| `distributed.get_rank_size()`                                | MPI rank and size (from mpi4py or launcher variables)        |
+| `distributed.split_count(n, rank, size)`                     | this rank's `(start, count)` of `n` events                   |
+
+## 78. Package-level functions and attributes
+
+| Name                                        | Description                                                        |
+| ------------------------------------------- | ------------------------------------------------------------------ |
+| `g4.__version__`, `g4.version`              | package version                                                    |
+| `g4.geant4_version`                         | Geant4 version the package was built against                       |
+| `g4.data_directory()`                       | where the datasets are                                             |
+| `g4.application_directory(path=None, *, temp=False)` | read or change the package's data directory              |
+| `g4.install_datasets(show_progress=True)`   | download missing datasets now                                      |
+| `GEANT4_PYTHON_APPLICATION_DIR`             | environment variable for the data directory                        |
+
+# Part X - Working on the package itself
+
+Parts I to IX are about writing simulations with the package. This part is for
 contributors: how the repository is laid out, how to build and test it, and how
 Geant4 upgrades, wheels, the conda recipe, and releases are produced.
 
-## 59. Repository layout and the example ports
+## 79. Repository layout and the example ports
 
 | Path                                   | Contents                                                      |
 | -------------------------------------- | ------------------------------------------------------------- |
@@ -1857,7 +3229,7 @@ A port must keep its primaries inside its world: since Geant4 11.4 a position
 outside the world is an error (section 21.1), which is why several ports had
 their gun positions moved when the package moved to 11.4.
 
-## 60. Building from source
+## 80. Building from source
 
 A source build needs Geant4 11.4.3. The simplest way to get it is conda-forge,
 in a fresh environment:
@@ -1892,7 +3264,7 @@ The C++ module is rebuilt by `pip install .`; there is no separate build step.
 configure time rather than at run time. Building the Qt viewer from source is
 covered in section 11.
 
-## 61. Running the tests
+## 81. Running the tests
 
 ```bash
 python -m pytest -vv
@@ -1917,7 +3289,7 @@ every primary inside the world, and skip rather than fail when an optional
 capability (multithreading, the viewer) is missing. Before opening a pull
 request, also run `python tools/run_example_ports.py`.
 
-## 62. Continuous integration
+## 82. Continuous integration
 
 Three GitHub Actions workflows build and test the package:
 
@@ -1932,7 +3304,7 @@ Three GitHub Actions workflows build and test the package:
   published release. Its artifacts are the CI wheels that `INSTALLATION.md`
   tells users how to install.
 - **Conda recipe** (`conda-recipe.yaml`) builds and tests the conda recipe with
-  rattler-build on Linux and both macOS architectures (section 64).
+  rattler-build on Linux and both macOS architectures (section 84).
 
 CI downloads from GitHub, python.org and conda occasionally fail with server
 errors or timeouts, so network steps are wrapped in `tools/ci/retry.sh`, which
@@ -1954,7 +3326,7 @@ share a build.
 Windows is no longer built or tested: conda-forge has no Windows Geant4, and the
 wheels target macOS and Linux. Windows users can use WSL with the Linux wheels.
 
-## 63. Upgrading Geant4
+## 83. Upgrading Geant4
 
 The package is built against exactly one Geant4 version, and the datasets must
 match it. Upgrading (as done for 11.2.2 to 11.4.3) touches these places:
@@ -1982,13 +3354,13 @@ match it. Upgrading (as done for 11.2.2 to 11.4.3) touches these places:
    checks for a step with no volume or no defining process (`DataModel.cpp`);
    and gun positions moved inside the world in tests, examples and the notebook.
 4. **Tests with exact values**: replace any reference numbers from the old
-   version with version-independent checks (section 61).
+   version with version-independent checks (section 81).
 
 Users who upgrade keep their old data: datasets whose name and version did not
 change are hard-linked from the previous version's directory, so only the
 changed ones are downloaded.
 
-## 64. The conda-forge recipe
+## 84. The conda-forge recipe
 
 `conda-recipe/recipe.yaml` is a rattler-build (v1 format) recipe, prepared for
 submission to `conda-forge/staged-recipes`. Until it is accepted, install with
@@ -2019,7 +3391,7 @@ The workflow writes a small variant file pinning one Python and conda-forge's
 compiler and C library baselines. For each new release, update `version` and the
 sdist `sha256` in the recipe (and `geant4_version` after a Geant4 upgrade).
 
-## 65. Making a release
+## 85. Making a release
 
 The version comes from the git tag through `setuptools_scm`; nothing in the
 source needs editing. To release:
@@ -2031,7 +3403,7 @@ source needs editing. To release:
    everything to PyPI, attaches the files to the GitHub release, and builds,
    tests and publishes the Docker image to
    `ghcr.io/lobis/geant4-python-application`.
-4. Update the conda recipe to the new version and sdist checksum (section 64).
+4. Update the conda recipe to the new version and sdist checksum (section 84).
 
 To try a version number before releasing, run the Wheels workflow by hand with
 the `version` input (for example `0.3.0rc1`).
diff --git a/docs/images/bragg_peak.png b/docs/images/bragg_peak.png
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From d80f37a049616e68086a6e300fa48ab165dc1a43 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Sat, 17 Oct 2026 10:44:57 +0000
Subject: [PATCH 6/9] style: pre-commit fixes

---
 PYTHON_DEVELOPER_GUIDE.md | 571 +++++++++++++++++++-------------------
 1 file changed, 286 insertions(+), 285 deletions(-)

diff --git a/PYTHON_DEVELOPER_GUIDE.md b/PYTHON_DEVELOPER_GUIDE.md
index ffe9dbd..45d4213 100644
--- a/PYTHON_DEVELOPER_GUIDE.md
+++ b/PYTHON_DEVELOPER_GUIDE.md
@@ -11,15 +11,15 @@ this guide for the Python interface and this repository's supported workflow.
 
 How the guide is organised:
 
-- **Parts I–V** teach the concepts and how to write a simulation program, from
-  a ten-event first run to a production campaign.
+- **Parts I–V** teach the concepts and how to write a simulation program, from a
+  ten-event first run to a production campaign.
 - **Part VI** explains how the package works inside: the worker process, the
   application lifecycle, and the event data model.
 - **Part VII** has five complete detector simulations, each run and checked
-  against reference physics: Rutherford's gold foil, a sampling calorimeter,
-  a proton-therapy Bragg peak, a magnetic spectrometer, and gamma radiography.
-- **Part VIII** catalogues the repository's examples, and **Part IX** is the
-  API reference.
+  against reference physics: Rutherford's gold foil, a sampling calorimeter, a
+  proton-therapy Bragg peak, a magnetic spectrometer, and gamma radiography.
+- **Part VIII** catalogues the repository's examples, and **Part IX** is the API
+  reference.
 - **Part X** is for contributors to the package itself: building, testing, CI,
   Geant4 upgrades, the conda recipe, and releases.
 
@@ -289,8 +289,8 @@ with g4.Application(gdml=gdml) as app:
 
 Two kinds of names are used, so inspect them rather than guessing:
 
-- **physical volume names** (`<physvol name="...">`) appear in the event data
-  as `step.volume` and are what `Scoring.energy_deposit(events, volume=...)`
+- **physical volume names** (`<physvol name="...">`) appear in the event data as
+  `step.volume` and are what `Scoring.energy_deposit(events, volume=...)`
   filters on;
 - **logical volume names** (`<volume name="...">`) are what
   `detector.sensitive_volumes` takes.
@@ -841,10 +841,10 @@ with g4.Application(gdml=g4.basic_gdml) as app:
     events = app.run(primaries)
 ```
 
-Energies are in keV and positions in cm here (section 73.1). Add a
-`primaries` field holding a list per event to put several primaries in one
-event. Test array-driven primaries in serial mode first. The repository currently
-documents limitations for this input path in multithreaded runs.
+Energies are in keV and positions in cm here (section 73.1). Add a `primaries`
+field holding a list per event to put several primaries in one event. Test
+array-driven primaries in serial mode first. The repository currently documents
+limitations for this input path in multithreaded runs.
 
 ## 22. Physics choices and statistical thinking
 
@@ -964,9 +964,9 @@ The linked Geant4 library must have been compiled with multithreading.
 worker thread its own primary generator and none to the master thread, which is
 where the package's commands arrive. Two consequences:
 
-- `app.generator.*` raises `RuntimeError: Primary generator action is not
-  available` when `n_threads > 0`; use `/gun/...` or `/gps/...` commands
-  instead.
+- `app.generator.*` raises
+  `RuntimeError: Primary generator action is not available` when
+  `n_threads > 0`; use `/gun/...` or `/gps/...` commands instead.
 - Those commands exist only once the workers are built, so call
   `app.initialize()` first; before it they fail with code 100.
 
@@ -979,8 +979,8 @@ with g4.Application(gdml=g4.basic_gdml, n_threads=8, seed=1) as app:
 
 Settings that must precede initialization (sensitive volumes, fields, extra
 physics, production cuts) go before `initialize()`. More threads are not always
-faster: geometry initialization, memory pressure, output
-construction, and CPU oversubscription can reduce the gain.
+faster: geometry initialization, memory pressure, output construction, and CPU
+oversubscription can reduce the gain.
 
 Benchmark with the same event count and seed policy. Validate event counts and
 aggregate quantities, but do not require event ordering to be identical across
@@ -1067,15 +1067,15 @@ free. When relying on an installed Geant4's data, its version must equal
 `g4.geant4_version` and every dataset must be present, otherwise the package
 downloads its own copy.
 
-**A script fails with "current process has finished its bootstrapping phase"
-or "Application process died".** The script creates the `Application` at module
+**A script fails with "current process has finished its bootstrapping phase" or
+"Application process died".** The script creates the `Application` at module
 level. Move that code into a function called under `if __name__ == "__main__":`
 (section 3).
 
 **`Primary generator action is not available`, or a `/gun/` command fails with
 code 100.** The application is multithreaded. Call `app.initialize()` first and
-configure the source with `/gun/` or `/gps/` commands instead of
-`app.generator` (section 28).
+configure the source with `/gun/` or `/gps/` commands instead of `app.generator`
+(section 28).
 
 **`Could not find logical volume '...'`.** `detector.sensitive_volumes` takes
 logical volume names (`<volume name>`), not physical ones (`<physvol name>`).
@@ -1945,10 +1945,9 @@ The package has three layers:
    (`src/python/module.cpp`), which exposes that C++ application's methods to
    Python: `setup_manager`, `setup_physics`, `setup_detector`, `initialize`,
    `run`, `command`, the detector queries, and so on.
-3. **The Python package** (`src/geant4_python_application/`). Its
-   `Application` class does not call the C++ module directly. It starts a
-   separate worker process, creates the C++ application there, and forwards
-   every call to it.
+3. **The Python package** (`src/geant4_python_application/`). Its `Application`
+   class does not call the C++ module directly. It starts a separate worker
+   process, creates the C++ application there, and forwards every call to it.
 
 The Qt viewer is a fourth, optional module (`_geant4_vis`, `src/vis/`). Only
 `Application.visualize()` imports it, and only inside the worker process, which
@@ -1968,8 +1967,9 @@ Running Geant4 in a child process turns that limit into something convenient:
   starts a fresh worker with a fresh Geant4, so a script can simulate one
   geometry, then another, then a third, for example to compare designs.
 - **Crash isolation.** If Geant4 aborts, only the worker dies. Your Python
-  session gets `RuntimeError: Application process died. Recreate the
-  application` and can carry on.
+  session gets
+  `RuntimeError: Application process died. Recreate the application` and can
+  carry on.
 - **A clean Python process.** Geant4's threads, signal handlers and Qt event
   loop live in the worker.
 
@@ -1992,22 +1992,22 @@ Consequences to keep in mind:
 
 - **The `__main__` guard.** The worker is a `multiprocessing` process. Where
   Python starts it with the `spawn` method (macOS; Linux from Python 3.14
-  defaults to `forkserver`, which behaves the same way), the worker imports
-  your script again. Code that creates an `Application` at module level would
-  run again in the worker and fail. Put it under `if __name__ == "__main__":`
+  defaults to `forkserver`, which behaves the same way), the worker imports your
+  script again. Code that creates an `Application` at module level would run
+  again in the worker and fail. Put it under `if __name__ == "__main__":`
   (section 3).
-- **Everything crosses the process boundary by pickling.** Arguments and
-  results must be picklable, and large event arrays are copied from the worker
-  to your process. That copy is part of the cost of a run (section 30).
-- **Python code cannot run inside transport.** A Python function cannot be
-  sent to the worker and called from a Geant4 stepping action, which is why
+- **Everything crosses the process boundary by pickling.** Arguments and results
+  must be picklable, and large event arrays are copied from the worker to your
+  process. That copy is part of the cost of a run (section 30).
+- **Python code cannot run inside transport.** A Python function cannot be sent
+  to the worker and called from a Geant4 stepping action, which is why
   `run_with_callbacks` calls your callbacks after the run, over the returned
   arrays (section 24). `docs/FEATURE_SUPPORT.md` explains what live callbacks
   would require.
 - **Data files are prepared first.** `Application(...)` checks and if needed
   downloads the datasets in your process before starting the worker, and the
-  worker inherits the environment variables that point Geant4 at them
-  (section 2.4).
+  worker inherits the environment variables that point Geant4 at them (section
+  2.4).
 
 ## 61. The life of an application
 
@@ -2042,26 +2042,26 @@ What each step does in C++:
   `FTFP_BERT` hadron inelastic, stopping, ion physics and a neutron tracking
   cut, plus optical physics when `optical=True`. Any other name is looked up in
   Geant4's reference-list factory (`FTFP_BERT`, `QGSP_BIC_EMY`, ...). Extra
-  constructors from `available_extra_physics()` can be added with
-  `add_physics` until initialization.
+  constructors from `available_extra_physics()` can be added with `add_physics`
+  until initialization.
 - **Geometry.** The GDML text is kept until initialization, then written to a
   temporary file and read with `G4GDMLParser`. This is why volume and material
   names, and `check_overlaps()`, are only available after `initialize()`.
-- **Sensitive detectors and fields** are attached in
-  `ConstructSDandField()` during initialization. Each name in
-  `sensitive_volumes` must be a logical volume. A magnetic field alone uses
-  Geant4's `G4GlobalMagFieldMessenger`; when an electric field is set, a
-  uniform electromagnetic field is integrated with `G4EqMagElectricField` and a
-  classical Runge-Kutta stepper. Both are global and uniform.
+- **Sensitive detectors and fields** are attached in `ConstructSDandField()`
+  during initialization. Each name in `sensitive_volumes` must be a logical
+  volume. A magnetic field alone uses Geant4's `G4GlobalMagFieldMessenger`; when
+  an electric field is set, a uniform electromagnetic field is integrated with
+  `G4EqMagElectricField` and a classical Runge-Kutta stepper. Both are global
+  and uniform.
 - **Actions.** The run, event, tracking and stepping actions record data; the
   stacking action can drop particle types; the primary generator uses the
   particle gun or the GPS, or the primaries you pass to `run`.
 
 The rule that follows: **set everything that shapes the geometry or physics
 before the first `run`**: the physics list and extra constructors, sensitive
-volumes, fields, production cuts and other `/run/` or `/process/` settings
-that apply at initialization. Generator settings and event fields can change
-between runs.
+volumes, fields, production cuts and other `/run/` or `/process/` settings that
+apply at initialization. Generator settings and event fields can change between
+runs.
 
 ## 62. What happens during a run
 
@@ -2081,8 +2081,8 @@ BeamOn(n)
 ```
 
 The data is written straight into awkward's C++ `LayoutBuilder`s as Geant4
-produces it, so recording costs no Python calls per step. In a multithreaded
-run each worker thread fills its own builder and the pieces are concatenated
+produces it, so recording costs no Python calls per step. In a multithreaded run
+each worker thread fills its own builder and the pieces are concatenated
 afterwards, so events arrive in thread order and `run` sorts them by `id`.
 
 `run` then reshapes the flat field names into nested records:
@@ -2115,31 +2115,31 @@ So `events.track.step.energy` has three levels of nesting: event, track, step.
 `ak.flatten(..., axis=2)` merges a track's steps into one list per event, and
 `axis=None` flattens everything.
 
-| Field                         | Meaning                                                          | Unit    |
-| ----------------------------- | ---------------------------------------------------------------- | ------- |
-| `run`, `id`                   | run number and event number                                      |         |
-| `primaries`                   | particle, energy, position, direction of each primary            | keV, mm |
-| `track_id`, `track_parent_id` | Geant4 track id and its parent's id (0 for primaries)            |         |
-| `track_particle`              | particle name, e.g. `"e-"`, `"gamma"`, `"alpha"`                 |         |
-| `track_particle_type`         | particle category, e.g. `"lepton"`, `"nucleus"`                  |         |
-| `track_creator_process`       | process that created the track (`"InitProcess"` for primaries)   |         |
-| `track_creator_process_type`  | category of that process                                         |         |
-| `track_initial_energy`        | kinetic energy at the vertex                                     | keV     |
-| `track_initial_time`          | global time at the start of the track                            | µs      |
-| `track_initial_position`      | vertex position (`x`, `y`, `z`)                                  | mm      |
-| `track_initial_momentum`      | **unit direction** at the vertex (`px`, `py`, `pz`)              |         |
-| `track_children_ids`          | ids of the track's secondaries                                   |         |
-| `track_weight`                | track weight (1 unless biasing is used)                          |         |
-| `step_energy`                 | energy deposited during the step                                 | keV     |
-| `step_time`                   | global time at the end of the step                               | µs      |
-| `step_position`               | position at the end of the step (`x`, `y`, `z`)                  | mm      |
-| `step_momentum`               | **unit direction** at the end of the step (`px`, `py`, `pz`)     |         |
-| `step_track_kinetic_energy`   | kinetic energy at the end of the step                            | keV     |
+| Field                         | Meaning                                                           | Unit    |
+| ----------------------------- | ----------------------------------------------------------------- | ------- |
+| `run`, `id`                   | run number and event number                                       |         |
+| `primaries`                   | particle, energy, position, direction of each primary             | keV, mm |
+| `track_id`, `track_parent_id` | Geant4 track id and its parent's id (0 for primaries)             |         |
+| `track_particle`              | particle name, e.g. `"e-"`, `"gamma"`, `"alpha"`                  |         |
+| `track_particle_type`         | particle category, e.g. `"lepton"`, `"nucleus"`                   |         |
+| `track_creator_process`       | process that created the track (`"InitProcess"` for primaries)    |         |
+| `track_creator_process_type`  | category of that process                                          |         |
+| `track_initial_energy`        | kinetic energy at the vertex                                      | keV     |
+| `track_initial_time`          | global time at the start of the track                             | µs      |
+| `track_initial_position`      | vertex position (`x`, `y`, `z`)                                   | mm      |
+| `track_initial_momentum`      | **unit direction** at the vertex (`px`, `py`, `pz`)               |         |
+| `track_children_ids`          | ids of the track's secondaries                                    |         |
+| `track_weight`                | track weight (1 unless biasing is used)                           |         |
+| `step_energy`                 | energy deposited during the step                                  | keV     |
+| `step_time`                   | global time at the end of the step                                | µs      |
+| `step_position`               | position at the end of the step (`x`, `y`, `z`)                   | mm      |
+| `step_momentum`               | **unit direction** at the end of the step (`px`, `py`, `pz`)      |         |
+| `step_track_kinetic_energy`   | kinetic energy at the end of the step                             | keV     |
 | `step_process`                | process that limited the step, e.g. `"eIoni"`, `"Transportation"` |         |
-| `step_process_type`           | its category, e.g. `"Electromagnetic"`                           |         |
-| `step_volume`                 | physical volume the step was in (its start point)                |         |
-| `step_volume_post`            | physical volume at the end of the step                           |         |
-| `step_nucleus`                | target nucleus of a hadronic interaction, if any                 |         |
+| `step_process_type`           | its category, e.g. `"Electromagnetic"`                            |         |
+| `step_volume`                 | physical volume the step was in (its start point)                 |         |
+| `step_volume_post`            | physical volume at the end of the step                            |         |
+| `step_nucleus`                | target nucleus of a hadronic interaction, if any                  |         |
 
 Points to remember:
 
@@ -2149,13 +2149,14 @@ Points to remember:
 - A particle crossing a boundary has a step whose `volume` is the volume it
   leaves and whose `volume_post` is the volume it enters. Tutorials 66 and 70
   select those steps to find where particles exit or arrive.
-- `step_momentum` and `track_initial_momentum` hold directions, not momenta;
-  use `step_track_kinetic_energy` and the particle mass for the momentum.
+- `step_momentum` and `track_initial_momentum` hold directions, not momenta; use
+  `step_track_kinetic_energy` and the particle mass for the momentum.
 - Vectors are records with `x`, `y`, `z` (positions) or `px`, `py`, `pz`
   (directions), with the `vector` library's behaviours attached.
 - Energies are in keV and lengths in mm in the output, but the inputs follow
-  Geant4 commands (`app.generator.energy(1, "MeV")`, `/gun/position 0 0 -10 cm`),
-  and primary arrays passed to `run` use keV and **cm** (section 73.1).
+  Geant4 commands (`app.generator.energy(1, "MeV")`,
+  `/gun/position 0 0 -10 cm`), and primary arrays passed to `run` use keV and
+  **cm** (section 73.1).
 
 ## 64. The Python helper layers
 
@@ -2163,10 +2164,10 @@ Around `Application` the package adds thin, pure-Python helpers:
 
 - `Generator` (`app.generator`) turns method calls into `/gun/...` or `/gps/...`
   commands, depending on the current generator type.
-- `Detector` (`app.detector`) forwards geometry queries and the sensitive
-  volume and field settings.
-- `Scoring` and `NativeScoringMesh` score after the run (from recorded steps)
-  or during it (through Geant4's command-based scoring manager).
+- `Detector` (`app.detector`) forwards geometry queries and the sensitive volume
+  and field settings.
+- `Scoring` and `NativeScoringMesh` score after the run (from recorded steps) or
+  during it (through Geant4's command-based scoring manager).
 - awkward **behaviours** registered on the record names add methods to the
   returned arrays: `events.hits(volume)` and `events.energy_in_volume(volume)`.
 - `io`, `optical`, `geometry`, `cad` and `distributed` provide file formats,
@@ -2178,9 +2179,9 @@ Sections 73 to 78 list all of them.
 # Part VII - Worked detector simulations
 
 Each tutorial below is a complete, runnable script that answers one physics
-question, followed by the output it printed with geant4-python-application
-0.2.0 (Geant4 11.4.3) on macOS and what to learn from it. All five were run for
-this guide; their results are checked against textbook values or NIST data.
+question, followed by the output it printed with geant4-python-application 0.2.0
+(Geant4 11.4.3) on macOS and what to learn from it. All five were run for this
+guide; their results are checked against textbook values or NIST data.
 
 ## 65. How to use these tutorials
 
@@ -2204,9 +2205,9 @@ shapes it?
 
 **Model.** 5.5 MeV alphas (the energy from radon-222 decay) hit a 500 nm gold
 foil in vacuum. For each alpha the script finds the step on which it leaves the
-foil and reads its direction and kinetic energy there. This is the same
-geometry as the repository's port of Geant4's GoldFoilExperiment example,
-written with the public generator API.
+foil and reads its direction and kinetic energy there. This is the same geometry
+as the repository's port of Geant4's GoldFoilExperiment example, written with
+the public generator API.
 
 ```python
 import awkward as ak
@@ -2330,18 +2331,18 @@ bin [deg]   measured  Rutherford
 
 **What to learn.**
 
-- **Two regimes.** Below about 2°, the distribution is a broad peak made by
-  many small deflections (multiple Coulomb scattering); its median is 1.2°.
-  Above a few degrees a single close encounter with a nucleus dominates and the
-  counts fall as Rutherford's $\sin\theta / \sin^4(\theta/2)$: four orders of
-  magnitude between 2° and 30°.
+- **Two regimes.** Below about 2°, the distribution is a broad peak made by many
+  small deflections (multiple Coulomb scattering); its median is 1.2°. Above a
+  few degrees a single close encounter with a nucleus dominates and the counts
+  fall as Rutherford's $\sin\theta / \sin^4(\theta/2)$: four orders of magnitude
+  between 2° and 30°.
 - The tail sits a little below the curve in the table because the curve is
   normalised in the 5–10° bin, where multiple scattering still adds counts.
 - **Backscattering is rare but real**: 3 alphas in 100 000 came back through
   more than 90°, the same order as Geiger and Marsden's "1 in 8000" for their
   foil. That rarity is what made the observation so striking.
-- The alphas lose about 0.22 MeV in 500 nm of gold, a stopping power near
-  440 keV/µm.
+- The alphas lose about 0.22 MeV in 500 nm of gold, a stopping power near 440
+  keV/µm.
 - **Technique**: selecting the boundary-crossing step with
   `(steps.volume == "Foil") & (steps.volume_post != "Foil")`, restricting to the
   primary with `tracks.id == 1`, and reading directions from `step_momentum`.
@@ -2360,9 +2361,9 @@ does the energy resolution scale with beam energy?
 
 **Model.** 20 layers of 10 mm lead (the absorber) and 5 mm liquid argon (the
 active gaps, where a real detector collects ionisation charge), 1 m × 1 m
-across, in vacuum, as in Geant4's basic example B4. Electrons of 0.5, 1, 2 and
-4 GeV enter along the axis. The same application runs all four energies,
-changing only the gun energy between runs.
+across, in vacuum, as in Geant4's basic example B4. Electrons of 0.5, 1, 2 and 4
+GeV enter along the axis. The same application runs all four energies, changing
+only the gun energy between runs.
 
 ```python
 import awkward as ak
@@ -2494,13 +2495,13 @@ shower maximum in layer 2
 - **Containment.** 20 layers (36 radiation lengths of lead) contain more than
   99% of the energy; the small remainder escapes as photons and through the
   back.
-- **Stochastic resolution.** The relative resolution falls as
-  $1/\sqrt{E}$: about 20%/√E here, because the number of shower particles
-  crossing the gaps grows linearly with energy and its fluctuation as the
-  square root. Real Pb/LAr calorimeters with thinner layers reach about
-  10%/√E; try thinner absorbers in the exercises.
-- **Longitudinal profile.** The shower peaks in layer 2, the third layer
-  (about 4–5 radiation lengths for 2 GeV), and decays exponentially after it.
+- **Stochastic resolution.** The relative resolution falls as $1/\sqrt{E}$:
+  about 20%/√E here, because the number of shower particles crossing the gaps
+  grows linearly with energy and its fluctuation as the square root. Real Pb/LAr
+  calorimeters with thinner layers reach about 10%/√E; try thinner absorbers in
+  the exercises.
+- **Longitudinal profile.** The shower peaks in layer 2, the third layer (about
+  4–5 radiation lengths for 2 GeV), and decays exponentially after it.
 - **Technique**: generating repeated GDML placements in a Python loop, naming
   them so that analysis can select them (`Absorber{i}`, `Gap{i}`), several runs
   in one application, and keeping only three event fields.
@@ -2517,8 +2518,8 @@ Bragg peak, which is why proton therapy can spare tissue behind a tumour. Where
 is the peak for therapeutic energies, and does Geant4 reproduce the measured
 ranges?
 
-**Model.** A 40 cm water tank in vacuum and a proton pencil beam of 100, 150
-and 200 MeV. Energy deposited in the water is binned in 1 mm slices of depth.
+**Model.** A 40 cm water tank in vacuum and a proton pencil beam of 100, 150 and
+200 MeV. Energy deposited in the water is binned in 1 mm slices of depth.
 `QGSP_BIC_EMY` is the reference physics list Geant4 recommends for medical
 proton beams; the production cut is lowered to 0.1 mm. The range is compared
 with NIST's PSTAR table.
@@ -2616,22 +2617,21 @@ E [MeV]  peak [cm]  R80 [cm]  PSTAR CSDA [cm]  peak/plateau
 - **The peak is sharp.** For a mono-energetic beam the peak dose is almost five
   times the dose at 2–3 cm. Clinical beams spread the energy to cover a tumour
   of finite size (a spread-out Bragg peak).
-- **Entrance artifact.** The curves rise over the first two centimetres. Part
-  of this is real (secondary electrons build up), but most of it comes from the
+- **Entrance artifact.** The curves rise over the first two centimetres. Part of
+  this is real (secondary electrons build up), but most of it comes from the
   analysis: each step's energy is binned at its **end point**, and protons take
   long first steps, so energy from the first millimetres is recorded deeper.
-  This is why the plateau is taken at 2–3 cm. Splitting each step's energy
-  along the segment from the previous step's end to its own end would remove
-  it.
+  This is why the plateau is taken at 2–3 cm. Splitting each step's energy along
+  the segment from the previous step's end to its own end would remove it.
 - **Technique**: comparing a simulation with an external reference table,
   choosing a reference physics list for the application, and setting a
   production cut with a Geant4 command before the first run.
 
-**Exercises.** Give the beam a 1% energy spread with GPS
-(`/gps/ene/type Gauss`, `/gps/ene/sigma 1.5 MeV`) and watch the peak broaden and
-fall. Insert a 2 cm bone slab (`G4_BONE_COMPACT_ICRU`) at 5 cm depth and measure
-how far the peak moves. Add up the proton energy that does not appear in the
-water and relate it to nuclear interactions.
+**Exercises.** Give the beam a 1% energy spread with GPS (`/gps/ene/type Gauss`,
+`/gps/ene/sigma 1.5 MeV`) and watch the peak broaden and fall. Insert a 2 cm
+bone slab (`G4_BONE_COMPACT_ICRU`) at 5 cm depth and measure how far the peak
+moves. Add up the proton energy that does not appear in the water and relate it
+to nuclear interactions.
 
 ## 69. Tutorial: measuring momentum in a magnetic spectrometer
 
@@ -2640,9 +2640,10 @@ particle's momentum, and what limits its precision?
 
 **Model.** Six 300 µm silicon planes, 10 cm apart, in vacuum and in a uniform
 0.5 T field along x, which bends particles in the y–z plane. Muons of 0.5–5
-GeV/c travel along z. The script takes the muon's position in each plane, adds
-a 50 µm detector resolution, fits a parabola $y = a + bz + cz^2$ and converts
-the curvature $1/R = 2|c|$ into momentum with $p\,[\mathrm{GeV}/c] = 0.3\,B\,[\mathrm{T}]\,R\,[\mathrm{m}]$.
+GeV/c travel along z. The script takes the muon's position in each plane, adds a
+50 µm detector resolution, fits a parabola $y = a + bz + cz^2$ and converts the
+curvature $1/R = 2|c|$ into momentum with $p\,[\mathrm{GeV}/c] =
+0.3\,B\,[\mathrm{T}]\,R\,[\mathrm{m}]$.
 
 ```python
 import awkward as ak
@@ -2745,14 +2746,14 @@ p_true [GeV]  p_fit mean [GeV]  sigma_p/p
 - **Two limits on resolution.** At low momentum, multiple scattering in the
   silicon deflects the muon randomly by an amount that falls as $1/p$, giving a
   roughly constant $\sigma_p/p$ (about 3% here). At high momentum the track is
-  nearly straight, the sagitta is small compared with the 50 µm hit
-  resolution, and $\sigma_p/p$ grows linearly with $p$ (6% at 5 GeV/c).
-  Real trackers improve both with stronger fields, longer lever arms and more,
-  thinner, more precise planes.
-- **Technique**: a uniform magnetic field from Python (`app.detector.magnetic_field`),
-  converting momentum to the kinetic energy the gun expects, extracting one
-  point per plane per event, and adding detector resolution in the analysis
-  instead of in the simulation.
+  nearly straight, the sagitta is small compared with the 50 µm hit resolution,
+  and $\sigma_p/p$ grows linearly with $p$ (6% at 5 GeV/c). Real trackers
+  improve both with stronger fields, longer lever arms and more, thinner, more
+  precise planes.
+- **Technique**: a uniform magnetic field from Python
+  (`app.detector.magnetic_field`), converting momentum to the kinetic energy the
+  gun expects, extracting one point per plane per event, and adding detector
+  resolution in the analysis instead of in the simulation.
 
 **Exercises.** Double the field and check that the high-momentum resolution
 halves. Set the hit resolution to 10 µm. Replace the muons with electrons of the
@@ -2764,10 +2765,10 @@ same momentum and see what bremsstrahlung in silicon does to the fit.
 and does the contrast match simple attenuation physics?
 
 **Model.** A 30 cm wooden crate (cellulose at 0.6 g/cm³, defined in the GDML
-from a NIST material) hides a lead cross, made of two 30 mm thick arms, and a
-40 mm thick stainless-steel bar. A uniform, parallel 1 MeV photon beam covers
-the crate, and the script counts the photons that reach a screen behind it
-**without interacting** (still at 1 MeV), in 1 cm pixels.
+from a NIST material) hides a lead cross, made of two 30 mm thick arms, and a 40
+mm thick stainless-steel bar. A uniform, parallel 1 MeV photon beam covers the
+crate, and the script counts the photons that reach a screen behind it **without
+interacting** (still at 1 MeV), in 1 cm pixels.
 
 ```python
 import awkward as ak
@@ -2935,54 +2936,54 @@ steel bar              : 0.160
 **What to learn.**
 
 - **The contrast is the attenuation law.** The relative transmission through an
-  object of thickness $t$ replacing wood is
-  $\exp[-(\mu_\mathrm{object} - \mu_\mathrm{wood})\,t]$. With NIST attenuation
-  coefficients at 1 MeV that gives 0.10 for one lead arm, 0.010 for both, and
-  0.17 for the steel bar, matching the simulation within its statistics.
-- **Why unscattered photons.** Counting energy deposited in a thin screen
-  gives a much noisier image, because only a few percent of photons interact
-  in the screen and each deposits a random amount. Counting photons that arrive
-  with their full energy is the simulation's ideal detector; it also rejects
-  photons scattered in the crate, which would blur the image.
-- **Statistics set the image quality**: about 250 photons per open pixel give
-  6% noise; the darkest pixels behind both lead arms receive only a few photons.
+  object of thickness $t$ replacing wood is $\exp[-(\mu_\mathrm{object} -
+  \mu_\mathrm{wood})\,t]$. With NIST attenuation coefficients at 1 MeV that
+  gives 0.10 for one lead arm, 0.010 for both, and 0.17 for the steel bar,
+  matching the simulation within its statistics.
+- **Why unscattered photons.** Counting energy deposited in a thin screen gives
+  a much noisier image, because only a few percent of photons interact in the
+  screen and each deposits a random amount. Counting photons that arrive with
+  their full energy is the simulation's ideal detector; it also rejects photons
+  scattered in the crate, which would blur the image.
+- **Statistics set the image quality**: about 250 photons per open pixel give 6%
+  noise; the darkest pixels behind both lead arms receive only a few photons.
 - **Technique**: defining a custom material in GDML, a rotated placement, a
   plane GPS source, an overlap check after `initialize()`, selecting
   boundary-crossing steps by energy, and building an image with
   `numpy.histogram2d`.
 
 **Exercises.** Lower the beam energy to 200 keV: what happens to the
-transmission through lead, and why do low energies suit thin, light objects? Replace the steel bar with
-a 4 cm block of water and find the beam energy that gives the best contrast.
-Move the screen 50 cm further back and include scattered photons to see the
-blurring.
+transmission through lead, and why do low energies suit thin, light objects?
+Replace the steel bar with a 4 cm block of water and find the beam energy that
+gives the best contrast. Move the screen 50 cm further back and include
+scattered photons to see the blurring.
 
 # Part VIII - Example catalogue
 
 The repository has two sets of runnable examples. Neither is installed with the
-package; run them from a clone (`git clone
-https://github.com/lobis/geant4-python-application`).
+package; run them from a clone
+(`git clone https://github.com/lobis/geant4-python-application`).
 
 ## 71. Topic examples
 
 `examples/geant4-examples/` contains one short script per feature, numbered in
 learning order:
 
-| Script                          | Shows                                                               |
-| ------------------------------- | ------------------------------------------------------------------- |
-| `00_qt_viewer_smoke.py`         | Opening the Qt viewer; `visualization_available()`                  |
-| `01_reference_physics_lists.py` | Listing and selecting Geant4 reference physics lists                |
-| `02_gps_sources.py`             | Switching between the particle gun and GPS; GPS distributions       |
-| `03_scoring_meshes_hits.py`     | `Scoring.energy_deposit`, `Scoring.energy_mesh`, hits               |
-| `04_magnetic_electric_fields.py` | Uniform magnetic and electric fields                               |
-| `05_optical_scintillation.py`   | Optical GDML, scintillation, optical photons                        |
-| `06_callbacks.py`               | `run_with_callbacks` over runs, events, tracks and steps            |
-| `07_custom_physics.py`          | Extra physics constructors with `add_physics`                       |
-| `08_dna_medical.py`             | Geant4-DNA physics and chemistry constructors                       |
-| `09_cad_vtk_root_generators.py` | STL/tessellated geometry, VTK and ROOT output, HepMC primaries      |
-| `10_mpi_distributed.py`         | Splitting events across MPI ranks                                   |
-| `11_native_scoring_mesh.py`     | Geant4's command-based scoring mesh                                 |
-| `examples/attenuation.ipynb`    | Photon attenuation in a notebook (the one Binder opens)             |
+| Script                           | Shows                                                          |
+| -------------------------------- | -------------------------------------------------------------- |
+| `00_qt_viewer_smoke.py`          | Opening the Qt viewer; `visualization_available()`             |
+| `01_reference_physics_lists.py`  | Listing and selecting Geant4 reference physics lists           |
+| `02_gps_sources.py`              | Switching between the particle gun and GPS; GPS distributions  |
+| `03_scoring_meshes_hits.py`      | `Scoring.energy_deposit`, `Scoring.energy_mesh`, hits          |
+| `04_magnetic_electric_fields.py` | Uniform magnetic and electric fields                           |
+| `05_optical_scintillation.py`    | Optical GDML, scintillation, optical photons                   |
+| `06_callbacks.py`                | `run_with_callbacks` over runs, events, tracks and steps       |
+| `07_custom_physics.py`           | Extra physics constructors with `add_physics`                  |
+| `08_dna_medical.py`              | Geant4-DNA physics and chemistry constructors                  |
+| `09_cad_vtk_root_generators.py`  | STL/tessellated geometry, VTK and ROOT output, HepMC primaries |
+| `10_mpi_distributed.py`          | Splitting events across MPI ranks                              |
+| `11_native_scoring_mesh.py`      | Geant4's command-based scoring mesh                            |
+| `examples/attenuation.ipynb`     | Photon attenuation in a notebook (the one Binder opens)        |
 
 ## 72. Ports of the Geant4 examples
 
@@ -2992,36 +2993,36 @@ of examples shipped with Geant4. Each opens the Qt viewer by default and accepts
 runs them all. Some are faithful ports and some are adaptations where the
 original needs C++ user code (see `COMPATIBILITY.md` in that directory).
 
-| Example                                       | Detector or physics                                        |
-| --------------------------------------------- | ---------------------------------------------------------- |
-| `basic/B1/b1.py`                              | Water phantom with tissue and bone; dose in a volume       |
-| `basic/B2/b2.py`                              | Fixed target and six tracker chambers in a field           |
-| `basic/B3/b3.py`                              | Schematic PET ring: crystals and a patient                 |
-| `basic/B4/b4.py`                              | Lead/liquid-argon sampling calorimeter (tutorial 67)       |
-| `basic/B5/b5.py`                              | Double-arm spectrometer with field and detectors           |
-| `advanced/GoldFoilExperiment/gold_foil.py`    | Rutherford scattering of alphas on gold (tutorial 66)      |
-| `advanced/NanoparticleTherapy/nano_therapy.py` | Gold cluster in a tumour; dose with and without gold      |
-| `advanced/NanoparticleTherapy/brain_tumor.py` | Gold-nanoparticle therapy in a head model                  |
-| `extended/analysis/AnaEx01/ana_ex01.py`       | Calorimeter analysis output                                |
-| `extended/analysis/AnaEx02/ana_ex02.py`       | Nested Parquet event output                                |
-| `extended/analysis/AnaEx03/ana_ex03.py`       | ROOT summary output via uproot                             |
-| `extended/electromagnetic/TestEm1/test_em1.py` | Survey of electromagnetic processes                       |
-| `extended/eventgenerator/exgps/exgps.py`      | GPS source distributions                                   |
-| `extended/eventgenerator/particleGun/particle_gun.py` | Sampled particle-gun modes                         |
-| `extended/eventgenerator/HepMC/hepmc.py`      | Primaries from a HepMC2 file                               |
-| `extended/field/field01/field01.py`           | Tracking in a magnetic field                               |
-| `extended/field/field02/field02.py`           | Transport in a constant electric field                     |
-| `extended/hadronic/Hadr00/hadr00.py`          | Hadronic interactions in a target                          |
-| `extended/medical/GammaTherapy/gamma_therapy.py` | Photon therapy phantom with a native dose mesh          |
-| `extended/medical/electronScattering/electron_scattering.py` | Electron scattering benchmark foils         |
-| `extended/optical/OpNovice/op_novice.py`      | Optical photon generation and transport                    |
-| `extended/optical/LXe/lxe.py`                 | Liquid-xenon scintillation                                 |
-| `extended/optical/wls/wls.py`                 | Wavelength-shifting fibre                                  |
-| `extended/parameterisations/Par01/par01.py`   | Repeated detector cells generated as GDML                  |
-| `extended/physicslists/factory/factory.py`    | Choosing reference physics lists by name                   |
-| `extended/radioactivedecay/rdecay01/rdecay01.py` | Radioactive decay chains                                |
-| `extended/runAndEvent/RE01/re01.py`           | Several primary vertices per event                         |
-| `run_gdml.py`                                 | Open any GDML file in the viewer                           |
+| Example                                                      | Detector or physics                                   |
+| ------------------------------------------------------------ | ----------------------------------------------------- |
+| `basic/B1/b1.py`                                             | Water phantom with tissue and bone; dose in a volume  |
+| `basic/B2/b2.py`                                             | Fixed target and six tracker chambers in a field      |
+| `basic/B3/b3.py`                                             | Schematic PET ring: crystals and a patient            |
+| `basic/B4/b4.py`                                             | Lead/liquid-argon sampling calorimeter (tutorial 67)  |
+| `basic/B5/b5.py`                                             | Double-arm spectrometer with field and detectors      |
+| `advanced/GoldFoilExperiment/gold_foil.py`                   | Rutherford scattering of alphas on gold (tutorial 66) |
+| `advanced/NanoparticleTherapy/nano_therapy.py`               | Gold cluster in a tumour; dose with and without gold  |
+| `advanced/NanoparticleTherapy/brain_tumor.py`                | Gold-nanoparticle therapy in a head model             |
+| `extended/analysis/AnaEx01/ana_ex01.py`                      | Calorimeter analysis output                           |
+| `extended/analysis/AnaEx02/ana_ex02.py`                      | Nested Parquet event output                           |
+| `extended/analysis/AnaEx03/ana_ex03.py`                      | ROOT summary output via uproot                        |
+| `extended/electromagnetic/TestEm1/test_em1.py`               | Survey of electromagnetic processes                   |
+| `extended/eventgenerator/exgps/exgps.py`                     | GPS source distributions                              |
+| `extended/eventgenerator/particleGun/particle_gun.py`        | Sampled particle-gun modes                            |
+| `extended/eventgenerator/HepMC/hepmc.py`                     | Primaries from a HepMC2 file                          |
+| `extended/field/field01/field01.py`                          | Tracking in a magnetic field                          |
+| `extended/field/field02/field02.py`                          | Transport in a constant electric field                |
+| `extended/hadronic/Hadr00/hadr00.py`                         | Hadronic interactions in a target                     |
+| `extended/medical/GammaTherapy/gamma_therapy.py`             | Photon therapy phantom with a native dose mesh        |
+| `extended/medical/electronScattering/electron_scattering.py` | Electron scattering benchmark foils                   |
+| `extended/optical/OpNovice/op_novice.py`                     | Optical photon generation and transport               |
+| `extended/optical/LXe/lxe.py`                                | Liquid-xenon scintillation                            |
+| `extended/optical/wls/wls.py`                                | Wavelength-shifting fibre                             |
+| `extended/parameterisations/Par01/par01.py`                  | Repeated detector cells generated as GDML             |
+| `extended/physicslists/factory/factory.py`                   | Choosing reference physics lists by name              |
+| `extended/radioactivedecay/rdecay01/rdecay01.py`             | Radioactive decay chains                              |
+| `extended/runAndEvent/RE01/re01.py`                          | Several primary vertices per event                    |
+| `run_gdml.py`                                                | Open any GDML file in the viewer                      |
 
 The NanoparticleTherapy examples model the gold as a solid sphere. A
 centimetre-sized sphere of solid gold shields the tissue behind it from
@@ -3039,47 +3040,47 @@ argument; output units are in section 63.
 g4.Application(n_threads=0, gdml=None, physics="custom", seed=0, *, optical=False)
 ```
 
-| Argument    | Meaning                                                                        |
-| ----------- | ------------------------------------------------------------------------------ |
-| `n_threads` | 0 for the serial run manager, N for N Geant4 worker threads                    |
-| `gdml`      | the detector as a GDML **string** (read files with `Path(...).read_text()`)    |
-| `physics`   | `"custom"` or a reference list name from `available_physics_lists()`           |
-| `seed`      | random seed; 0 picks a random one                                              |
-| `optical`   | add `G4OpticalPhysics` to the physics list                                     |
+| Argument    | Meaning                                                                     |
+| ----------- | --------------------------------------------------------------------------- |
+| `n_threads` | 0 for the serial run manager, N for N Geant4 worker threads                 |
+| `gdml`      | the detector as a GDML **string** (read files with `Path(...).read_text()`) |
+| `physics`   | `"custom"` or a reference list name from `available_physics_lists()`        |
+| `seed`      | random seed; 0 picks a random one                                           |
+| `optical`   | add `G4OpticalPhysics` to the physics list                                  |
 
 Lifecycle and running:
 
-| Member                                            | Description                                                                  |
-| ------------------------------------------------- | ---------------------------------------------------------------------------- |
-| `with g4.Application(...) as app:`                | start the worker and set up; stop it at the end of the block                 |
-| `start(setup=True, initialize=False)` / `stop()`  | the same without a `with` block                                              |
-| `initialize()`                                    | initialize Geant4 now (otherwise the first `run` does it)                    |
-| `run(n)`                                          | run `n` events from the current generator; returns the events                |
-| `run(primaries)`                                  | run one event per entry of an awkward array of primaries (73.1)              |
-| `run_with_callbacks(primaries, on_run=, on_event=, on_track=, on_step=)` | run, then call Python functions over the result |
-| `visualize(commands=None)`                        | open the Qt viewer; returns when it is closed                                |
+| Member                                                                   | Description                                                     |
+| ------------------------------------------------------------------------ | --------------------------------------------------------------- |
+| `with g4.Application(...) as app:`                                       | start the worker and set up; stop it at the end of the block    |
+| `start(setup=True, initialize=False)` / `stop()`                         | the same without a `with` block                                 |
+| `initialize()`                                                           | initialize Geant4 now (otherwise the first `run` does it)       |
+| `run(n)`                                                                 | run `n` events from the current generator; returns the events   |
+| `run(primaries)`                                                         | run one event per entry of an awkward array of primaries (73.1) |
+| `run_with_callbacks(primaries, on_run=, on_event=, on_track=, on_step=)` | run, then call Python functions over the result                 |
+| `visualize(commands=None)`                                               | open the Qt viewer; returns when it is closed                   |
 
 Configuration:
 
-| Member                                   | Description                                                            |
-| ---------------------------------------- | ---------------------------------------------------------------------- |
-| `command(cmd)` / `commands([cmds])`      | apply Geant4 UI commands; a failing command raises `RuntimeError`      |
-| `list_commands(directory="/")`           | print the commands under a directory (in the worker's output)          |
-| `set_event_fields(set)`                  | choose the recorded fields (section 63)                                |
-| `get_event_fields()`                     | the fields currently recorded                                          |
-| `get_event_fields_complete()`            | every field that can be recorded                                       |
-| `add_physics(name)`                      | add an extra physics constructor before initialization                 |
-| `seed` (property)                        | read or set the random seed                                            |
-| `detector`, `generator` (properties)     | the `Detector` and `Generator` helpers                                 |
+| Member                               | Description                                                       |
+| ------------------------------------ | ----------------------------------------------------------------- |
+| `command(cmd)` / `commands([cmds])`  | apply Geant4 UI commands; a failing command raises `RuntimeError` |
+| `list_commands(directory="/")`       | print the commands under a directory (in the worker's output)     |
+| `set_event_fields(set)`              | choose the recorded fields (section 63)                           |
+| `get_event_fields()`                 | the fields currently recorded                                     |
+| `get_event_fields_complete()`        | every field that can be recorded                                  |
+| `add_physics(name)`                  | add an extra physics constructor before initialization            |
+| `seed` (property)                    | read or set the random seed                                       |
+| `detector`, `generator` (properties) | the `Detector` and `Generator` helpers                            |
 
 Static methods, usable without starting an application:
 
-| Method                                   | Returns                                                            |
-| ---------------------------------------- | ------------------------------------------------------------------ |
-| `Application.available_physics_lists()`  | `"custom"` plus Geant4's reference list names                      |
-| `Application.available_extra_physics()`  | constructor names for `add_physics` (optical, DNA, decay, ...)     |
-| `Application.multithreading_available()` | whether the linked Geant4 supports threads                         |
-| `Application.visualization_available()`  | whether the Qt viewer can be opened (does not load Qt)             |
+| Method                                   | Returns                                                        |
+| ---------------------------------------- | -------------------------------------------------------------- |
+| `Application.available_physics_lists()`  | `"custom"` plus Geant4's reference list names                  |
+| `Application.available_extra_physics()`  | constructor names for `add_physics` (optical, DNA, decay, ...) |
+| `Application.multithreading_available()` | whether the linked Geant4 supports threads                     |
+| `Application.visualization_available()`  | whether the Qt viewer can be opened (does not load Qt)         |
 
 The setup steps that `start()` performs are also public (`setup_manager`,
 `setup_physics`, `setup_detector`, `setup_action`) for use with
@@ -3091,12 +3092,12 @@ The setup steps that `start()` performs are also public (`setup_manager`,
 one primary, or, with a `primaries` field holding a list per event, several
 primaries per event:
 
-| Field       | Content                         | Unit       |
-| ----------- | ------------------------------- | ---------- |
-| `particle`  | Geant4 particle name            |            |
-| `energy`    | kinetic energy                  | **keV**    |
-| `position`  | record with `x`, `y`, `z`       | **cm**     |
-| `direction` | record with `x`, `y`, `z`       | unit-less  |
+| Field       | Content                   | Unit      |
+| ----------- | ------------------------- | --------- |
+| `particle`  | Geant4 particle name      |           |
+| `energy`    | kinetic energy            | **keV**   |
+| `position`  | record with `x`, `y`, `z` | **cm**    |
+| `direction` | record with `x`, `y`, `z` | unit-less |
 
 Fields left out keep the generator's current value. Note the units: keV and cm,
 unlike the mm of the output.
@@ -3106,21 +3107,21 @@ unlike the mm of the output.
 `app.generator` configures the particle gun (the default) or the General
 Particle Source. Every method returns the generator, so calls chain:
 
-| Member                               | Gun command                | GPS command                             |
-| ------------------------------------ | -------------------------- | --------------------------------------- |
-| `use_gun()` / `use_gps()`            | select the generator       |                                         |
-| `type` (property)                    | `"gun"` or `"gps"`         |                                         |
-| `particle(name)`                     | `/gun/particle`            | `/gps/particle`                         |
-| `energy(value, unit="MeV")`          | `/gun/energy`              | `/gps/ene/mono`                         |
-| `position(x, y, z, unit="cm")`       | `/gun/position`            | `/gps/pos/type Point`, `/gps/pos/centre` |
-| `direction(x, y, z)`                 | `/gun/direction`           | `/gps/direction`                        |
-| `commands([cmds])`                   | any commands, e.g. GPS distributions                                 |
+| Member                         | Gun command                          | GPS command                              |
+| ------------------------------ | ------------------------------------ | ---------------------------------------- |
+| `use_gun()` / `use_gps()`      | select the generator                 |                                          |
+| `type` (property)              | `"gun"` or `"gps"`                   |                                          |
+| `particle(name)`               | `/gun/particle`                      | `/gps/particle`                          |
+| `energy(value, unit="MeV")`    | `/gun/energy`                        | `/gps/ene/mono`                          |
+| `position(x, y, z, unit="cm")` | `/gun/position`                      | `/gps/pos/type Point`, `/gps/pos/centre` |
+| `direction(x, y, z)`           | `/gun/direction`                     | `/gps/direction`                         |
+| `commands([cmds])`             | any commands, e.g. GPS distributions |
 
 Select the generator type before the other calls, since they emit the commands
 of the current type. `Generator` works only with the serial run manager
 (`n_threads=0`); in multithreaded mode use the commands directly after
-`initialize()` (section 28). For spectra, areas and angular distributions use GPS
-commands (`/gps/pos/type Plane`, `/gps/ene/type Gauss`, `/gps/ang/type iso`,
+`initialize()` (section 28). For spectra, areas and angular distributions use
+GPS commands (`/gps/pos/type Plane`, `/gps/ene/type Gauss`, `/gps/ang/type iso`,
 ...); tutorial 70 shows an example.
 
 ## 75. Detector
@@ -3128,29 +3129,29 @@ commands (`/gps/pos/type Plane`, `/gps/ene/type Gauss`, `/gps/ang/type iso`,
 `app.detector` queries and configures the geometry. Queries need an initialized
 application; settings must be made before initialization.
 
-| Member                                     | Description                                                     |
-| ------------------------------------------ | --------------------------------------------------------------- |
-| `logical_volumes`, `physical_volumes`      | sets of names                                                   |
-| `materials`                                | set of material names in use                                    |
-| `gdml`                                     | the GDML text, until initialization (then cleared to save memory) |
-| `check_overlaps()`                         | run Geant4's overlap check; `True` means an overlap was found   |
-| `material_from_volume(name)`               | material of a volume                                            |
-| `logical_volume_from_physical(name)`       | logical volume of a physical volume                             |
-| `physical_volumes_from_logical(name)`      | physical volumes placed from a logical volume                   |
-| `sensitive_volumes` (property)             | set of **logical** volume names to make sensitive               |
-| `magnetic_field` (property)                | uniform field `(Bx, By, Bz)` in tesla                           |
-| `electric_field` (property)                | uniform field `(Ex, Ey, Ez)` in kV/cm                           |
+| Member                                | Description                                                       |
+| ------------------------------------- | ----------------------------------------------------------------- |
+| `logical_volumes`, `physical_volumes` | sets of names                                                     |
+| `materials`                           | set of material names in use                                      |
+| `gdml`                                | the GDML text, until initialization (then cleared to save memory) |
+| `check_overlaps()`                    | run Geant4's overlap check; `True` means an overlap was found     |
+| `material_from_volume(name)`          | material of a volume                                              |
+| `logical_volume_from_physical(name)`  | logical volume of a physical volume                               |
+| `physical_volumes_from_logical(name)` | physical volumes placed from a logical volume                     |
+| `sensitive_volumes` (property)        | set of **logical** volume names to make sensitive                 |
+| `magnetic_field` (property)           | uniform field `(Bx, By, Bz)` in tesla                             |
+| `electric_field` (property)           | uniform field `(Ex, Ey, Ez)` in kV/cm                             |
 
 ## 76. Scoring
 
-| Member                                                    | Description                                                            |
-| --------------------------------------------------------- | ---------------------------------------------------------------------- |
-| `Scoring.energy_deposit(events, volume=None)`             | deposited energy per event in keV, optionally in one physical volume   |
-| `Scoring.hits(events, volume=None)`                       | steps with energy > 0: `position`, `time`, `energy`                    |
+| Member                                                               | Description                                                             |
+| -------------------------------------------------------------------- | ----------------------------------------------------------------------- |
+| `Scoring.energy_deposit(events, volume=None)`                        | deposited energy per event in keV, optionally in one physical volume    |
+| `Scoring.hits(events, volume=None)`                                  | steps with energy > 0: `position`, `time`, `energy`                     |
 | `Scoring.energy_mesh(events, bins=10, mesh_range=None, volume=None)` | 3D histogram of deposited energy; returns `(mesh, edges)` in keV and mm |
-| `NativeScoringMesh(app, name="mesh", quantity="eDep")`    | a Geant4 command-based scoring mesh                                    |
-| `.box(half_size, bins, unit="mm", center=(0, 0, 0))`      | create and close a box mesh (half-lengths, Geant4 convention)          |
-| `.dump(path, option="")`                                  | write the scored quantity to a file after a run                        |
+| `NativeScoringMesh(app, name="mesh", quantity="eDep")`               | a Geant4 command-based scoring mesh                                     |
+| `.box(half_size, bins, unit="mm", center=(0, 0, 0))`                 | create and close a box mesh (half-lengths, Geant4 convention)           |
+| `.dump(path, option="")`                                             | write the scored quantity to a file after a run                         |
 
 The returned events also carry methods from awkward behaviours:
 `events.hits(volume=None)` (as above) and `events.energy_in_volume(volume)`
@@ -3158,32 +3159,32 @@ The returned events also carry methods from awkward behaviours:
 
 ## 77. Input, output and geometry helpers
 
-| Function                                                     | Description                                                  |
-| ------------------------------------------------------------ | ------------------------------------------------------------ |
-| `g4.basic_gdml`                                              | 1 m air world with a 50 cm water box (`box` / `boxVolume`)   |
-| `io.events_to_parquet(events, path)`, `io.events_from_parquet(path)` | full nested events in Parquet                        |
-| `io.events_to_root(events, path, treename="events")`         | per-event id and deposited energy, via uproot                |
-| `io.events_from_root(path, treename="events")`               | read that tree back as NumPy arrays                          |
-| `io.mesh_to_vtk(mesh, edges, path)`                          | write an energy mesh as legacy VTK for ParaView              |
-| `io.hepmc_to_primaries(text)`                                | HepMC2 ASCII particles to a primary array                    |
-| `optical.optical_water_gdml`, `lxe_scintillator_gdml`, `wls_fiber_gdml` | ready-made optical geometries                     |
-| `optical.scintillation_commands(stack_photons=True, max_cerenkov=100)` | commands that tune scintillation and Cherenkov     |
-| `geometry.linear_array_gdml(count, spacing_mm=20, box_size_mm=10, material="G4_Si")` | a row of identical cells as GDML   |
-| `cad.cube_mesh(size_mm)`, `cad.mesh_to_gdml(vertices, faces, ...)` | tessellated solids from a triangle mesh               |
-| `cad.stl_ascii_to_gdml(text, ...)`                           | an ASCII STL file as GDML                                    |
-| `distributed.get_rank_size()`                                | MPI rank and size (from mpi4py or launcher variables)        |
-| `distributed.split_count(n, rank, size)`                     | this rank's `(start, count)` of `n` events                   |
+| Function                                                                             | Description                                                |
+| ------------------------------------------------------------------------------------ | ---------------------------------------------------------- |
+| `g4.basic_gdml`                                                                      | 1 m air world with a 50 cm water box (`box` / `boxVolume`) |
+| `io.events_to_parquet(events, path)`, `io.events_from_parquet(path)`                 | full nested events in Parquet                              |
+| `io.events_to_root(events, path, treename="events")`                                 | per-event id and deposited energy, via uproot              |
+| `io.events_from_root(path, treename="events")`                                       | read that tree back as NumPy arrays                        |
+| `io.mesh_to_vtk(mesh, edges, path)`                                                  | write an energy mesh as legacy VTK for ParaView            |
+| `io.hepmc_to_primaries(text)`                                                        | HepMC2 ASCII particles to a primary array                  |
+| `optical.optical_water_gdml`, `lxe_scintillator_gdml`, `wls_fiber_gdml`              | ready-made optical geometries                              |
+| `optical.scintillation_commands(stack_photons=True, max_cerenkov=100)`               | commands that tune scintillation and Cherenkov             |
+| `geometry.linear_array_gdml(count, spacing_mm=20, box_size_mm=10, material="G4_Si")` | a row of identical cells as GDML                           |
+| `cad.cube_mesh(size_mm)`, `cad.mesh_to_gdml(vertices, faces, ...)`                   | tessellated solids from a triangle mesh                    |
+| `cad.stl_ascii_to_gdml(text, ...)`                                                   | an ASCII STL file as GDML                                  |
+| `distributed.get_rank_size()`                                                        | MPI rank and size (from mpi4py or launcher variables)      |
+| `distributed.split_count(n, rank, size)`                                             | this rank's `(start, count)` of `n` events                 |
 
 ## 78. Package-level functions and attributes
 
-| Name                                        | Description                                                        |
-| ------------------------------------------- | ------------------------------------------------------------------ |
-| `g4.__version__`, `g4.version`              | package version                                                    |
-| `g4.geant4_version`                         | Geant4 version the package was built against                       |
-| `g4.data_directory()`                       | where the datasets are                                             |
-| `g4.application_directory(path=None, *, temp=False)` | read or change the package's data directory              |
-| `g4.install_datasets(show_progress=True)`   | download missing datasets now                                      |
-| `GEANT4_PYTHON_APPLICATION_DIR`             | environment variable for the data directory                        |
+| Name                                                 | Description                                  |
+| ---------------------------------------------------- | -------------------------------------------- |
+| `g4.__version__`, `g4.version`                       | package version                              |
+| `g4.geant4_version`                                  | Geant4 version the package was built against |
+| `g4.data_directory()`                                | where the datasets are                       |
+| `g4.application_directory(path=None, *, temp=False)` | read or change the package's data directory  |
+| `g4.install_datasets(show_progress=True)`            | download missing datasets now                |
+| `GEANT4_PYTHON_APPLICATION_DIR`                      | environment variable for the data directory  |
 
 # Part X - Working on the package itself
 

From 7a6ac297468f4c24364fb5c343f139ddab985a93 Mon Sep 17 00:00:00 2001
From: KAVYA WADHWA <kavyawadhwa@KAVYAs-MacBook-Air.local>
Date: Sat, 17 Oct 2026 17:57:03 +0530
Subject: [PATCH 7/9] Developer guide: give sections 1-15 a Part I heading

---
 PYTHON_DEVELOPER_GUIDE.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/PYTHON_DEVELOPER_GUIDE.md b/PYTHON_DEVELOPER_GUIDE.md
index 45d4213..95f587e 100644
--- a/PYTHON_DEVELOPER_GUIDE.md
+++ b/PYTHON_DEVELOPER_GUIDE.md
@@ -23,6 +23,8 @@ How the guide is organised:
 - **Part X** is for contributors to the package itself: building, testing, CI,
   Geant4 upgrades, the conda recipe, and releases.
 
+# Part I - Getting started
+
 ## 1. The simulation idea
 
 A Geant4 simulation normally has these pieces:

From cdddd3858c4f5a8c4c7e2d03d927f26fc20fcb48 Mon Sep 17 00:00:00 2001
From: KAVYA WADHWA <kavyawadhwa@KAVYAs-MacBook-Air.local>
Date: Sat, 17 Oct 2026 18:00:33 +0530
Subject: [PATCH 8/9] Publish the developer guide as a PDF

docs/geant4-python-developer-guide.pdf is the guide typeset with LaTeX,
built from PYTHON_DEVELOPER_GUIDE.md by tools/build_guide_pdf.py (Markdown
to LaTeX, compiled with tectonic). The README links it, and section 86
explains how to rebuild it. check-added-large-files now allows up to 1 MB
for the PDF.
---
 .pre-commit-config.yaml                |   1 +
 PYTHON_DEVELOPER_GUIDE.md              |  22 ++
 README.md                              |   8 +-
 docs/geant4-python-developer-guide.pdf | Bin 0 -> 595694 bytes
 tools/build_guide_pdf.py               | 324 +++++++++++++++++++++++++
 5 files changed, 353 insertions(+), 2 deletions(-)
 create mode 100644 docs/geant4-python-developer-guide.pdf
 create mode 100644 tools/build_guide_pdf.py

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index f367715..d6ce564 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -7,6 +7,7 @@ repos:
     rev: v6.0.0
     hooks:
       - id: check-added-large-files
+        args: [--maxkb=1024] # docs/geant4-python-developer-guide.pdf
       - id: check-case-conflict
       - id: check-merge-conflict
       - id: check-symlinks
diff --git a/PYTHON_DEVELOPER_GUIDE.md b/PYTHON_DEVELOPER_GUIDE.md
index 95f587e..d864504 100644
--- a/PYTHON_DEVELOPER_GUIDE.md
+++ b/PYTHON_DEVELOPER_GUIDE.md
@@ -23,6 +23,9 @@ How the guide is organised:
 - **Part X** is for contributors to the package itself: building, testing, CI,
   Geant4 upgrades, the conda recipe, and releases.
 
+A typeset PDF of this guide is in
+[`docs/geant4-python-developer-guide.pdf`](docs/geant4-python-developer-guide.pdf).
+
 # Part I - Getting started
 
 ## 1. The simulation idea
@@ -3209,6 +3212,7 @@ Geant4 upgrades, wheels, the conda recipe, and releases are produced.
 | `.github/workflows/`                   | `build-test.yaml`, `wheels.yaml`, `conda-recipe.yaml`         |
 | `INSTALLATION.md`                      | The full installation reference for users                     |
 | `docs/FEATURE_SUPPORT.md`              | Which Geant4 features are native, partial, or Python adapters |
+| `docs/geant4-python-developer-guide.pdf` | This guide as a PDF, built by `tools/build_guide_pdf.py`    |
 
 `examples/geant4-examples/Geant4-11.4.2-examples-python/` holds Python ports of
 the official Geant4 examples (B1 to B5, GoldFoilExperiment, exgps, particleGun,
@@ -3417,3 +3421,21 @@ shows just the first person when authors carry email addresses, and its
 Changelog links. Installation instructions in the README, `INSTALLATION.md`,
 release notes and this guide always start by creating a fresh virtual
 environment.
+
+## 86. Updating the PDF of this guide
+
+`PYTHON_DEVELOPER_GUIDE.md` is the source; `docs/geant4-python-developer-guide.pdf`
+is generated from it and committed so that readers can download it from GitHub.
+After changing the guide, rebuild the PDF and commit both files together:
+
+```bash
+python tools/build_guide_pdf.py
+```
+
+The script converts the Markdown to LaTeX (headings, lists, tables, code,
+figures and `$...$` math) and typesets it with
+[tectonic](https://tectonic-typesetting.github.io), a self-contained XeLaTeX
+engine that downloads the packages it needs on first use (`brew install
+tectonic` on macOS, or `conda install -c conda-forge tectonic`). The figures of
+Part VII are in `docs/images/`; regenerate them by running the tutorial scripts
+if their results change.
diff --git a/README.md b/README.md
index e5742c2..8208faa 100644
--- a/README.md
+++ b/README.md
@@ -28,8 +28,12 @@ looking at [geant4_pybind](https://github.com/HaarigerHarald/geant4_pybind).
 - The complete event data is available as an
   [awkward array](https://github.com/scikit-hep/awkward)
 
-New to Geant4 or this package? See the
-[Python developer guide](https://github.com/lobis/geant4-python-application/blob/main/PYTHON_DEVELOPER_GUIDE.md).
+New to Geant4 or this package? Read the
+[Python developer guide](https://github.com/lobis/geant4-python-application/blob/main/PYTHON_DEVELOPER_GUIDE.md),
+also available as a typeset
+[PDF](https://github.com/lobis/geant4-python-application/blob/main/docs/geant4-python-developer-guide.pdf).
+It covers installation, writing simulations, how the package works, five worked
+detector simulations, and the API reference.
 
 ## Platform support
 
diff --git a/docs/geant4-python-developer-guide.pdf b/docs/geant4-python-developer-guide.pdf
new file mode 100644
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HcmV?d00001

diff --git a/tools/build_guide_pdf.py b/tools/build_guide_pdf.py
new file mode 100644
index 0000000..8c1635c
--- /dev/null
+++ b/tools/build_guide_pdf.py
@@ -0,0 +1,324 @@
+"""Typeset PYTHON_DEVELOPER_GUIDE.md as a LaTeX book and compile it with tectonic.
+
+Usage, from the repository root (needs tectonic: https://tectonic-typesetting.github.io):
+
+    python tools/build_guide_pdf.py
+
+writes docs/geant4-python-developer-guide.pdf. The intermediate LaTeX goes to
+build/guide-latex/.
+"""
+
+import re
+import shutil
+import subprocess
+import sys
+from pathlib import Path
+
+ROOT = Path(__file__).resolve().parent.parent
+SOURCE = Path(sys.argv[1]).resolve() if len(sys.argv) > 1 else ROOT / "PYTHON_DEVELOPER_GUIDE.md"
+OUTPUT = Path(sys.argv[2]).resolve() if len(sys.argv) > 2 else ROOT / "docs" / "geant4-python-developer-guide.pdf"
+WORK = ROOT / "build" / "guide-latex"
+
+PREAMBLE = r"""
+\documentclass[11pt,a4paper,openany]{book}
+\usepackage[a4paper,top=25mm,bottom=25mm,left=25mm,right=22mm,headheight=14pt]{geometry}
+\usepackage{fontspec}
+\setmainfont{texgyrepagella}[Extension=.otf,UprightFont=*-regular,BoldFont=*-bold,
+  ItalicFont=*-italic,BoldItalicFont=*-bolditalic]
+\setsansfont{texgyreheros}[Extension=.otf,UprightFont=*-regular,BoldFont=*-bold,
+  ItalicFont=*-italic,BoldItalicFont=*-bolditalic]
+\setmonofont{DejaVuSansMono}[Extension=.ttf,BoldFont=*-Bold,Scale=0.82]
+\usepackage{amsmath,amssymb}
+\usepackage{newunicodechar}
+\newunicodechar{√}{\ensuremath{\surd}}
+\usepackage{microtype}
+\usepackage[dvipsnames,table]{xcolor}
+\definecolor{navy}{HTML}{123B5D}
+\definecolor{accent}{HTML}{1D5B83}
+\definecolor{codebg}{HTML}{F5F7FA}
+\definecolor{rule}{HTML}{D0D5DD}
+\usepackage{graphicx}
+\usepackage{float}
+\usepackage{caption}
+\captionsetup{font=small,labelfont={bf,color=navy},labelsep=period}
+\usepackage{booktabs,xltabular,array}
+\renewcommand{\arraystretch}{1.25}
+\usepackage{enumitem}
+\setlist{itemsep=2pt,topsep=4pt,parsep=0pt}
+\usepackage{listings}
+\lstdefinestyle{guide}{
+  basicstyle=\ttfamily\small,
+  backgroundcolor=\color{codebg},
+  frame=single, rulecolor=\color{rule}, framesep=4pt, xleftmargin=6pt, xrightmargin=6pt,
+  breaklines=true, breakatwhitespace=false, columns=fullflexible, keepspaces=true,
+  showstringspaces=false, upquote=true, tabsize=4,
+  postbreak=\mbox{\textcolor{gray}{$\hookrightarrow$}\space},
+  aboveskip=6pt, belowskip=8pt,
+}
+\lstdefinestyle{python}{style=guide, language=Python,
+  keywordstyle=\color{accent}\bfseries, commentstyle=\color{gray}\itshape,
+  stringstyle=\color{BrickRed}, morekeywords={with,as,None,True,False,assert,yield,lambda}}
+\lstdefinestyle{plain}{style=guide}
+\lstset{style=plain}
+\usepackage{titlesec}
+\titleformat{\part}[display]{\sffamily\bfseries\color{navy}\centering}{\LARGE\partname~\thepart}{14pt}{\Huge}
+\titleformat{\chapter}[display]{\sffamily\bfseries\huge\color{navy}}{}{0pt}{}
+\titleformat{\section}{\sffamily\bfseries\Large\color{navy}}{}{0pt}{}
+\titleformat{\subsection}{\sffamily\bfseries\large\color{accent}}{}{0pt}{}
+\titlespacing*{\section}{0pt}{16pt}{6pt}
+\titlespacing*{\subsection}{0pt}{12pt}{4pt}
+\usepackage{fancyhdr}
+\pagestyle{fancy}
+\fancyhf{}
+\fancyhead[L]{\small\sffamily\color{gray}\nouppercase{\rightmark}}
+\fancyhead[R]{\small\sffamily\color{gray}Geant4 with Python}
+\fancyfoot[C]{\small\sffamily\thepage}
+\renewcommand{\headrulewidth}{0.4pt}
+\fancypagestyle{plain}{\fancyhf{}\fancyfoot[C]{\small\sffamily\thepage}\renewcommand{\headrulewidth}{0pt}}
+\usepackage{tocloft}
+\setlength{\cftsecnumwidth}{2.4em}
+\setlength{\cftsubsecnumwidth}{3em}
+\renewcommand{\cftpartfont}{\sffamily\bfseries\color{navy}}
+\renewcommand{\cftsecfont}{\normalfont}
+\setcounter{tocdepth}{2}
+\usepackage[hidelinks,bookmarksnumbered,pdfusetitle]{hyperref}
+\hypersetup{pdftitle={Geant4 with Python: a developer guide},
+  pdfauthor={Luis Antonio Obis Aparicio and Kavya Wadhwa}}
+\usepackage{bookmark}
+\newcommand{\code}[1]{\texttt{\textcolor{accent}{#1}}}
+\setlength{\parskip}{4pt}
+\setlength{\parindent}{0pt}
+\emergencystretch=4em
+\begin{document}
+\frontmatter
+\begin{titlepage}
+\centering
+\vspace*{45mm}
+{\sffamily\bfseries\fontsize{34}{40}\selectfont\color{navy} Geant4 with Python\par}
+\vspace{6mm}
+{\sffamily\Large\color{accent} A developer guide to geant4-python-application\par}
+\vspace{14mm}
+\begin{minipage}{0.75\linewidth}\centering\large
+Install the package, build detectors with GDML, run and analyse simulations,
+understand how the package works, and contribute to it.
+\end{minipage}
+\vfill
+{\large Luis Antonio Obis Aparicio \quad\textperiodcentered\quad Kavya Wadhwa\par}
+\vspace{4mm}
+{\small Package 0.2.0 \quad\textperiodcentered\quad Geant4 11.4.3 \quad\textperiodcentered\quad \today\par}
+\vspace*{15mm}
+\end{titlepage}
+\tableofcontents
+\chapter*{About this guide}
+\markboth{About this guide}{About this guide}
+\addcontentsline{toc}{chapter}{About this guide}
+"""
+
+SPECIALS = {
+    "\\": r"\textbackslash{}", "&": r"\&", "%": r"\%", "$": r"\$", "#": r"\#",
+    "_": r"\_", "{": r"\{", "}": r"\}", "~": r"\textasciitilde{}", "^": r"\textasciicircum{}",
+    "<": r"\textless{}", ">": r"\textgreater{}", "|": r"\textbar{}",
+}
+
+
+def esc(text):
+    return "".join(SPECIALS.get(ch, ch) for ch in text)
+
+
+def esc_code(text):
+    """Escape inline code and allow line breaks after separators."""
+    out = esc(text)
+    for sep in (r"\_", ".", "/", ",", "(", "="):
+        out = out.replace(sep, sep + r"\allowbreak{}")
+    if len(text) > 14:  # long CamelCase identifiers may break between words
+        out = re.sub(r"(?<=[a-z])(?=[A-Z])", r"\\allowbreak{}", out)
+    return out
+
+
+def inline(text):
+    """Markdown inline markup to LaTeX. Math ($...$) passes through unchanged."""
+    stash = []
+
+    def keep(s):
+        stash.append(s)
+        return f"\x00{len(stash) - 1}\x01"
+
+    text = re.sub(r"`([^`]+)`", lambda m: keep(r"\code{" + esc_code(m.group(1)) + "}"), text)
+    text = re.sub(r"\$([^$]+)\$", lambda m: keep("$" + m.group(1) + "$"), text)
+    text = re.sub(r"\[([^\]]+)\]\(([^)]+)\)",
+                  lambda m: keep(r"\href{" + m.group(2).replace("%", r"\%").replace("#", r"\#") + "}{" + esc(m.group(1)) + "}"),
+                  text)
+    text = re.sub(r"https?://[^\s)]+", lambda m: keep(r"\url{" + m.group(0) + "}"), text)
+    text = esc(text)
+    text = re.sub(r"\*\*(.+?)\*\*", r"\\textbf{\1}", text)
+    text = re.sub(r"(?<![\w*])\*([^*\n]+)\*(?![\w*])", r"\\emph{\1}", text)
+    text = text.replace("“", "``").replace("”", "''").replace(' "', " ``").replace('" ', "'' ")
+    text = re.sub(r"^\"", "``", text)
+    text = re.sub(r"\"([.,;:)])", r"''\1", text)
+    while "\x00" in text:  # stashed pieces can contain other stashed pieces
+        text = re.sub("\x00(\\d+)\x01", lambda m: stash[int(m.group(1))], text)
+    return text
+
+
+def table(rows):
+    rows = [[c.strip() for c in re.split(r"(?<!\\)\|", r.strip().strip("|"))] for r in rows]
+    rows = [r for r in rows if not all(re.fullmatch(r":?-+:?", c) for c in r)]
+    ncol = max(len(r) for r in rows)
+    rows = [r + [""] * (ncol - len(r)) for r in rows]
+    lengths = [max(len(r[i]) for r in rows) for i in range(ncol)]
+    spec = []
+    for i, length in enumerate(lengths):
+        cells = [r[i] for r in rows[1:] if r[i]]
+        if cells and all(c.startswith("`") and c.endswith("`") for c in cells):
+            # monospace column: as wide as its longest entry, up to 45% of the line
+            spec.append(r">{\raggedright\arraybackslash}p{%.3f\linewidth}" % min(0.45, 0.0118 * (length - 2) + 0.02))
+        elif length <= 12:
+            spec.append(r">{\raggedright\arraybackslash}p{%.3f\linewidth}" % max(0.07, 0.012 * length))
+        else:
+            spec.append(r">{\raggedright\arraybackslash}X")
+    out = [r"{\small", r"\begin{xltabular}{\linewidth}{" + "".join(spec) + "}", r"\toprule"]
+    out.append(" & ".join(r"\textbf{" + inline(c) + "}" for c in rows[0]) + r" \\")
+    out += [r"\midrule", r"\endhead"]
+    for r in rows[1:]:
+        out.append(" & ".join(inline(c) for c in r) + r" \\")
+    out += [r"\bottomrule", r"\end{xltabular}}", ""]
+    return out
+
+
+def heading(level, text):
+    m = re.match(r"^(\d+(?:\.\d+)?)\.?\s+(.*)$", text)
+    number, title = (m.group(1), m.group(2)) if m else (None, text)
+    title_tex = inline(title)
+    if level == 1:
+        m = re.match(r"^Part ([IVX]+) - (.*)$", text)
+        roman, name = m.groups()
+        value = sum({"I": 1, "V": 5, "X": 10}[c] for c in roman)
+        value -= 2 * sum(1 for a, b in zip(roman, roman[1:]) if a == "I" and b in "VX")
+        front = [r"\mainmatter"] if value == 1 else []
+        return front + [r"\setcounter{part}{%d}" % (value - 1), r"\part{%s}" % inline(name), r"\markright{%s}" % inline(name)]
+    cmd = "section" if level == 2 else "subsection"
+    if number:
+        return [r"\%s*{\texorpdfstring{%s\quad %s}{%s %s}}" % (cmd, number, title_tex, number, esc(title)),
+                r"\addcontentsline{toc}{%s}{\protect\numberline{%s}%s}" % (cmd, number, title_tex)]
+    return [r"\%s*{%s}" % (cmd, title_tex)]
+
+
+def code_block(lang, lines):
+    style = "python" if lang == "python" else "plain"
+    body = "\n".join(lines)
+    return [r"\begin{lstlisting}[style=%s]" % style, body, r"\end{lstlisting}"]
+
+
+def convert(md):
+    lines = md.splitlines()
+    out, para, i = [], [], 0
+    list_env = None
+    first_h1 = True
+
+    def flush():
+        if para:
+            out.append(inline(" ".join(para)))
+            out.append("")
+            para.clear()
+
+    def close_list():
+        nonlocal list_env
+        if list_env:
+            out.append(r"\end{%s}" % list_env)
+            out.append("")
+            list_env = None
+
+    while i < len(lines):
+        line = lines[i]
+        stripped = line.lstrip()
+        if stripped.startswith("```"):
+            flush()
+            indent = len(line) - len(stripped)
+            lang = stripped[3:].strip()
+            j = i + 1
+            while not lines[j].lstrip().startswith("```"):
+                j += 1
+            block = [l[indent:] for l in lines[i + 1:j]]
+            if indent == 0:
+                close_list()
+            out += code_block(lang, block)
+            i = j + 1
+            continue
+        if line.startswith("|"):
+            flush(); close_list()
+            j = i
+            while j < len(lines) and lines[j].startswith("|"):
+                j += 1
+            out += table(lines[i:j])
+            i = j
+            continue
+        m = re.match(r"^!\[([^\]]*)\]\(([^)]+)\)\s*$", line)
+        if m:
+            flush(); close_list()
+            path = (SOURCE.parent / m.group(2)).resolve()
+            out += [r"\begin{figure}[H]\centering",
+                    r"\includegraphics[width=0.86\linewidth]{%s}" % path.as_posix(),
+                    r"\caption{%s}" % inline(m.group(1)), r"\end{figure}", ""]
+            i += 1
+            continue
+        m = re.match(r"^(#{1,3}) (.*)", line)
+        if m:
+            flush(); close_list()
+            level = len(m.group(1))
+            if level == 1 and first_h1:  # the document title is on the title page
+                first_h1 = False
+            else:
+                out += heading(level, m.group(2))
+            i += 1
+            continue
+        m = re.match(r"^(- |\d+\. )(.*)", line)
+        if m:
+            flush()
+            env = "itemize" if m.group(1) == "- " else "enumerate"
+            if list_env != env:
+                close_list()
+                out.append(r"\begin{%s}" % env)
+                list_env = env
+            item = [m.group(2)]
+            i += 1
+            while i < len(lines) and lines[i].startswith("  ") and lines[i].strip() \
+                    and not lines[i].lstrip().startswith("```"):
+                item.append(lines[i].strip())
+                i += 1
+            out.append(r"\item " + inline(" ".join(item)))
+            continue
+        if not line.strip():
+            flush()
+            # a list continues across blank lines only if the next line is an item or indented code
+            k = i + 1
+            while k < len(lines) and not lines[k].strip():
+                k += 1
+            if list_env and k < len(lines) and not (
+                re.match(r"^(- |\d+\. )", lines[k]) or lines[k].startswith("   ")
+            ):
+                close_list()
+            i += 1
+            continue
+        if list_env and line.startswith("  "):
+            out[-1] += " " + inline(line.strip())
+            i += 1
+            continue
+        close_list()
+        para.append(line.strip())
+        i += 1
+    flush(); close_list()
+    return "\n".join(out)
+
+
+def main():
+    WORK.mkdir(parents=True, exist_ok=True)
+    tex = PREAMBLE + convert(SOURCE.read_text()) + "\n\\end{document}\n"
+    (WORK / "guide.tex").write_text(tex)
+    subprocess.run(["tectonic", "--keep-logs", "guide.tex"], cwd=WORK, check=True)
+    OUTPUT.parent.mkdir(parents=True, exist_ok=True)
+    shutil.copy(WORK / "guide.pdf", OUTPUT)
+    print("wrote", OUTPUT)
+
+
+if __name__ == "__main__":
+    main()

From 654e6ca27b9ed79736317acdcef40b1272a6f0d4 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Sat, 17 Oct 2026 12:31:45 +0000
Subject: [PATCH 9/9] style: pre-commit fixes

---
 PYTHON_DEVELOPER_GUIDE.md |  43 ++++++------
 tools/build_guide_pdf.py  | 133 +++++++++++++++++++++++++++++---------
 2 files changed, 125 insertions(+), 51 deletions(-)

diff --git a/PYTHON_DEVELOPER_GUIDE.md b/PYTHON_DEVELOPER_GUIDE.md
index d864504..16052c4 100644
--- a/PYTHON_DEVELOPER_GUIDE.md
+++ b/PYTHON_DEVELOPER_GUIDE.md
@@ -3199,20 +3199,20 @@ Geant4 upgrades, wheels, the conda recipe, and releases are produced.
 
 ## 79. Repository layout and the example ports
 
-| Path                                   | Contents                                                      |
-| -------------------------------------- | ------------------------------------------------------------- |
-| `src/geant4_application/`              | The C++ Geant4 application and its pybind11 module            |
-| `src/geant4_python_application/`       | The Python package: `Application`, generator, scoring, I/O    |
-| `src/geant4_python_application/files/` | Data directories and the Geant4 dataset list and downloader   |
-| `tests/`                               | The pytest suite                                              |
-| `examples/geant4-examples/`            | Numbered topic examples and the ports of the Geant4 examples  |
-| `examples/attenuation.ipynb`           | The notebook that the Binder badges open                      |
-| `tools/`                               | Example runner, macOS wheel builder, CI helper scripts        |
-| `conda-recipe/`                        | The conda-forge recipe                                        |
-| `.github/workflows/`                   | `build-test.yaml`, `wheels.yaml`, `conda-recipe.yaml`         |
-| `INSTALLATION.md`                      | The full installation reference for users                     |
-| `docs/FEATURE_SUPPORT.md`              | Which Geant4 features are native, partial, or Python adapters |
-| `docs/geant4-python-developer-guide.pdf` | This guide as a PDF, built by `tools/build_guide_pdf.py`    |
+| Path                                     | Contents                                                      |
+| ---------------------------------------- | ------------------------------------------------------------- |
+| `src/geant4_application/`                | The C++ Geant4 application and its pybind11 module            |
+| `src/geant4_python_application/`         | The Python package: `Application`, generator, scoring, I/O    |
+| `src/geant4_python_application/files/`   | Data directories and the Geant4 dataset list and downloader   |
+| `tests/`                                 | The pytest suite                                              |
+| `examples/geant4-examples/`              | Numbered topic examples and the ports of the Geant4 examples  |
+| `examples/attenuation.ipynb`             | The notebook that the Binder badges open                      |
+| `tools/`                                 | Example runner, macOS wheel builder, CI helper scripts        |
+| `conda-recipe/`                          | The conda-forge recipe                                        |
+| `.github/workflows/`                     | `build-test.yaml`, `wheels.yaml`, `conda-recipe.yaml`         |
+| `INSTALLATION.md`                        | The full installation reference for users                     |
+| `docs/FEATURE_SUPPORT.md`                | Which Geant4 features are native, partial, or Python adapters |
+| `docs/geant4-python-developer-guide.pdf` | This guide as a PDF, built by `tools/build_guide_pdf.py`      |
 
 `examples/geant4-examples/Geant4-11.4.2-examples-python/` holds Python ports of
 the official Geant4 examples (B1 to B5, GoldFoilExperiment, exgps, particleGun,
@@ -3424,9 +3424,10 @@ environment.
 
 ## 86. Updating the PDF of this guide
 
-`PYTHON_DEVELOPER_GUIDE.md` is the source; `docs/geant4-python-developer-guide.pdf`
-is generated from it and committed so that readers can download it from GitHub.
-After changing the guide, rebuild the PDF and commit both files together:
+`PYTHON_DEVELOPER_GUIDE.md` is the source;
+`docs/geant4-python-developer-guide.pdf` is generated from it and committed so
+that readers can download it from GitHub. After changing the guide, rebuild the
+PDF and commit both files together:
 
 ```bash
 python tools/build_guide_pdf.py
@@ -3435,7 +3436,7 @@ python tools/build_guide_pdf.py
 The script converts the Markdown to LaTeX (headings, lists, tables, code,
 figures and `$...$` math) and typesets it with
 [tectonic](https://tectonic-typesetting.github.io), a self-contained XeLaTeX
-engine that downloads the packages it needs on first use (`brew install
-tectonic` on macOS, or `conda install -c conda-forge tectonic`). The figures of
-Part VII are in `docs/images/`; regenerate them by running the tutorial scripts
-if their results change.
+engine that downloads the packages it needs on first use
+(`brew install tectonic` on macOS, or `conda install -c conda-forge tectonic`).
+The figures of Part VII are in `docs/images/`; regenerate them by running the
+tutorial scripts if their results change.
diff --git a/tools/build_guide_pdf.py b/tools/build_guide_pdf.py
index 8c1635c..45e7145 100644
--- a/tools/build_guide_pdf.py
+++ b/tools/build_guide_pdf.py
@@ -8,6 +8,8 @@
 build/guide-latex/.
 """
 
+from __future__ import annotations
+
 import re
 import shutil
 import subprocess
@@ -15,8 +17,16 @@
 from pathlib import Path
 
 ROOT = Path(__file__).resolve().parent.parent
-SOURCE = Path(sys.argv[1]).resolve() if len(sys.argv) > 1 else ROOT / "PYTHON_DEVELOPER_GUIDE.md"
-OUTPUT = Path(sys.argv[2]).resolve() if len(sys.argv) > 2 else ROOT / "docs" / "geant4-python-developer-guide.pdf"
+SOURCE = (
+    Path(sys.argv[1]).resolve()
+    if len(sys.argv) > 1
+    else ROOT / "PYTHON_DEVELOPER_GUIDE.md"
+)
+OUTPUT = (
+    Path(sys.argv[2]).resolve()
+    if len(sys.argv) > 2
+    else ROOT / "docs" / "geant4-python-developer-guide.pdf"
+)
 WORK = ROOT / "build" / "guide-latex"
 
 PREAMBLE = r"""
@@ -115,9 +125,19 @@
 """
 
 SPECIALS = {
-    "\\": r"\textbackslash{}", "&": r"\&", "%": r"\%", "$": r"\$", "#": r"\#",
-    "_": r"\_", "{": r"\{", "}": r"\}", "~": r"\textasciitilde{}", "^": r"\textasciicircum{}",
-    "<": r"\textless{}", ">": r"\textgreater{}", "|": r"\textbar{}",
+    "\\": r"\textbackslash{}",
+    "&": r"\&",
+    "%": r"\%",
+    "$": r"\$",
+    "#": r"\#",
+    "_": r"\_",
+    "{": r"\{",
+    "}": r"\}",
+    "~": r"\textasciitilde{}",
+    "^": r"\textasciicircum{}",
+    "<": r"\textless{}",
+    ">": r"\textgreater{}",
+    "|": r"\textbar{}",
 }
 
 
@@ -143,16 +163,33 @@ def keep(s):
         stash.append(s)
         return f"\x00{len(stash) - 1}\x01"
 
-    text = re.sub(r"`([^`]+)`", lambda m: keep(r"\code{" + esc_code(m.group(1)) + "}"), text)
+    text = re.sub(
+        r"`([^`]+)`", lambda m: keep(r"\code{" + esc_code(m.group(1)) + "}"), text
+    )
     text = re.sub(r"\$([^$]+)\$", lambda m: keep("$" + m.group(1) + "$"), text)
-    text = re.sub(r"\[([^\]]+)\]\(([^)]+)\)",
-                  lambda m: keep(r"\href{" + m.group(2).replace("%", r"\%").replace("#", r"\#") + "}{" + esc(m.group(1)) + "}"),
-                  text)
-    text = re.sub(r"https?://[^\s)]+", lambda m: keep(r"\url{" + m.group(0) + "}"), text)
+    text = re.sub(
+        r"\[([^\]]+)\]\(([^)]+)\)",
+        lambda m: keep(
+            r"\href{"
+            + m.group(2).replace("%", r"\%").replace("#", r"\#")
+            + "}{"
+            + esc(m.group(1))
+            + "}"
+        ),
+        text,
+    )
+    text = re.sub(
+        r"https?://[^\s)]+", lambda m: keep(r"\url{" + m.group(0) + "}"), text
+    )
     text = esc(text)
     text = re.sub(r"\*\*(.+?)\*\*", r"\\textbf{\1}", text)
     text = re.sub(r"(?<![\w*])\*([^*\n]+)\*(?![\w*])", r"\\emph{\1}", text)
-    text = text.replace("“", "``").replace("”", "''").replace(' "', " ``").replace('" ', "'' ")
+    text = (
+        text.replace("“", "``")
+        .replace("”", "''")
+        .replace(' "', " ``")
+        .replace('" ', "'' ")
+    )
     text = re.sub(r"^\"", "``", text)
     text = re.sub(r"\"([.,;:)])", r"''\1", text)
     while "\x00" in text:  # stashed pieces can contain other stashed pieces
@@ -161,7 +198,9 @@ def keep(s):
 
 
 def table(rows):
-    rows = [[c.strip() for c in re.split(r"(?<!\\)\|", r.strip().strip("|"))] for r in rows]
+    rows = [
+        [c.strip() for c in re.split(r"(?<!\\)\|", r.strip().strip("|"))] for r in rows
+    ]
     rows = [r for r in rows if not all(re.fullmatch(r":?-+:?", c) for c in r)]
     ncol = max(len(r) for r in rows)
     rows = [r + [""] * (ncol - len(r)) for r in rows]
@@ -171,12 +210,22 @@ def table(rows):
         cells = [r[i] for r in rows[1:] if r[i]]
         if cells and all(c.startswith("`") and c.endswith("`") for c in cells):
             # monospace column: as wide as its longest entry, up to 45% of the line
-            spec.append(r">{\raggedright\arraybackslash}p{%.3f\linewidth}" % min(0.45, 0.0118 * (length - 2) + 0.02))
+            spec.append(
+                r">{\raggedright\arraybackslash}p{%.3f\linewidth}"
+                % min(0.45, 0.0118 * (length - 2) + 0.02)
+            )
         elif length <= 12:
-            spec.append(r">{\raggedright\arraybackslash}p{%.3f\linewidth}" % max(0.07, 0.012 * length))
+            spec.append(
+                r">{\raggedright\arraybackslash}p{%.3f\linewidth}"
+                % max(0.07, 0.012 * length)
+            )
         else:
             spec.append(r">{\raggedright\arraybackslash}X")
-    out = [r"{\small", r"\begin{xltabular}{\linewidth}{" + "".join(spec) + "}", r"\toprule"]
+    out = [
+        r"{\small",
+        r"\begin{xltabular}{\linewidth}{" + "".join(spec) + "}",
+        r"\toprule",
+    ]
     out.append(" & ".join(r"\textbf{" + inline(c) + "}" for c in rows[0]) + r" \\")
     out += [r"\midrule", r"\endhead"]
     for r in rows[1:]:
@@ -195,11 +244,19 @@ def heading(level, text):
         value = sum({"I": 1, "V": 5, "X": 10}[c] for c in roman)
         value -= 2 * sum(1 for a, b in zip(roman, roman[1:]) if a == "I" and b in "VX")
         front = [r"\mainmatter"] if value == 1 else []
-        return front + [r"\setcounter{part}{%d}" % (value - 1), r"\part{%s}" % inline(name), r"\markright{%s}" % inline(name)]
+        return front + [
+            r"\setcounter{part}{%d}" % (value - 1),
+            r"\part{%s}" % inline(name),
+            r"\markright{%s}" % inline(name),
+        ]
     cmd = "section" if level == 2 else "subsection"
     if number:
-        return [r"\%s*{\texorpdfstring{%s\quad %s}{%s %s}}" % (cmd, number, title_tex, number, esc(title)),
-                r"\addcontentsline{toc}{%s}{\protect\numberline{%s}%s}" % (cmd, number, title_tex)]
+        return [
+            r"\%s*{\texorpdfstring{%s\quad %s}{%s %s}}"
+            % (cmd, number, title_tex, number, esc(title)),
+            r"\addcontentsline{toc}{%s}{\protect\numberline{%s}%s}"
+            % (cmd, number, title_tex),
+        ]
     return [r"\%s*{%s}" % (cmd, title_tex)]
 
 
@@ -238,14 +295,15 @@ def close_list():
             j = i + 1
             while not lines[j].lstrip().startswith("```"):
                 j += 1
-            block = [l[indent:] for l in lines[i + 1:j]]
+            block = [l[indent:] for l in lines[i + 1 : j]]
             if indent == 0:
                 close_list()
             out += code_block(lang, block)
             i = j + 1
             continue
         if line.startswith("|"):
-            flush(); close_list()
+            flush()
+            close_list()
             j = i
             while j < len(lines) and lines[j].startswith("|"):
                 j += 1
@@ -254,16 +312,22 @@ def close_list():
             continue
         m = re.match(r"^!\[([^\]]*)\]\(([^)]+)\)\s*$", line)
         if m:
-            flush(); close_list()
+            flush()
+            close_list()
             path = (SOURCE.parent / m.group(2)).resolve()
-            out += [r"\begin{figure}[H]\centering",
-                    r"\includegraphics[width=0.86\linewidth]{%s}" % path.as_posix(),
-                    r"\caption{%s}" % inline(m.group(1)), r"\end{figure}", ""]
+            out += [
+                r"\begin{figure}[H]\centering",
+                r"\includegraphics[width=0.86\linewidth]{%s}" % path.as_posix(),
+                r"\caption{%s}" % inline(m.group(1)),
+                r"\end{figure}",
+                "",
+            ]
             i += 1
             continue
         m = re.match(r"^(#{1,3}) (.*)", line)
         if m:
-            flush(); close_list()
+            flush()
+            close_list()
             level = len(m.group(1))
             if level == 1 and first_h1:  # the document title is on the title page
                 first_h1 = False
@@ -281,8 +345,12 @@ def close_list():
                 list_env = env
             item = [m.group(2)]
             i += 1
-            while i < len(lines) and lines[i].startswith("  ") and lines[i].strip() \
-                    and not lines[i].lstrip().startswith("```"):
+            while (
+                i < len(lines)
+                and lines[i].startswith("  ")
+                and lines[i].strip()
+                and not lines[i].lstrip().startswith("```")
+            ):
                 item.append(lines[i].strip())
                 i += 1
             out.append(r"\item " + inline(" ".join(item)))
@@ -293,8 +361,12 @@ def close_list():
             k = i + 1
             while k < len(lines) and not lines[k].strip():
                 k += 1
-            if list_env and k < len(lines) and not (
-                re.match(r"^(- |\d+\. )", lines[k]) or lines[k].startswith("   ")
+            if (
+                list_env
+                and k < len(lines)
+                and not (
+                    re.match(r"^(- |\d+\. )", lines[k]) or lines[k].startswith("   ")
+                )
             ):
                 close_list()
             i += 1
@@ -306,7 +378,8 @@ def close_list():
         close_list()
         para.append(line.strip())
         i += 1
-    flush(); close_list()
+    flush()
+    close_list()
     return "\n".join(out)