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b38450d | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 | # Contributing
This repository is a reference implementation intended to remain small, deterministic, and auditable.
## Bug Reports
- Include the exact command you ran and the full stdout/stderr.
- Include your Python version (`python --version`) and OS.
- If determinism breaks, include the differing hashes and inputs.
## Development
Run checks:
```bash
python -m compileall -q .
python test_suite.py
```
Optional GUI:
```bash
python -m pip install -r requirements-gui.txt
streamlit run demo_gui_dev.py
```
## Pull Requests
- Keep changes minimal and focused.
- Avoid adding new dependencies unless necessary.
- Preserve deterministic behavior: no ambient randomness, no hidden state, no time-based logic.
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