This repository is a reference implementation intended to remain small, deterministic, and auditable.
- 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.
Run checks:
python -m compileall -q .
python test_suite.pyOptional GUI:
python -m pip install -r requirements-gui.txt
streamlit run demo_gui_dev.py- Keep changes minimal and focused.
- Avoid adding new dependencies unless necessary.
- Preserve deterministic behavior: no ambient randomness, no hidden state, no time-based logic.