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4719196 | 1 2 3 4 | # Contributing
Use a topic branch and describe scope, data format changes, and validation. Run `python -m compileall -q code ui scripts vendor` and `python -m unittest discover -s tests -v`. Do not commit credentials, raw captures, model files, private paths or evaluation-derived sample selection. Preserve source licenses and attribution. GPU changes require before/after output and numerical checks; CPU tests alone do not establish training or inference correctness.
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