| # Contributing |
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| Contributions are welcome for runtime portability, deterministic validation, documentation, |
| benchmark reproducibility, and the sandboxed demo. |
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| Before opening a pull request: |
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| 1. keep model proposals separate from external authorization and execution; |
| 2. add a focused regression test for behavior changes; |
| 3. run `pytest -q`, `ruff check .`, `ruff format --check .`, and |
| `python scripts/verify_public_release.py`; |
| 4. do not add raw datasets, official or private labels, model checkpoints, credentials, internal |
| infrastructure records, or unverified benchmark claims; and |
| 5. preserve all upstream licenses and attribution. |
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| Benchmark changes must identify the dataset revision, split construction, metric, evaluator, |
| decoding settings, model revision, and sample-level evidence needed to reproduce the claim. |
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