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c3r-evals

Evidence tooling for C3R: Robust Calibrated Compute Control. This repository turns governed traces into reproducible splits, calibration reports, and provider-qualification evidence without storing prompts, responses, or secrets.

Guarantees

  • every record carries source, license, consent, collection-time, and content hashes;
  • deterministic group-aware train/validation/calibration/test splits;
  • exact and normalized-content contamination checks fail closed;
  • Brier, NLL, ECE, MCE, accuracy, coverage, and selective-risk reports;
  • provider probes are bounded and emit redacted, hash-addressed evidence.

This is evaluation infrastructure, not a claim that C3R is empirically qualified. Published artifacts must include their manifest and pass python -m unittest.

Quick start

python -m unittest discover -s tests
python scripts/qualify_openrouter.py --model MODEL_ID --output evidence.json

The provider probe requires OPENROUTER_API_KEY. It sends one fixed, non-sensitive prompt with a hard cap of 256 generated tokens and never writes response content.

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Governed empirical evaluation, calibration, and provider qualification for C3R

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