DecGuard

Reliability testing for probabilistic AI decisions in system-one-models: you describe the decision once in a small Decision Contract, run a dataset through any backend, and get one reproducible reliability report with CI-friendly PASS / WARN / FAIL gates. DecGuard measures accuracy and calibration, fuzzes behavioral invariants, compares model versions, and checks production records offline.