deterministic-verifier

Turn a frozen open-source model into a ~98%-verified, hands-free first-aid assistant — with inference-time compute and a deterministic verifier. Zero training.

Deterministic verifier for concise AI output. Pass, fail, rewrite, and emit receipts without model calls.

Reproducibility package for VR-FraudNet: verifier-grounded fraud detection with a fixed deterministic verifier, split-conformal calibration, and a full manuscript-to-code audit.

Reproducibility package for VR-FraudNet: verifier-grounded fraud detection with a fixed deterministic verifier, split-conformal calibration, and a full manuscript-to-code audit.