Traditional oversight relies on brittle human intuition. Our framework replaces subjective verification with an active, NIST-aligned control plane designed for vascular reliability.
Mandate rigorous Data Provenance Checks to transition from heuristic-based theory to evidence-backed governance committed to WORM storage.
Treat Human-in-the-Loop verification as a testable calibration probe, establishing the 80% accuracy baseline required for decision stewards.
Deploy inference-time LM-Judge probes and Fact-Gate Integrity protocols to ensure strict alignment between intent and operational logic.
Operationalize Z3-Verified logic constraints and a deterministic kill-switch to revoke agentic autonomy upon explanation instability.
Our framework doesn't just record decisions—it encodes the Operational Decision Logic. Every state change is cryptographically signed and committed to a WORM audit trail, ensuring 100% audit-readiness and fail-closed resilience for regulators.