Deterministic AI governance infrastructure for regulated enterprises that enforces policies at execution time with authority-bound execution, cryptographic audit receipts, and fail-closed operation. Offers runtime enforcement kernels and output-policy controls plus solutions for facility person‑persistence tracking, voice-powered parts identification, and automated healthcare prior‑authorization.