AI & ML interests
AI Provenance • Cryptographic Verification • NIST AI RMF Alignment • Zero-Drift Anomaly Detection • Autonomous-System Assurance • Runtime AI Monitoring • Deterministic Verification • TEVV SignalLink Protocol LLC develops model-agnostic AI provenance and verification infrastructure centered on ADA-4WM (Four-Way Mirror), a 33-layer architecture for cryptographically capturing, timestamping, hashing, verifying, and reconstructing AI and autonomous-system state transitions. Core interests include SHA-256 provenance anchoring, canonical state hashing, anomaly and drift detection, autonomy-layer diagnostics, deterministic verification, runtime telemetry, cryptographic audit trails, state-coherence analysis, post-deployment monitoring, TEVV, and trustworthy AI infrastructure. Federal Standards Record: NIST AI Agent Standards Initiative • Docket NIST-2025-0035 • Public-record Tracking ID: MMI-JCPR-EJ5D Research: AI Provenance • NIST AI RMF • Cryptographic Verification • SHA-256 Anchoring • Runtime Assurance • Drift Detection • Autonomous Agents • State Verification • AI Auditability • Zero-Trust AI • TEVV • Post-Deployment Monitoring SignalLink Protocol LLC | CAGE 16WJ1 “Even your house was born on your foundation.”