Agentic AI Governance: Operationalizing MAS SAFR, Federated Gateways, and Human-in-the-Loop Flywheels

As enterprise AI evolves from passive chat interfaces to fully autonomous multi-agent networks, classical governance architectures fail. Pre-deployment model evaluations, benchmark scores, and static