Intelligence as Managed Autonomy: Failure, Escalation, and Governance for Agentic AI Systems

Srini Ramaswamy

As autonomous and agentic AI systems scale in robotic and human-machine environments, managing hallucination and persistent but unjustified action remains an open challenge. Rather…