controls

Assigning roles to AI agents can look like governance. It only becomes useful when the role has a loss function, an evidence boundary, and an output contract.

Agent governance cannot stop at model behavior. Once AI systems use tools, the governed object is the whole workflow.

Most agentic AI governance frameworks treat logging and assurance as the same thing. They're not. One records what happened. The other judges whether it was correct.