AI agent governance, explained

AI agent governance is the discipline of controlling autonomous AI actions in production: discovery, policy, oversight, and immutable evidence.

• Discovery — inventory every agent, tool and identity in use.
• Policy — define what is allowed, denied or requires approval.
• Oversight — route high-risk actions to human approvers.
• Evidence — persist a complete, replayable audit trail.