Daniel Martin is cofounder of AgentSEO and Joy Technologies, an Inc. 5000 honoree. He writes about practical AI-agent systems, search infrastructure, and the operational controls that keep automation useful.
AI agents that trigger real-world changes need more than confidence scores. A durable change-control gate should recheck policy, require approval for consequential actions, enforce idempotency and verify the result before retrying ...