Five Layers Between Your AI Agent and a Production Outage

Last year, I was working on deploying an agentic AI system to help manage cloud infrastructure at scale. The idea was straightforward: give the agent access to AWS APIs , let it observe infrastructure state, and allow it to take remediation actions autonomously. Scale a deployment here, restart a service there, update a configuration when metrics cross a threshold.