AI agents are moving fast.

They are no longer sitting politely inside chat windows. They are showing up in terminals, IDEs, CI/CD pipelines, cloud consoles, ticketing systems, and internal platform workflows.

That is useful.

It is also where the risk changes.

The moment an AI agent can run kubectl, terraform, aws, gcloud, az, helm, or GitHub API calls, it is no longer just answering questions. It is operating near your control plane.