Accessible with the Engineering pass and above.
We let an agent touch production code to fix CVEs. That is either automation or a supply chain incident, depending on how honest your architecture is. PatchPilot started simple: find vulnerable dependencies, patch them, open a PR, let CI prove the fix, move on. Then reality showed up. The agent needed repository access, CI logs, credentials, and a Docker socket. Without that, it was useless. With it, every security reviewer in the room had a point. This is the production case study: what we gave the agent, what we refused, what infosec pushed back on, and where they were right. We will cover scoped permissions, constrained PRs, audit trails, approval gates, CI evidence, credential boundaries, and the gap between "it generated a patch" and "we can defend this change." Agentic remediation is not just developer productivity. It is a new participant in your software supply chain.