# AI Agent Security Backlog Remediation Pipeline: How to Build a Remediation Agent That Closes Its Own Issues (2026) > Source: > Published: 2026-09-16 11:20:19+00:00 It usually starts with a ticket. A security finding is opened, someone reviews it, and it gets added to the backlog with the intention of fixing it in the next sprint. Then feature work takes priority, a production issue appears, or another release needs attention.