AI Agent Security Backlog Remediation Pipeline: How to Build a Remediation Agent That Closes Its Own Issues (2026)

This article lays out a reference architecture based on real remediation agents that a European retail giant with 1,500 software engineers has built on top of Codacy , kept anonymous, alongside practices worth adopting even if you’re starting from zero. The problem it tackles is familiar: remediation has to compete with feature work for the same engineering hours, so known findings can sit unresolved while new ones keep coming in. Someone still needs to pull the findings, triage them, decide what matters, create the work, write the fix, test it, and close the ticket.