Abstract Production outages are expensive, stressful, and often repetitive. Despite maintaining runbooks, post-mortems, and wikis, engineering teams frequently spend critical minutes re-diagnosing incidents that have already been resolved before. This article describes the design, implementation, and impact of an AI Autonomous Incident Response Agent — a LangGraph-orchestrated, multi-step reasonin