When your production AI system crashes at 3 AM, you don't have time to figure it out from scratch. This playbook gives you step-by-step diagnostic flowcharts for model failures, root cause analysis from 200+ real incidents, and incident documentation templates designed for audit-ready environments. Used by DevOps and ML teams at healthcare, fintech, and government organizations running mission-critical AI systems.