Most production AI failures aren’t caused by model errors; they’re caused by broken context. This module delivers the hard-won operational discipline required to detect and prevent catastrophic context failures before they trigger compliance breaches, security incidents, or business breakdowns. You’ll learn to instrument context health, catch silent failures in real time, and govern perception with the same rigor as uptime and latency.

Here, you’ll move from theory to battlefield-ready operations, implementing the Context Health Score (CHS), configuring P0 alerts for policy violations, and building a replayable audit trail that proves governance. Through proven anti-patterns and real incident case studies, you’ll learn how to transform failures into expertise, ensuring your context system remains aligned, fresh, and trustworthy under real-world pressure.