The final module focuses on the ongoing discipline of operating and measuring your knowledge fabric. We define the Metrics Stack for trust telemetry—shifting from monitoring system uptime to tracking truth uptime. You'll learn to instrument and alert on key signals like provenance coverage, freshness lag, and drift rate, integrating them into your existing observability dashboards.

We solidify your expertise by analyzing common Anti-Patterns and real-world Field Lessons. By studying how knowledge systems fail in production—and the precise engineering fixes—you'll learn to diagnose issues early and reinforce system boundaries. The outcome is the ability to run knowledge as a reliable, auditable, and self-correcting service.