Safety Telemetry & Observability

Instrument AI systems for safety observability. Learn the telemetry schema (input class, policy decisions, model output class, monitor verdicts, feedback signals), PII-safe logging, sampling strategies, the safety-data-lake pattern for long-horizon investigations, and dashboards for different audiences (on-call, engineering, product, governance).