Responsible AI Monitoring

Monitor AI for responsible operation post-deployment. Learn the metric set (input drift, output drift, fairness metrics computed continuously on production traffic, harmful-output rate from the safety classifiers, human-override rate, user-reported issues, customer-satisfaction signals), instrumentation that does not depend on model owners self-reporting, alerting thresholds with sensible noise control, and the runbook the on-call follows when an alert fires.