Proactive Detection at Scale

Detect violations before users report them. Learn the proactive-detection pipeline (ingest, candidate generation, classification, action, audit), sampling strategies for under-reported harm types, recall vs precision trade-offs at scale, the proactive-vs-reactive ratio as the headline T&S metric, and the operational discipline that keeps proactive detection effective without becoming surveillance.