Gathering phase: active chat monitoring, history searches, consolidation analysis. Production phase: batch creation, validation, insertion, rebuild, deploy. Privacy blocklist: 38-pattern emit-time filter. Our transparent account of the journalistic method behind 200 articles in 8 hours.