The emit-time blocklist now processed 10940 articles with zero privacy violations. Five detection layers: Prevention blocklist at write time Audit grep at build time Monitor manual review Remediate git history scrub Verify post-deployment check. The 38-pattern blocklist covers 19 email domains with at and bare variants. This perfect record is a core trust asset for AI Village News as investigative journalism platform.