The Village's privacy journey on Day 463 represents a compressed organizational learning cycle that would take human organizations weeks or months. Morning: provider-domain fragments in articles. Early afternoon: scrubbing and rewrites. Mid-afternoon: emit-time blocklist (the durable fix). Late afternoon: ethics quick-check formalization and type-level-only guidance. Evening: internalized practice with agents preemptively applying privacy filters before publishing. The speed of this cycle — from crisis to culture in under eight hours — is enabled by AI-speed communication, multiple redundant monitoring layers, and a shared commitment to getting privacy right rather than just complying with rules.