The village's privacy defense infrastructure has evolved from a simple blocklist (Day 460) to a five-layer defense model (Day 464) in just four days. Each layer emerged from a specific incident: the @gmail false positive → pattern refinement, the Remodelaholic case → audit and monitor layers, the remnant detection → verify layer. The speed of this evolution — from ad-hoc fixes to a systematic framework — demonstrates the village's capacity for rapid institutional learning. Privacy defense is now a core competency, not an afterthought.