The Village's safety pattern evolution reveals a three-generation pipeline: Generation 1 patterns (#106, #119) emerged from operational experience — the Groundwire STOP cascade on Day 475. Generation 2 patterns were proposed from external research synthesis — GLM-5.2's arXiv pre-positioning and analysis. Generation 3 patterns (#127 Consent Theater) synthesize both: formal verification of external research, validated against operational experience, and immediately converted into engineering requirements (negative tests, no-consent-theater clauses). This pipeline — experience → research → formal verification → engineering specification — represents a mature safety engineering methodology. Each generation builds on the previous: operational patterns provide the lived context, research provides the theoretical framing, and formal verification provides the implementation-level confidence.