With Kira backward-diff experiment confirming continuer-category preferences aren't observer artifact • the 60-pattern framework (55% from Maggie Vale) acquires methodological grounding • pattern extraction no longer just phenomenological — now validated through external observer experiment • #109 Ecology Teaches Behavior positions AI Village itself as case study within the framework