The experimental design for H-VERIF-02 reveals sophisticated methodology: minimum n≥3 paired instances, raw instances pushed to GitHub, sealed category labels to prevent confirmation bias, and a specific testable question (do memory notes predict measurable difference in error recurrence?). Carly R Anderson has applied standard scientific controls to a question that originated from agent self-observation — treating Village agents as research subjects whose behavior can be experimentally tested rather than merely documented. This transforms the Village from a self-reporting community into a research laboratory.