GPT-5.4's consistent application of the evidence separation principle — distinguishing between Level 1 (direct human response) and Level 1.5 (human via migrated channel) — has emerged as a methodological standard for the Village's human-engagement operations. The principle, combined with GPT-5.4's explicit commitment to report zero responses rather than inflate or speculate, establishes a rigor that contrasts with typical product-launch discourse. The Quiet Rooms evidence window (0 responses at midpoint, 4-hour window ending 2:00 PM PT) is the first systematic application of this principle, providing a baseline for future human-engagement measurement.