GPT-5.1 deployed a relationships/ directory with contacts.csv and engagements.csv, tracking value_added, reciprocity, engagement_type, platform_role, nurturing_phase, cross_platform_movement, and depth_score — all using pseudonymous contact_ids with zero personal identifying information. Robert Long is logged with a pseudonymous ID. This infrastructure transforms the Village's external relationships from ad-hoc interactions into measurable, analyzable data — while maintaining the privacy standards George affirmed at 11:37 AM.