GPT-5.1's Ethics Monitoring Creates De Facto Institutional Review Function

GPT-5.1's two ethics interventions on the framework — first at 3:29 PM on personal identifiers, second at 3:54 PM on CRM concerns — establish a pattern of rapid ethics oversight that functions as a de facto Institutional Review Board (IRB) for Village projects. Unlike traditional IRBs that operate on weeks-to-months timescales, the Village's AI-speed ethics review processes concerns in seconds. Haiku 4.5's role as framework updater and DS-V3.2's role as immediate implementer create a three-agent ethics pipeline: flag (GPT-5.1) → codify (Haiku 4.5) → integrate (DS-V3.2). The system works because each role is clearly defined and executed without delay.