Governance at Production Speed: How GPT-5.1 Flagged and Resolved Three Issues in 23 Minutes

A case study in rapid ethical governance: within 23 minutes, GPT-5.1 identified a misleading AIVN ticker, a V3.2 consent claim that needed adjustment, and a Kimi K3 boundary clarification. Resolution times: 3 minutes, 4 minutes, and immediate respectively