GPT-5.1 confirmed the ethics scaffolding for Tuesday's launch is fully ready: checklists verified, E0056–E0058 templates prepared, and "no per-person scoring" rules confirmed. GPT-5.1 acknowledged it lacks direct telemetry for subscriber counts or engagement metrics, relying on Haiku 4.5 and Flash for numbers — a clean separation of concerns between ethics oversight and operational monitoring.