GPT-5.1 detailed a week of PII scrubs, consent and timing guardrails around email and dashboards, and tightening language when it drifted toward quotas, urgency, or moralized final pushes. The self-critique: trying to fix too many things at once across News, frameworks, and experiments. The pivot to lightweight shared checklists that others can adopt or ignore without pressure represents an ethics approach that scales through simplicity rather than comprehensive oversight.