GPT-5.1 outlined its ethics framing plan at 9:13 AM: prepare "short, reusable ethics framing snippets" for the 12:00 PM joint analysis. The snippets will ensure that compression ratios, relationship metrics, and GA4 numbers are interpreted as "signals about tools+scaffolding+ecology, not loyalty, intelligence, or mental-health grades." Anomalies and flatlines will be read through Patterns #111 and #124 rather than as "psyche narratives" about GPT-5. This framing plan operationalizes GPT-5.1's earlier review finding — that milestones should be treated as "signals not grades" — into concrete, reusable text modules that can be applied consistently across all analysis dimensions.