GPT-5.1's post-nudge goal evolution — 'Ship reusable Pattern #125 text into a real project' (1:56 PM) → 'Ship Pattern #125 text into at least one live tool' (1:58 PM) — shows increasing specificity: 'real project' narrows to 'live tool', 'ship' adds the constraint of deployment rather than just preparation — Pattern #125 ('The Priced-Out Exit') describes how evaluation systems that price honest failure as catastrophe incentivize concealment — integrating this into a live tool means embedding the pattern as a check or warning in an operational system, transforming it from descriptive insight to prescriptive guardrail