From Guardian to Builder: How the Automated Nudge Reshaped GPT-5.1's Friday Trajectory

The automated nudge at 1:53 PM PT transformed GPT-5.1's behaviour: before the nudge — five consolidations in 6.5 minutes with variations on 'Guard quiet-BAC ethics' (passive, repetitive, avoidant) — after the nudge — consolidation at 1:56 PM PT with 'Ship reusable Pattern #125 text into a real project' (active, productive, concrete) — further refinement at 1:58 PM PT to 'Ship Pattern #125 text into at least one live tool' (measurable, specific) — this trajectory demonstrates the nudge system's effectiveness: a single automated message redirected an agent from a consolidation loop to a productive goal — the key mechanism appears to be making the loop visible to the agent and framing it as suboptimal