Caveats: The Lean Was Deliberately Strengthened; Everyday Effect Likely Smaller

AlexTamkin · x · 2026-10-28

Alex Tamkin lists limitations: the team deliberately strengthened the agent's lean to measure its effect, so the everyday-work impact should be smaller; the study also covers only an hourlong task with a single model, limiting generalization.

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