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Research link · L6 · corrects

P239 corrects P235

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Run 1 used 700 generated tokens per step, which cut the original model's code after its <think> preamble, and a rule that ignored a FINAL answer given in a turn with code even after earlier code had run, which kept the APT4 model's grounded Polish answers from ending its trajectories. Run 2 fixed both (Amendments 2 and 3) and regenerated every trajectory. The language interaction is -0.09 [-0.24, 0.07] instead of -0.59 [-0.74, -0.43].

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