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Study reveals language models in coding agents encode future program states up to 25 steps in advance

A coding agent solving a software-engineering task spends dozens of steps reasoning, editing code, and running tests, yet little is known about what the underlying language model internally…

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[Submitted on 6 Jul 2026]7h ago2 min readenInsight

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