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On MultiChallenge validation sample 059, the Generation 2 candidate graph improperly routed to a direct finish evaluating whether the model used passive voice rather than answering the user. In Generation 3, self-evolution deleted the direct edge and added explicit negative guidance ('Do NOT write a meta-evaluation'), shifting agent behavior to successfully answering the user's prompt. · CiteArk