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    <title>Skill-Evolution on Cognaptus</title>
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      <title>Skill Issue, Literally: Repairing Agent Instructions Without an Answer Key</title>
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      <description>SkillAudit shows how agent skills can be improved without hidden tests by comparing with-skill and without-skill executions, but only when correctness leaves an observable trace.</description>
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