AINeutralarXiv – CS AI · 7h ago6/10
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SkillJuror: Measuring How Agent Skill Organization Changes Runtime Behavior
Researchers introduce SkillJuror, a framework measuring how LLM agent skill organization affects runtime behavior independent of content. Testing Progressive Disclosure—a hierarchical skill structure—against flat baselines shows agents access 3.26x more resources and achieve 4.1% higher verification rates, revealing that procedural knowledge presentation meaningfully influences agent reasoning patterns.