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An Empirical Study of Agent Skills' Downstream Utility

Agent Skills package procedural guidance and resources for reuse, but a relevant Skill does not necessarily improve task performance. Existing studies characterize Skill content and evaluate downstream performance, yet provide limited explanations of how utility depends on…

arXiv — cs.AIBy: Yu Cheng, Dehai Zhao, Zhongxin Liu, Qing Huang, Zhenchang Xing, Xiaoxue RenOctober 8, 2026 (Oct 8)
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AI Summary & Key Takeaways

  • Agent Skills package procedural guidance and resources for reuse, but a relevant Skill does not necessarily improve task performance
  • Existing studies characterize Skill content and evaluate downstream performance, yet provide limited explanations of how utility depends on…
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An Empirical Study of Agent Skills' Downstream Utility

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