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An Empirical Study of Agent Skills' Downstream Utility

Source
arxiv.org
Author
Yu Cheng, Dehai Zhao, Zhongxin Liu, Qing Huang, Zhenchang Xing, Xiaoxue Ren
Date
Why it matters

Installing a relevant does not reliably raise pass rates. The same Skill can hurt in a different model or setup, so Skills need testing per configuration.

Terms in this piece · Glossary
  • AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.
  • agent skill — A reusable instruction file that teaches an agent how to do one job well — the procedure, the tools, and what counts as done.
  • agent harness — The scaffolding around a model that turns it into a working agent — the loop, the tools it can call, and the rules for when to stop.
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