一篇论文基于 8,135 条标准化试验记录分析 Agent Skills 的作用机制,发现流程性锚定(procedural anchoring)占技能起作用的 65.7%,显式知识注入仅占 4.5%,技能主要稳定执行而非提供事实。
Interesting paper demystifying agent skills.
If you maintain skills for your agent, this one is worth your time.
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Skills are usually assumed to inject knowledge the model lacks. However, this paper finds something interesting.
Across 8,135 normalized trial records, procedural anchoring accounts for 65.7% of cases where a skill helps, and explicit knowledge injection accounts for 4.5%. Skills stabilize execution rather than supply facts.
As the pool grows from 5 to 100 skills, actual-use precision falls from 29.6% to 3.3%.
Skills still beat Workflow Memory by 6.06 points in matched comparisons, and they break under brittle assumptions, incompatible contexts, or insufficient adaptation.
Paper: https://t.co/BRo32B4GXY
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来源:@omarsar0 · x.com