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Jian-Xing Liu

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Preprint Oct 2026

MultiEvoSkill: Structure-Aware Multi-Agent Skill Evolution for Generalizable Skill Artifacts

Skill documents are becoming the default adaptation surface for frozen large language model (LLM) agents, but current skill generators face two key limitations. First, humans and different LLMs differ in how they organize procedural knowledge and approach task solving. Skills authored from a human or single-model persp...

Kounianhua Du, Jian-Xing Liu, Ruoshui Shan et al. · 0 citations

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