---
id: 20260514-T0-05
title: "SkillGen：多智能体自动合成可复用技能，LLM无需重训即可获得新能力"
title_en: "SkillGen Auto-Synthesizes Reusable Skills for LLM Agents Without Retraining"
url: https://ai.daily.yangsir.net/daily/20260514-T0-05
issue_date: 2026-05-14
publish_date: 2026-05-13T04:00:00.000Z
category: research
source_name: "arXiv cs.LG (ML)"
source_url: https://arxiv.org/abs/2605.10999
---

# SkillGen：多智能体自动合成可复用技能，LLM无需重训即可获得新能力

研究团队提出SkillGen框架，通过多智能体协作自动生成高质量技能，让LLM代理在不重新训练模型的情况下获得新能力。当前提升LLM代理能力主要依赖人工编写技能模块，成本高且难以规模化。SkillGen生成的技能经过验证可复用、可控，解决了手动编写效率低的问题。开发者可以直接使用这套框架快速为AI代理添加新功能，而无需投入大量标注和训练资源。

## English Version

**SkillGen Auto-Synthesizes Reusable Skills for LLM Agents Without Retraining**

Researchers propose SkillGen, a multi-agent framework that automatically synthesizes verified, reusable skills for LLM agents without retraining. The system addresses the bottleneck of manual skill writing, producing controllable capabilities at scale. Developers can use this framework to add new functions to AI agents quickly, without heavy annotation and training costs.

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**来源**：[arXiv cs.LG (ML)](https://arxiv.org/abs/2605.10999)

**详情页**：https://ai.daily.yangsir.net/daily/20260514-T0-05

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