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      <title>Self-Evolving Agents：当 Agent 学会改进自己</title>
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      <description>&lt;blockquote&gt;
&lt;p&gt;本文为个人技术笔记，整理自对 2022–2026 年 Agent Self-Evolve（自进化智能体）相关论文的调研。主要参考两篇核心综述——&lt;a href=&#34;https://arxiv.org/abs/2507.21046&#34;&gt;A Survey of Self-Evolving Agents&lt;/a&gt;（Gao et al.）与 &lt;a href=&#34;https://arxiv.org/abs/2508.07407&#34;&gt;A Comprehensive Survey of Self-Evolving AI Agents&lt;/a&gt;（Fang et al.）——及其配套仓库 &lt;a href=&#34;https://github.com/CharlesQ9/Self-Evolving-Agents&#34;&gt;CharlesQ9/Self-Evolving-Agents&lt;/a&gt;、&lt;a href=&#34;https://github.com/EvoAgentX/Awesome-Self-Evolving-Agents&#34;&gt;EvoAgentX/Awesome-Self-Evolving-Agents&lt;/a&gt;，以及文中列出的原始论文，具体出处见文末 References。&lt;/p&gt;</description>
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