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    <title>Memory on CheaSim Blog</title>
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      <title>SkillX：给 Agent 预先造一个可复用技能库</title>
      <link>https://www.cheasim.com/2026/06/22/skillx-arxiv-2604-04804/</link>
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      <description>&lt;p&gt;昨天写了 &lt;a href=&#34;https://www.cheasim.com/2026/06/21/sga-mcts-arxiv-2604-14712/&#34;&gt;SGA-MCTS&lt;/a&gt;，今天顺手接一篇很适合放在一起看的论文：&lt;a href=&#34;https://arxiv.org/abs/2604.04804&#34;&gt;SkillX: Automatically Constructing Skill Knowledge Bases for Agents&lt;/a&gt;。&lt;/p&gt;
&lt;p&gt;SGA-MCTS 更像是在说：Agent 的搜索经验能不能拆成可检索的规划原子。SkillX 则更进一步问：能不能自动把 Agent 的历史轨迹整理成一个 plug-and-play 的技能知识库，让别的 Agent 也能直接拿来用？&lt;/p&gt;</description>
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