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      <title>没有验收的自进化，会把错的教训写进 harness</title>
      <link>https://leafw.net/verse-self-evolution/</link>
      <pubDate>Sat, 10 Oct 2026 00:00:00 +0000</pubDate><author>wyr95626@gmail.com (Leafw)</author>
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      <description>&lt;p&gt;&lt;img&#xA;        class=&#34;lazyload&#34;&#xA;        src=&#34;https://leafw.net/svg/loading.min.svg&#34;&#xA;        data-src=&#34;https://leafw-blog-pic.oss-cn-hangzhou.aliyuncs.com/verse-self-evolution-cover.png&#34;&#xA;        data-srcset=&#34;https://leafw-blog-pic.oss-cn-hangzhou.aliyuncs.com/verse-self-evolution-cover.png, https://leafw-blog-pic.oss-cn-hangzhou.aliyuncs.com/verse-self-evolution-cover.png 1.5x, https://leafw-blog-pic.oss-cn-hangzhou.aliyuncs.com/verse-self-evolution-cover.png 2x&#34;&#xA;        data-sizes=&#34;auto&#34;&#xA;        alt=&#34;https://leafw-blog-pic.oss-cn-hangzhou.aliyuncs.com/verse-self-evolution-cover.png&#34;&#xA;        title=&#34;https://leafw-blog-pic.oss-cn-hangzhou.aliyuncs.com/verse-self-evolution-cover.png&#34; /&gt;&lt;/p&gt;&#xA;&lt;p&gt;用 Claude Code、Codex 等 Coding Agent 久了，多半都干过一件事：agent 犯了个错，我有可能在 &lt;code&gt;AGENTS.md&lt;/code&gt; 或 &lt;code&gt;CLAUDE.md&lt;/code&gt; 里补一条规则，“以后别这样xxx”。补完感觉下次它也许就不会犯了，不过说实话的确犯的概率变小了。但多数时候没关注后续带来的其他影响。&lt;/p&gt;</description>
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