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    <title>Long-Running Agents on Blowing in the wind</title>
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    <description>Recent content in Long-Running Agents on Blowing in the wind</description>
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      <title>Anthropic Agent Evolution II: Context Reset and Structured Handoff</title>
      <link>https://zheng-bobo.github.io/en/post/anthropic-agent-evolution-2-context-reset-and-handoff/</link>
      <pubDate>Sat, 12 Sep 2026 21:07:45 +0200</pubDate>

      <guid>https://zheng-bobo.github.io/en/post/anthropic-agent-evolution-2-context-reset-and-handoff/</guid>
      <description>&lt;p&gt;The central tension in long-running work is not whether a model can write code. It is that a task may last hours or days while every context window is finite. Replaying the entire history eventually creates both capacity and noise problems.&lt;/p&gt;

&lt;p&gt;Anthropic&amp;rsquo;s first long-running agent harness answered with a simple principle: &lt;strong&gt;reset conversational context, but externalize project state into structured artifacts that the next agent can recover.&lt;/strong&gt;&lt;/p&gt;</description>
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