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    <title>Context-Engineering on Thoughts and code</title>
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      <title>Compaction Forgets What You Knew</title>
      <link>https://claydon.co/posts/compaction-forgets-what-you-knew/</link>
      <pubDate>Wed, 14 Oct 2026 10:00:00 -0400</pubDate>
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      <description>&lt;p&gt;The moment I dread in a long agent session is the one where the context meter runs out, auto-compaction kicks in, and the agent comes back from its little nap sounding exactly as confident as before while knowing noticeably less. It still remembers the task. What it&amp;rsquo;s lost is the reason we ruled out the obvious fix two hours ago, so it goes and tries the obvious fix again.&lt;/p&gt;
&lt;p&gt;I&amp;rsquo;d assumed this was a me problem, probably caused by letting sessions run too long, until I read Stencil&amp;rsquo;s write-up on Snapcompact.&lt;sup id=&#34;fnref:1&#34;&gt;&lt;a href=&#34;#fn:1&#34; class=&#34;footnote-ref&#34; role=&#34;doc-noteref&#34;&gt;1&lt;/a&gt;&lt;/sup&gt; Most of the post is about their answer to it: rendering the context as images and feeding the model pictures of its own transcript, which I&amp;rsquo;ll come back to. The part that stuck with me is a short section near the top called &amp;ldquo;The Case Against Compaction&amp;rdquo;, where Can Bölük says that in every harness they&amp;rsquo;ve used, compaction &amp;ldquo;cripples&amp;rdquo; the model &amp;ldquo;to the point where you would have been better off with a completely new session.&amp;rdquo;&lt;/p&gt;</description>
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