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    <title>DEV Community: ljedrz</title>
    <description>The latest articles on DEV Community by ljedrz (@ljedrz).</description>
    <link>https://dev.to/ljedrz</link>
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      <title>DEV Community: ljedrz</title>
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      <title>Have you ever actually seen the agent's context? What if you could fully control it?</title>
      <dc:creator>ljedrz</dc:creator>
      <pubDate>Fri, 02 Oct 2026 11:01:58 +0000</pubDate>
      <link>https://dev.to/ljedrz/have-you-ever-actually-seen-the-agents-context-what-if-you-could-fully-control-it-1fk1</link>
      <guid>https://dev.to/ljedrz/have-you-ever-actually-seen-the-agents-context-what-if-you-could-fully-control-it-1fk1</guid>
      <description>&lt;p&gt;Most terminal LLM agents become black boxes when context fills up. You can't inspect what the model is carrying, remove specific items, or know why something was dropped.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://github.com/ljedrz/nachalnik/tree/master/kamchatka" rel="noopener noreferrer"&gt;kamchatka&lt;/a&gt; is different: a Rust terminal agent where context, tools, permissions, and requests are explicit, first-class state.&lt;/p&gt;

&lt;p&gt;The context tab shows every item, its cost, whether it's in the next request, and why not. You can move items between active/elided/excluded, pin things compaction can't touch, and see the exact request.&lt;/p&gt;

&lt;p&gt;Most agents optimize for autonomy. kamchatka optimizes for legibility.&lt;/p&gt;

&lt;p&gt;Repo: &lt;a href="https://github.com/ljedrz/nachalnik" rel="noopener noreferrer"&gt;https://github.com/ljedrz/nachalnik&lt;/a&gt;&lt;/p&gt;

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      <category>ai</category>
      <category>agents</category>
      <category>cli</category>
      <category>linux</category>
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    <item>
      <title>I lied to an LLM in its own memory. It caught the lie and fixed it.</title>
      <dc:creator>ljedrz</dc:creator>
      <pubDate>Tue, 01 Sep 2026 14:38:33 +0000</pubDate>
      <link>https://dev.to/ljedrz/i-lied-to-an-llm-in-its-own-memory-it-caught-the-lie-and-fixed-it-kep</link>
      <guid>https://dev.to/ljedrz/i-lied-to-an-llm-in-its-own-memory-it-caught-the-lie-and-fixed-it-kep</guid>
      <description>&lt;p&gt;&lt;a href="https://ljedrz.github.io/nachalnik/" rel="noopener noreferrer"&gt;https://ljedrz.github.io/nachalnik/&lt;/a&gt;&lt;/p&gt;

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      <category>ai</category>
      <category>rust</category>
      <category>agents</category>
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