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      <title>Fix It at the Cheapest Place That Can Still Correct It</title>
      <link>https://learning-notes-dz2.pages.dev/posts/2026-10-20/</link>
      <pubDate>Sat, 10 Oct 2026 08:44:00 +0700</pubDate>
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      <description>A fault in an agent should be corrected at the lowest layer that can still fix it, because that layer is the fastest to change, check and undo. Anything above that layer which rewrites itself is only safe if every change has to pass a gate that can say no.</description>
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      <title>Before You Trust an Eval Number, Find the Useless System That Would Score Well on It</title>
      <link>https://learning-notes-dz2.pages.dev/posts/2026-10-17/</link>
      <pubDate>Sat, 10 Oct 2026 08:43:00 +0700</pubDate>
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      <description>A judge that always picks position A is perfectly consistent, and an agent that abstains on everything never makes a confident mistake. Every evaluation number needs a degenerate baseline before it means anything.</description>
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      <title>Authority and Checking Decide What an Agent Can Safely Do</title>
      <link>https://learning-notes-dz2.pages.dev/posts/2026-10-16/</link>
      <pubDate>Sat, 10 Oct 2026 08:42:00 +0700</pubDate>
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      <description>An agent is only as safe as the place where its authority sits and the strength of whatever checks its output. Filters, loop design and human approval all reduce to those two questions.</description>
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      <title>Agent Memory Fails Quietly, So Check It at Both Ends</title>
      <link>https://learning-notes-dz2.pages.dev/posts/2026-10-13/</link>
      <pubDate>Sat, 10 Oct 2026 08:41:00 +0700</pubDate>
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      <description>A memory item that was written carelessly will mislead the agent, and a good item sitting behind a broken filtered search will never be found. Both failures return an answer instead of an error, so the only defence is a hard check at write time and another at read time.</description>
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      <title>The Only Free Edit Is at the End of the Window</title>
      <link>https://learning-notes-dz2.pages.dev/posts/2026-10-11/</link>
      <pubDate>Sat, 10 Oct 2026 08:40:00 +0700</pubDate>
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      <description>Appending to the end of a prompt costs almost nothing, and every rewrite above that point pays twice: once in cache price and once in whether the agent still knows what it was told. Layout and compaction are the same decision seen from two sides.</description>
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