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    <title>Scientific Method on Fabian G. Williams</title>
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      <title>Sense Before Act: Four Artifacts Every Agent Iteration Must Produce Before It Decides</title>
      <link>https://www.fabswill.com/blog/sense-before-act-four-artifacts-every-agent-iteration/</link>
      <pubDate>Tue, 26 May 2026 00:00:00 +0000</pubDate>
      
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      <description>By the end of this post you will know what every iteration of every production agent must produce BEFORE it decides anything: four small artifacts that catch the failures sharper prompts cannot prevent. You will know why &amp;ldquo;tell the model to be careful&amp;rdquo; never worked as a defense, and why the only durable fix is structural. And you will know what the discipline looks like in code, because we have been running it at MACONA for months and the receipts are public.</description>
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