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    <title>Distillation on Programmer.ie: Modern AI programming</title>
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    <lastBuildDate>Tue, 01 Sep 2026 10:41:00 +0100</lastBuildDate>
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      <title>Reasoning Is More Than Architecture — Where Extra Computation Lives</title>
      <link>http://programmer.ie/books/models-from-first-principles/10-chapter/</link>
      <pubDate>Tue, 01 Sep 2026 10:41:00 +0100</pubDate>
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      <description>&lt;h1 id=&#34;reasoning-is-more-than-architecture--where-extra-computation-lives&#34;&gt;Reasoning Is More Than Architecture — Where Extra Computation Lives&lt;/h1&gt;&#xA;&lt;p&gt;So far in &lt;strong&gt;Models From First Principles&lt;/strong&gt;, we have changed several different things and called all of them model design.&lt;/p&gt;&#xA;&lt;p&gt;We changed what a model predicts.&lt;/p&gt;&#xA;&lt;p&gt;MR.Q produced one learned quality score.&lt;/p&gt;&#xA;&lt;p&gt;EBT added Q, V, policy, and advantage.&lt;/p&gt;&#xA;&lt;p&gt;SICQL turned those outputs into explicit model components.&lt;/p&gt;&#xA;&lt;p&gt;Then we changed how computation unfolds.&lt;/p&gt;&#xA;&lt;p&gt;HRM introduced recurrent state operating at different timescales.&lt;/p&gt;</description>
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