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    <title>Model Selection on Programmer.ie: Modern AI programming</title>
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    <lastBuildDate>Sat, 08 Aug 2026 15:11:00 +0100</lastBuildDate>
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      <title>Models From First Principles 08: Which Model Should You Use? MR.Q, EBT, SICQL, HRM, Tiny and PACS Compared</title>
      <link>http://programmer.ie/post/models-from-first-principles-08/</link>
      <pubDate>Sat, 08 Aug 2026 15:11:00 +0100</pubDate>
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      <description>&lt;h1 id=&#34;which-model-should-you-use-mrq-ebt-sicql-hrm-tiny-and-pacs-compared&#34;&gt;Which Model Should You Use? MR.Q, EBT, SICQL, HRM, Tiny and PACS Compared&lt;/h1&gt;&#xA;&lt;p&gt;This is the final post in &lt;strong&gt;Models From First Principles&lt;/strong&gt;.&lt;/p&gt;&#xA;&lt;p&gt;The earlier posts asked a sequence of architectural questions:&lt;/p&gt;&#xA;&lt;ul&gt;&#xA;&lt;li&gt;how do we score a context-response pair?&lt;/li&gt;&#xA;&lt;li&gt;when is one scalar no longer enough?&lt;/li&gt;&#xA;&lt;li&gt;when should Q, V and policy become explicit components?&lt;/li&gt;&#xA;&lt;li&gt;when is one forward pass insufficient?&lt;/li&gt;&#xA;&lt;li&gt;when does recurrence help?&lt;/li&gt;&#xA;&lt;li&gt;when does hierarchy help?&lt;/li&gt;&#xA;&lt;li&gt;when is a smaller recursive model a better trade-off?&lt;/li&gt;&#xA;&lt;li&gt;when should attention or a sparse autoencoder be added?&lt;/li&gt;&#xA;&lt;li&gt;when should we change the optimizer rather than the model?&lt;/li&gt;&#xA;&lt;/ul&gt;&#xA;&lt;p&gt;This post asks the question that matters when building a real system:&lt;/p&gt;</description>
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