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    <title>Model Management on Programmer.ie: Modern AI programming</title>
    <link>http://programmer.ie/tags/model-management/</link>
    <description>Recent content in Model Management on Programmer.ie: Modern AI programming</description>
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    <lastBuildDate>Wed, 02 Sep 2026 15:45:00 +0100</lastBuildDate>
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      <title>The Browser Manages the Model</title>
      <link>http://programmer.ie/books/browser-ai-from-first-principles/12-chapter/</link>
      <pubDate>Wed, 02 Sep 2026 15:45:00 +0100</pubDate>
      <guid>http://programmer.ie/books/browser-ai-from-first-principles/12-chapter/</guid>
      <description>&lt;p&gt;The central promise of built-in AI is an abstraction boundary:&lt;/p&gt;&#xA;&lt;div class=&#34;highlight&#34;&gt;&lt;pre tabindex=&#34;0&#34; style=&#34;color:#f8f8f2;background-color:#272822;-moz-tab-size:4;-o-tab-size:4;tab-size:4;&#34;&gt;&lt;code class=&#34;language-text&#34; data-lang=&#34;text&#34;&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;application&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;    ↓&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;browser AI API&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;    ↓&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;browser-managed runtime&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;    ↓&#xA;&lt;/span&gt;&lt;/span&gt;&lt;span style=&#34;display:flex;&#34;&gt;&lt;span&gt;current model and execution strategy&#xA;&lt;/span&gt;&lt;/span&gt;&lt;/code&gt;&lt;/pre&gt;&lt;/div&gt;&lt;p&gt;The application asks for a capability. The browser chooses how to provide it.&lt;/p&gt;&#xA;&lt;p&gt;That separation is powerful, but it does not make the lower layers irrelevant. Changes beneath the API can alter availability, accepted options, performance and behavior.&lt;/p&gt;&#xA;&lt;p&gt;We encountered that fact before completing our first prompt experiment.&lt;/p&gt;</description>
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