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    <title>Telemetry on Programmer.ie: Modern AI programming</title>
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      <title>From Prompt Demo to AI Debugger</title>
      <link>http://programmer.ie/books/browser-ai-from-first-principles/04-chapter/</link>
      <pubDate>Wed, 02 Sep 2026 12:15:00 +0100</pubDate>
      <guid>http://programmer.ie/books/browser-ai-from-first-principles/04-chapter/</guid>
      <description>&lt;p&gt;Our first DevTools panel can run a prompt and display its lifecycle.&lt;/p&gt;&#xA;&lt;p&gt;That makes it a useful experiment console.&lt;/p&gt;&#xA;&lt;p&gt;It does not yet make it a debugger.&lt;/p&gt;&#xA;&lt;p&gt;A debugger must help explain a failure that occurred in the application under inspection. It needs to connect model activity to application context, preserve events long enough to compare them, and distinguish facts it observed from inferences it derived. It must do this without quietly capturing every prompt, response and page the user visits.&lt;/p&gt;</description>
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