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    <title>Content Provenance on Programmer.ie: Modern AI programming</title>
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      <title>Build an AI-Origin Content Filter</title>
      <link>http://programmer.ie/books/browser-ai-from-first-principles/23-chapter/</link>
      <pubDate>Wed, 02 Sep 2026 18:30:00 +0100</pubDate>
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      <description>&lt;p&gt;Suppose a user says:&lt;/p&gt;&#xA;&lt;blockquote&gt;&#xA;&lt;p&gt;Exclude AI-generated content from my browser experience.&lt;/p&gt;&lt;/blockquote&gt;&#xA;&lt;p&gt;The request is clear. The underlying fact often is not.&lt;/p&gt;&#xA;&lt;p&gt;Once text has been copied, edited, translated, mixed with human work or stripped of metadata, its origin may be impossible to establish from the content alone. A serious filter must therefore manage evidence and uncertainty rather than pretend to possess an infallible detector.&lt;/p&gt;&#xA;&lt;hr&gt;&#xA;&lt;h2 id=&#34;1-define-the-claim-precisely&#34;&gt;1. Define the claim precisely&lt;/h2&gt;&#xA;&lt;p&gt;“AI-generated” can mean several things:&lt;/p&gt;</description>
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