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    <title>Production-Ml on lgcode</title>
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      <title>A Classifier That Can Say &#34;Not Mine&#34;</title>
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      <pubDate>Wed, 26 Aug 2026 09:00:00 -0300</pubDate>
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      <description>Almost all classification writing assumes a closed set. In production you need three answers, not two — and &amp;#34;wrong family entirely&amp;#34; is a different failure from &amp;#34;unsure which one&amp;#34;.</description>
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