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    <title>Shao Stassen — Notes</title>
    <link>https://shaostassen.com/notes</link>
    <description>Short write-ups of things that surprised me while building.</description>
    <language>en</language>
    <item>
      <title>A safety net that could not fire</title>
      <link>https://shaostassen.com/notes/a-safety-net-that-could-not-fire</link>
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      <pubDate>Tue, 03 Nov 2026 12:00:00 GMT</pubDate>
      <description>My transcription confidence gate flagged nothing at any noise level. The threshold sat below the lowest score the model ever produced.</description>
    </item>
    <item>
      <title>One full stop cut my word error fivefold</title>
      <link>https://shaostassen.com/notes/one-full-stop-fivefold</link>
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      <pubDate>Tue, 03 Nov 2026 12:00:00 GMT</pubDate>
      <description>I fed all-caps scoring transcripts to a speech synthesiser as though they were input. The model was fine; my input was the bug.</description>
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