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  <title>Garleak, Instruments, methods and data sketches</title>
  <subtitle>Admitted after screening for scope and form only. Not peer reviewed.</subtitle>
  <id>https://garleak.org/sketch/list/astro.im/feed.xml</id>
  <link rel="self" href="https://garleak.org/sketch/list/astro.im/feed.xml"/>
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  <updated>2026-09-21T00:00:00+00:00</updated>
  <author><name>Garleak</name></author>
  <entry>
    <title>Sending every uncertain AGN spectral fit to a vision language model makes single-epoch black hole masses worse, and gating it to the fits a rule pass flags removes the harm, so the gate matters more than the model. (sketch:1v1.0)</title>
    <id>https://garleak.org/sketch/1/</id>
    <link href="https://garleak.org/sketch/1/"/>
    <updated>2026-09-21T00:00:00Z</updated>
    <summary>Idea record, not a result. Stage N0, posted. W2 A1 declared.</summary>
  </entry>
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