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    <title>Timothy Han</title>
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    <description>Notes on software quality and the tools I build, by Timothy Han.</description>
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      <title>Quality Is a Budget Decision</title>
      <link>https://timothyhan.dev/en/posts/quality-budget/</link>
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      <pubDate>Fri, 06 Nov 2026 00:00:00 GMT</pubDate>
      <description>Why the release you&apos;re scrambling to save was decided months ago.</description>
      <category>qa</category>
      <category>quality</category>
      <category>planning</category>
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      <title>Reproducibility and Verifiability of Decisions in an AI-Based QA System</title>
      <link>https://timothyhan.dev/en/posts/qabuddy-vs-qaskillsx/</link>
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      <pubDate>Thu, 05 Nov 2026 00:00:00 GMT</pubDate>
      <description>Breaking an AI QA skill into small decision nodes, each backed by a rule or data, and measuring what that did to consistency and cost compared with QABuddy.</description>
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      <category>ai</category>
      <category>qa-skills-x</category>
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