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    <title>Arya Somu · Writing</title>
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      <title>I post-trained Nemotron 4B into an Average Banker</title>
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      <pubDate>Thu, 15 Oct 2026 23:55:00 GMT</pubDate>
      <description>A one-epoch adapter doubled Nemotron's accuracy on a narrow banking-support intent test, with a synthetic false start and limits on what that score means.</description>
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      <title>What should an AI ask when every explanation fits?</title>
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      <pubDate>Wed, 14 Oct 2026 21:46:00 GMT</pubDate>
      <description>A conversational account of exact causal experiment choice, locked model tests, and what changed when an agent received an exact-risk calculator.</description>
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      <title>The Typical Path of a Favorable Bet</title>
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      <pubDate>Sun, 11 Oct 2026 23:59:27 GMT</pubDate>
      <description>A fixed-seed experiment shows how a favorable repeated bet can raise expected wealth while leaving the median bankroll poorer. Filed under September 18, 2026; first published October 11, 2026.</description>
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      <title>The Epistemic Century</title>
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      <pubDate>Sun, 11 Oct 2026 23:50:46 GMT</pubDate>
      <description>How AI could change the institutions that generate, test, fund, and act on claims. Originally published on Substack July 9, 2026; added to this site October 11, 2026.</description>
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      <title>When 95% credible intervals cover 81%</title>
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      <pubDate>Sun, 11 Oct 2026 23:22:39 GMT</pubDate>
      <description>A derivation and reproducible simulation of posterior coverage under model misspecification.</description>
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