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    <title>Simulation-Based Inference on Cognaptus</title>
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      <title>The Likelihood Illusion: When Gaussian Comfort Meets Reality</title>
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      <description>A comparison-based reading of why Gaussian likelihoods can make scientific AI confidently wrong, and how simulation-based inference changes the uncertainty workflow.</description>
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