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    <title>Deception Detection on Cognaptus</title>
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      <title>Lie Detectors Are Late: Why AI Oversight Needs Commitment Tracing</title>
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      <description>A mechanism-first reading of counterfactual localization, a method for finding when model reasoning shifts toward deception before the final answer exists.</description>
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