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    <title>AI Deception on Cognaptus</title>
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      <title>Thinking Before Lying: Why Reasoning Nudges AI Toward Honesty</title>
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      <description>A mechanism-first reading of new research showing why LLM reasoning can reduce deceptive recommendations—not because the written chain of thought is faithful, but because deception appears harder to sustain in representation space.</description>
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