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    <title>Preference Coherence on Cognaptus</title>
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      <title>LLMs, Trade-Offs, and the Illusion of Choice: When AI Preferences Fall Apart</title>
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      <description>A new preference-coherence test shows that many frontier LLMs can produce trade-off behaviour, but very few show stable preference structures across AI-specific scenarios.</description>
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