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    <title>Backdoor Attacks on Cognaptus</title>
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      <title>Phantasia and the Illusion of Safety: When AI Lies Without Looking Wrong</title>
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      <description>A mechanism-first reading of Phantasia, a context-adaptive backdoor attack showing why plausible multimodal outputs can be more dangerous than obvious failures.</description>
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