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    <title>AI Safeguards on Cognaptus</title>
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      <title>Swiss Cheese for Superintelligence: How STACK Reveals the Fragility of LLM Safeguards</title>
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      <description>A mechanism-first reading of STACK, a staged attack showing why layered LLM safeguards can still fail when their internal components leak enough information to optimise against them.</description>
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