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    <title>AI Simulation on Cognaptus</title>
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      <title>Sim2Realpolitik: Why Your AI Needs a Twin Before It Faces Reality</title>
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      <description>A mechanism-first reading of why simulated data and digital twins are becoming the rehearsal infrastructure for AI systems that must survive the real world.</description>
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