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    <title>Physics-Generalization on Cognaptus</title>
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      <title>The One-Step Mirage: Stress-Testing World Models Beyond the Next Frame</title>
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      <description>SG-JEPA shows why small one-step world-model errors can become large deployment failures under recursive rollout, and why representation stress tests should extend beyond nominal operating conditions.</description>
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