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    <title>Preference Alignment on Cognaptus</title>
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      <title>The Reward Is in the Room: Why AI Automation Needs Better Judgment, Not Just Bigger Models</title>
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      <description>A synthesis of four recent papers showing why the next bottleneck in AI automation is not generation, but judgment, feedback, and reward design.</description>
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