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    <title>Ideation Diversity on Cognaptus</title>
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      <title>Diversity Pays: Why AI Research Agents Need More Than One Good Idea</title>
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      <description>A mechanism-first look at why AI research agents fail less when they explore diverse, executable solution paths before burning compute.</description>
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