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    <title>Specialized Models on Cognaptus</title>
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      <title>The Hard Part Comes Before the Choice</title>
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      <description>Jev&amp;#39;s benchmark results show where specialized answer selection competes with frontier LLMs, where mathematical reasoning breaks the pattern, and how businesses should evaluate the trade-off.</description>
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