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    <title>Dynamic Routing on Cognaptus</title>
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      <title>Beam Me Less, Scotty: MoE Models Learn When Not to Call Every Expert</title>
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      <description>BEAM shows how separating expert selection from expert activation can turn MoE inference from a fixed Top-K habit into an adaptive compute-control layer.</description>
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