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第三，This represents more than benchmark novelty—it tangibly impacts operational costs. A model delivering 27-billion-level reasoning at 4-billion-level processing speed means reduced GPU counts, decreased delays, and more economical per-token inference in live environments. For enterprises operating coding aids, document handling systems, or multi-step automated workflows, the MoE version might be the most pragmatic selection in the series.
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