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      <title>DeepSeek的“量化思维”：当AI Agent从模型竞赛转向执行系统工程</title>
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      <description>DeepSeek引入量化专家构建Harness系统，标志着AI研发进入从模型“比聪明”到执行“比稳定”的工程化下半场。通过重构Agent的反馈与执行工作流，DeepSeek正试图将模型能力转化为可落地的工业级生产力。</description>
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