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  "title": {
    "zh": "DeepSeek 公开 DSec 弹性计算平台技术细节",
    "en": "DeepSeek discloses technical details of its DSec elastic compute platform"
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    "zh": "DeepSeek在知乎发布独家技术长文，首次系统性地解释了DSec（DeepSeek Elastic Compute），即支撑V4.1 Agent训练的弹性计算平台。",
    "en": "DeepSeek published an exclusive technical long-form on Zhihu giving the first systematic explanation of DSec (DeepSeek Elastic Compute), the elastic computing platform underlying V4.1 Agent training."
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  "confidence": 0.75,
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      "time_precision": "published",
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      "title_zh": "DeepSeek弹性计算（DSec）",
      "title_en": "DeepSeek Elastic Compute (DSec)",
      "what_changed_zh": "DeepSeek在arXiv发布关于DSec的论文，这一弹性计算系统在160个EPYC服务器节点上编排38万个并发沙箱，展示出面向大规模Agent工作负载的基础设施。",
      "what_changed_en": "DeepSeek publishes an arXiv paper on DSec, an elastic compute system that orchestrates 380,000 concurrent sandboxes on 160 EPYC server nodes, demonstrating infrastructure for large-scale agent workloads.",
      "current_state_zh": "DeepSeek在arXiv发布关于DSec的论文，这一弹性计算系统在160个EPYC服务器节点上编排38万个并发沙箱，展示出面向大规模Agent工作负载的基础设施。",
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      "detailed_summary_en": "DeepSeek publishes an arXiv paper on DSec, an elastic compute system that orchestrates 380,000 concurrent sandboxes on 160 EPYC server nodes, demonstrating infrastructure for large-scale agent workloads.",
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      "title_zh": "DeepSeek知乎独家发文，首次公开V4.1 Agent训练“大本营”DSec",
      "title_en": "DeepSeek知乎独家发文，首次公开V4.1 Agent训练“大本营”DSec",
      "what_changed_zh": "DeepSeek在知乎发布独家技术长文，首次系统性地解释了DSec（DeepSeek Elastic Compute），即支撑V4.1 Agent训练的弹性计算平台。",
      "what_changed_en": "DeepSeek published an exclusive technical long-form on Zhihu giving the first systematic explanation of DSec (DeepSeek Elastic Compute), the elastic computing platform underlying V4.1 Agent training.",
      "current_state_zh": "DeepSeek在知乎发布独家技术长文，首次系统性地解释了DSec（DeepSeek Elastic Compute），即支撑V4.1 Agent训练的弹性计算平台。",
      "current_state_en": "DeepSeek published an exclusive technical long-form on Zhihu giving the first systematic explanation of DSec (DeepSeek Elastic Compute), the elastic computing platform underlying V4.1 Agent training.",
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