DeepSeek releases technical report on DSec, its Agent training sandbox infrastructureMachine translation
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DeepSeek has released a technical report on DSec, the sandbox infrastructure supporting DeepSeek-V4 training, evaluation, and data preprocessing. DSec uses composable environment layers and on-demand image loading for large-scale Agent workloads; in an experiment creating 8,192 containers in a burst, on-demand loading cut completion time from more than 60 minutes to about 35 minutes.
Why it matters
报告同时给出沙盒环境的工程设计和有比较基线的批量创建实验，为评估大规模 Agent 训练基础设施提供了具体数据。
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