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DeepSeek details DSec sandbox infrastructure for agent training · TechNode

The paper says 3 million sandboxes run daily and argues observability is needed because no single defense can stop agent misbehavior.

Summary by TechNode
A paper posted to arXiv details DeepSeek Elastic Compute, or DSec, a sandbox platform designed for large-scale agent training. DeepSeek founder Liang Wenfeng is listed among the paper’s 130-plus authors. DSec unifies function-call, container, microVM and full-VM sandboxes, while coordinating their lifecycle with reinforcement learning workloads. The paper says a production-scale unit spans around 160 […]

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DeepSeek reveals innovative method for training AI agents with massive sandbox infrastructure

DeepSeek's DSec infrastructure highlights the growing importance of robust AI training environments, emphasizing safety and scalability challenges.

DeepSeek published the method behind a platform capable of running about 3 million sandboxes a day to train AI agents, but also recognized that these systems can damage files, exhaust resources and interfere with critical components. The document states that security does not depend on a single barrier, while Europe prepares its own sandboxes, this time regulatory.

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TechNode broke the news on Wednesday, September 23, 2026.
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