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DeepSeek DSec: 3M agent sandboxes/day, 380K concurrent on 160 nodes

DeepSeek’s DSec paper (arXiv 2609.22978) details a production sandbox platform—FnCall, containers, Firecracker microVMs, and full VMs via one SDK—serving ~3M instances/day and 380K concurrent from ~160 nodes, with on-demand EROFS images and pause/resume tied to GPU preemption. The platform itself isn’t released; its OverlayBD/ublk storage bits live in MIT-licensed AgentENV (kvcache-ai), the Firecracker stack behind Kimi K3.

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Darktrace MCP Server now generally available

Announced Nov 13, the server lets AI assistants query security alerts, pull Cyber AI Analyst findings, and run triage actions across licensed Darktrace products. A read only mode hides tools that change data…

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