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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Soheil Shirvani

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Book Open access Sep 2026

Linux AGX: An Adaptive GPU eXtension to Linux Fair Scheduling for Physical AI and Robotic Systems

Linux fair scheduling (EEVDF in kernel ≥ 6.6, CFS in older releases) is the default time-sharing policy on many production robots. ML-driven robotic pipelines, combining perception, planning, and on-device LLM/VLM inference, create workloads in which short CPU preparation steps gate GPU launches and the active task gra...

Soheil Shirvani, Cong Liu · 0 citations

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