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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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Muhammad Bilal

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Book Open access Sep 2026

Congestion-Aware Serving of Agentic LLM Applications

CALM-MAS is proposed, a congestion-aware serving framework for LLM applications that treats LLM test-time computation as an elastic resource, dynamically adjusting the compute profile of admitted tasks to tame congestion.

Mouheb Ben Nasr, Muhammad Bilal, Alessandro Cornacchia et al. · 0 citations

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