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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

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Muhammad Bilal

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Book Open access Sep 2026

Congestion-Aware Serving of Agentic LLM Applications

Agentic LLM workflows issue many dependent calls with unpredictable resource demand, causing queue buildup and latency degradation on shared serving backends when left unmanaged. In this paper, we propose CALM-MAS, a congestion-aware serving framework for LLM applications that treats LLM test-time computation as an ela...

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

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