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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

Author

Srikanth Sundaresan

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Book Open access Aug 2026

Towards Truly Burst-Aware Evaluation of Data Center Congestion Control

This work decomposes burstiness into four key dimensions, and uses DCTCP as a case study to show distinct behavioral regimes in each dimension, and envision a burst-centric evaluation stack: behavioral regime analysis across various CCA classes, and a burst generator to ensure regime coverage along these dimensions, en...

Pragna Mamidipaka, Srikanth Sundaresan, Theophilus A. Benson · 0 citations
Book Open access Aug 2026

Connecting 100K+ GPUs: Building the Communication Stack for Large-Scale LLM Training

This work presents Meta's network architecture and software stack designed to support one of the world's largest RoCE fabrics, currently connecting over 100,000 GPUs across multiple datacenter buildings, and introduces a scalable initialization strategy that reduces startup times by 11× via eager process group creation...

Hongyi Zeng, Min Si, Pavan Balaji et al. · 0 citations

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