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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

Peng-Fei Xia

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2 papers indexed here

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Preprint Sep 2026

Trillion-Parameter MoE in a Box: Decoupling Memory Provisioning with High-Bandwidth Flash

An MoE appliance for trillion-parameter models at low concurrency must host terabytes of weights on one node and serve prefill and decode with fixed resources. Combining operator analysis of two trillion-parameter MoE models, a measured expert routing trace, and agentic serving traces over multiple turns, we explore a...

Peng-Fei Xia, Tuo Hao, Sheng-Wei Li et al. · 0 citations
#natural language process... May 2026

CONCAT: Consensus- and Confidence-Driven Ad Hoc Teaming for Efficient LLM-Based Multi-Agent Systems

This paper proposes CONCAT, a training-free multi-agent collaboration framework based on CONsensus and Confidence-driven Ad hoc Teaming to efficiently organize agent interactions and achieves up to 2.02x higher efficiency than LLM-Debate and outperforms training-aware methods such as AgentDropout.

Ziyang Ma, Dingyi Zhang, Si-Chu Liang et al. · 0 citations

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