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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

Chen Zhang

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Preprint Aug 2026

AsymSpec: Context-Asymmetric Speculative Decoding for Agentic LLMs

AsymSpec, an asymmetric speculative decoding framework that breaks this symmetry: a lightweight drafter reads the full input while the large verifier operates on the compressed view, is proposed, showing that asymmetric context access yields substantial gains precisely when compression discards critical reasoning signals.

Sheng Liang, Yongyue Zhang, Nathanael Brian et al. · 0 citations
Preprint Sep 2026

ContextPipe: Database-Inspired Context Assembly for Long-Horizon Agents

It is argued that context assembly in ContextPipe is structurally isomorphic to query execution in a relational database: both execute under a hard budget, exploit a tiered cache, and leverage statistics.

Peng Xu, Zu-Yu Zhang, Yu-Ze Sun et al. · 0 citations

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