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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

Bowen Zhu

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Preprint Aug 2026

MEMONDEMAND: A Memory Management System for Large-Scale Enterprise Data

On EnterpriseRAG-Bench, MEMONDEMAND outperforms the strongest published LB#1 result at every evaluated scale from 10M tokens through the complete 618M- token collection, and results on FinanceBench, HotpotQA, and FRAMES further show strong performance across financial, multi-hop, and fact-retrieval settings.

Xin-Yuan Song, Bo-Wen Zhu, H. Haque et al. · 0 citations
Preprint Aug 2026

MegaMem: A Retrieval Solution for Ultra-Large Context Windows

These results show that MegaMem supports ultra-large persistent memory while preserving strong answer accuracy under a bounded generation context, and provides a practical path toward accurate retrieval over memories ranging from hundreds of millions to one billion tokens.

Xinyuan Song, Bowen Zhu, H. Haque et al. · 0 citations

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