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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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Shu-Lei Zhang

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Review Open access Sep 2026

GroundTrader: Multi-Agent Transition Supervision for LLM-Based Financial Trading

Large language model (LLM)-based financial agents use market information to generate trading actions together with textual reasoning. However, the resulting executable position transition may conflict with its supporting analysis, while the effect of intervening on that transition becomes observable only after the mark...

Xin-Dai Cui, Yu-Tong Liu, Shu-Lei Zhang · 0 citations

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