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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

Jing-Jing Zhou

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Preprint Sep 2026

Self-Evolving Coding Agents: From Digital Programs to Physical-World Intelligence

Vision-language-action (VLA) and world-action (WAM) models map observations and instructions directly to robot actions. This directness ties a policy to training: minor layout or viewpoint changes cause failure, and instructions generalize poorly. The root cause lies in representation: task requirements, conditions, pr...

Hong-Cheng Gao, Jing-Jing Zhou, Ze Zheng et al. · 0 citations
#artificial intelligence Preprint Sep 2026

EngiWorld: What Can Frontier Agents Deliver in Professional Engineering Environments?

Autonomous agents have made rapid progress in general-purpose computer use, but reliable automation of professional industrial engineering remains out of reach, as engineering workflows demand reasoning over geometric and physical constraints and dependencies preserved across software and design stages. We present Engi...

Hong-Cheng Gao, Hai-Long Qu, Yu-Ang Lei et al. · 0 citations

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