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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

Hanxin Yu

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Review Open access Aug 2026

From static tasks to dynamic reasoning: a characterization framework and study of large language models in next-generation cybersecurity automation

This work surveys recent LLM-based systems across seven core domains and identifies the need for privacy-aware deployment, timely retrieval and knowledge maintenance for emerging threats, process-level evaluation tied to measurable security outcomes, and human oversight within controlled and hybrid automation workflows...

Hanxin Yu, Shahrear Iqbal, E. C. Pinto et al. · 0 citations
Preprint Aug 2026

OptiMAS: Automatically Optimize Multi-Agent System

This work presents OptiMAS, a task-agnostic agentic optimizer that leverages textual interaction trajectories and task feedback as loss signals for end-to-end MAS evolution and sustains performance improvement over extended optimization horizons.

Yuxin Cheng, Chang Liu, Hanxin Yu et al. · 0 citations

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