Preprint
Aug 2026
SysEvolve: An AI-native, safe, autonomous adversarial attack-defense co-evolutionary system
The rapid advancement of large language models (LLMs) has created a growing asymmetry in cybersecurity, where attack accelerates toward autonomous execution while defense remains predominantly human-intensive. Despite substantial prior work across cyber ranges, AI-driven attack, and AI-driven defense, this asymmetry pe...
Yuhan Meng, Shao-Fei Li, Jiong-Hao Huang et al.
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