CyberEvolver: Structured Self-Evolution for Cybersecurity Agents On the Fly 事件

CyberEvolver: Structured Self-Evolution for Cybersecurity Agents On the Fly arXiv:2605.26195v1 Announce Type: cross Abstract: LLM-based agents are increasingly used for cybersecurity tasks, but most existing systems rely on fixed, human-designed scaffolds that struggle to adapt across diverse targets and failure modes. We introduce \textsc{CyberEvolver}, a self-evolving cybersecurity agent framework that iteratively revises its own scaffold based on experience from failed execution attempts. Se