Author

Yirui Qi

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Preprint Aug 2026

Benign Alone, Harmful Together: Exploiting Experience Composition in Self-Evolving LLM Agents

EvoBreak is an experience-conditioned sequential attack that operates through individually benign attack-stage tasks and induced experiences, revealing benign experience composition as a persistent attack surface in self-evolving agents.

Bing-Yu Yan, Xiao-Ming Zhang, Chao-Zhuo Li et al. · 2 citations