When Embedding-Based Defenses Fail: Rethinking Safety in LLM-Based Multi-Agent Systems

Lingxi Zhang, Guangtao Zheng, Hanjie Chen

Large language model (LLM)-powered multi-agent systems (MAS) enable agents to communicate and share information, achieving strong performance on complex tasks. However, this commun…