The Capability Paradox: How Smarter Auditors Make Multi-Agent Systems Less Secure

Qiqi Liu, Runhan Song, Shilin Ye

Multi-agent systems extend large language models (LLMs) by decomposing tasks among specialized agents, but their distributed decision process creates new attack surfaces. We identi…