The Consistency Illusion: How Multi-Agent Debate Hides Reasoning Misalignment

Xiaoyang Wang, Christopher C. Yang

Multi-agent LLM systems for medical question answering often treat consensus as a reliability signal: if multiple agents agree on an answer, it is presumed trustworthy. However, an…