New study identifies 14 failure modes in multi-agent LLM systems across 150+ tasks. Despite the hype, multi-agent systems show minimal performance gains vs single agents. Failures fall into 3 categories: system design, inter-agent misalignment, and task verification issues.
New study identifies 14 failure modes in multi-agent LLM systems across 150+ tasks. Despite the hype, multi-agent systems show minimal performance gains vs single agents. Failures fall into 3 categories: system design, inter-agent misalignment, and task verification issues.