Agents2h ago
Multi-Agent Teams Often Underperform Single Experts
Self-organizing LLM teams fail to achieve synergy, often performing worse than a single expert agent. Researchers at Apple found that unconstrained coordination leads to inefficiency rather than emergent collaboration. This suggests that fixed workflows remain superior to autonomous interaction. Practitioners should prioritize structured orchestration over open-ended agent communication to maintain output quality.