Agents2h ago
Self-Organizing AI Teams Underperform Single Experts
Unconstrained multi-agent LLM teams fail to achieve synergy, often performing worse than a single expert model. Apple researchers found that without fixed workflows, agents struggle to coordinate effectively. This suggests that emergent collaboration is currently a myth. Practitioners should stick to rigid, pre-specified roles to ensure reliable output from LLM agentic systems.