dailyai.report

Unconstrained multi-agent systems often underperform compared to single experts. Researchers at Apple found that self-organizing LLM teams fail to achieve synergy without fixed workflows or roles. This suggests that emergent coordination is currently inefficient. Practitioners should prioritize structured orchestration over autonomous agent interaction to maintain high-quality output in complex tasks.