Self-organizing LLM teams often fail to achieve synergy, according to new Apple research. The study finds that unconstrained agent interaction frequently hinders individual expert performance rather than enhancing it. This contradicts the assumption that autonomous collaboration naturally improves outcomes. Developers should prioritize structured workflows over open-ended agent interaction to maintain high-quality output.