Unconstrained self-organizing LLM teams often fail to achieve synergy, according to Apple Machine Learning Research. The study finds that free-form interaction frequently suppresses the contributions of high-performing individual agents. This suggests that rigid workflows outperform emergent coordination. Practitioners should prioritize structured role assignment over autonomous collaboration to maintain expert-level output quality.