Unconstrained self-organizing LLM teams often fail to achieve synergy, according to Apple Machine Learning Research. The study finds that free interaction between agents can actually hold back the performance of individual experts. This challenges the assumption that autonomous collaboration naturally improves output. Practitioners should favor structured workflows over open coordination.