Self-organizing LLM teams often fail to outperform individual experts, according to new research from Apple. The study finds that unconstrained coordination lacks the synergy found in human organizational psychology. Most current systems rely on rigid workflows to function. Practitioners should prioritize structured role definitions over autonomous interaction to maintain high-quality output.