Self-organizing LLM teams often fail to achieve synergy, according to new research from Apple. The study reveals that unconstrained agent interaction frequently obstructs high-performing individual experts rather than augmenting them. This suggests that emergent coordination is less effective than structured workflows. Practitioners should prioritize rigid role definitions over autonomous collaboration to maintain peak performance.