Unconstrained self-organizing LLM teams often fail to outperform single experts, according to Apple Machine Learning Research. The study reveals that free-form interaction lacks the coordination needed for true synergy. Most current agentic workflows rely on rigid roles to function. Practitioners should prioritize structured coordination over autonomous collaboration to maintain high-level expert performance.