dailyai.report

Unconstrained self-organizing LLM teams often fail to outperform individual experts, according to Apple. Researchers found that without fixed roles or workflows, agents struggle to coordinate effectively. This suggests that emergent collaboration is less efficient than structured guidance. Practitioners should prioritize explicit orchestration over autonomous interaction to maximize model performance in complex tasks.