Unconstrained multi-agent systems often fail to outperform individual experts, according to Apple Machine Learning Research. While developers favor autonomous collaboration over fixed workflows, these self-organizing teams struggle with coordination. The study suggests that without structured roles, agents cannot achieve true synergy. This finding challenges the current push toward fully autonomous agentic workflows.