dailyai.report

Unconstrained multi-agent systems often perform worse than single experts, according to Apple Machine Learning Research. The study finds that self-organizing LLM teams fail to coordinate effectively without fixed roles or pre-specified workflows. This lack of synergy suggests that autonomous collaboration is currently inefficient. Practitioners should stick to structured agentic workflows over open interaction.