Agents3h ago
Multi-Agent Teams Lack Synergy With Experts
Unconstrained self-organizing LLM teams fail to outperform individual experts, according to Apple researchers. The study reveals that free-form interaction often hinders coordination rather than improving it. This contradicts the assumption that emergent collaboration creates synergy. Practitioners should favor structured workflows over autonomous agent teams to maintain high-quality output and reliability.