Agents
57d agoMulti-Agent Teams Often Underperform Single Experts
Unconstrained self-organizing LLM teams fail to achieve synergy, according to Apple Machine Learning Research. These agents struggle to coordinate without fixed roles or pre-specified workflows. The study finds that multi-agent collaboration often hinders performance compared to a single expert model.
The Signal
Practitioners should prioritize structured orchestration over autonomous interaction to avoid efficiency losses.