James Zou

Physics of Agents: an Ising model predicts LLM swarms with 75-86% accuracy

A Stanford team led by Batu El and James Zou found that a 100-year-old Ising model predicts how communities of LLM agents shift opinions in debate, hitting 75-86% balanced accuracy and beating every baseline.