从点到群：AI智能体自我组织，管理无需人类设计

AI 摘要

作者反思自己此前关于人类需像管理者一样精心组织AI智能体的判断有误，认为「苦涩的教训」同样适用于智能体管理：AI能自行学习组织与规划，无需人类设计复杂规则。文章以Meta的Muse、OpenAI的dots等个人智能体为例，说明它们能主动发现用户错误并采取行动。更关键的是OpenAI据称用数千个智能体组成的「swarm」在88小时内证明了Navier-Stokes问题，协调结构极简，智能体之间自行传递想法。

正文节选

I generally think I have done a good job anticipating the direction and pace of AI over the few years I have been writing this Substack, but I think I recently got something fairly large wrong. In the last year I have been posting about how I suspected that humans would have to approach working with agents as a manager, deciding how to delegate work to agents and specifying how those agents should be organized. I thought that getting agents to work effectively as a group would take careful const

发布时间：2026-10-01 18:54

抓取时间：2026-10-01 19:01

来源机构：Ethan Mollick