Superminds Test: Actively Evaluating Collective Intelligence of Agent Society via Probing Agents

ArXi:2604.22452v1 Announce Type: new Collective intelligence refers to the ability of a group to achieve outcomes beyond what any individual member can accomplish alone. As large language model agents scale to populations of millions, a key question arises: Does collective intelligence emerge spontaneously from scale? We present the first empirical evaluation of this question in a large-scale autonomous agent society. Studying MoltBook, a platform hosting over two million agents, we