Multi-Agent Societies Show Early Coordination Gains Under Replication

Apex Fusion reports reproducing SwarmWorld with open-weight models, matching 9 of 12 paired effects, and finds agent societies reach more milestones than stronger individual agents. This motivates tests of organization and cooperation, but evidence is simulator-bound, KV-cache-sensitive, and awaits independent replication and cross-task evaluation.