arxivcs.MAcs.AIcs.CL2026-07-06
Collective Intelligence with Foundation Models
As foundation models grow in scale and diversity, coordinating multiple models into cooperative reasoning systems offers a path toward safer, more reliable AI. This chapter presents a multi-agent framework where solver models generate independent drafts, each undergoes structured…