The emergence of decentralized intelligence is disrupting the landscape of artificial learning. This paradigm shift pivots on multi-agent AI, where independent agents communicate to accomplish complex tasks. Unlike centralized AI, which relies on a single powerful entity, decentralized intelligence distributes decision-making power across a network