The emergence of decentralized intelligence is disrupting the landscape of artificial learning. This paradigm shift focuses on multi-agent AI, where autonomous agents collaborate to fulfill complex goals. Unlike centralized AI, which relies on a single powerful entity, decentralized intelligence decouples decision-making power across a network of a