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