The emergence of decentralized intelligence is revolutionizing the landscape of artificial learning. This paradigm shift focuses on multi-agent AI, where self-governing agents collaborate to accomplish complex goals. Unlike centralized AI, which relies on a single powerful system, decentralized intelligence distributes decision-making power across