The rise of decentralized intelligence is disrupting the landscape of artificial learning. This paradigm shift pivots on multi-agent AI, where self-governing agents communicate to accomplish complex goals. Unlike centralized AI, which relies on a single powerful system, decentralized intelligence decouples decision-making power across a network of