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