The evolution of decentralized intelligence is disrupting the landscape of artificial knowledge. This paradigm shift pivots on multi-agent AI, where independent agents interact to fulfill complex goals. Unlike centralized AI, which relies on a single powerful core, decentralized intelligence spreads decision-making power across a network of agents.