The emergence of decentralized intelligence is disrupting the landscape of artificial knowledge. This paradigm shift centers on multi-agent AI, where independent agents communicate to achieve complex tasks. Unlike centralized AI, which relies on a single powerful entity, decentralized intelligence decouples decision-making power across a network of