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