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