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