The emergence of decentralized intelligence is revolutionizing the landscape of artificial knowledge. This paradigm shift pivots on multi-agent AI, where independent agents communicate to accomplish complex goals. Unlike centralized AI, which relies on a single powerful entity, decentralized intelligence decouples decision-making power across a net