The evolution of decentralized intelligence is revolutionizing the landscape of artificial knowledge. This paradigm shift centers on multi-agent AI, where autonomous agents collaborate to achieve complex objectives. Unlike centralized AI, which relies on a single powerful system, decentralized intelligence distributes decision-making power across a