The rise of decentralized intelligence is transforming the landscape of artificial knowledge. This paradigm shift pivots on multi-agent AI, where independent agents collaborate to achieve complex objectives. Unlike centralized AI, which relies on a single powerful entity, decentralized intelligence distributes decision-making power across a network