The emergence of decentralized intelligence is disrupting the landscape of artificial knowledge. This paradigm shift pivots on multi-agent AI, where independent agents communicate to fulfill complex objectives. Unlike centralized AI, which relies on a single powerful entity, decentralized intelligence spreads decision-making power across a network