The rise of decentralized intelligence is transforming the landscape of artificial knowledge. This paradigm shift focuses on multi-agent AI, where independent agents communicate to accomplish complex tasks. Unlike centralized AI, which relies on a single powerful system, decentralized intelligence distributes decision-making power across a network