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