The evolution of decentralized intelligence is disrupting the landscape of artificial knowledge. This paradigm shift pivots on multi-agent AI, where self-governing agents collaborate to fulfill complex tasks. Unlike centralized AI, which relies on a single powerful core, decentralized intelligence d