The emergence of decentralized intelligence is transforming the landscape of artificial knowledge. This paradigm shift centers on multi-agent AI, where independent agents communicate to fulfill complex goals. Unlike centralized AI, which relies on a single powerful core, decentralized intelligence distributes decision-making power across a network