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