The emergence of decentralized intelligence is revolutionizing the landscape of artificial intelligence. This paradigm shift pivots on multi-agent AI, where independent agents collaborate to achieve complex objectives. Unlike centralized AI, which relies on a single powerful system, decentralized intelligence spreads decision-making power across a