The emergence of decentralized intelligence is transforming the landscape of artificial intelligence. This paradigm shift centers on multi-agent AI, where autonomous agents communicate to achieve complex objectives. Unlike centralized AI, which relies on a single powerful entity, decentralized intelligence decouples decision-making power across a n