The emergence of decentralized intelligence is transforming the landscape of artificial learning. This paradigm shift pivots on multi-agent AI, where independent agents communicate to accomplish complex goals. Unlike centralized AI, which relies on a single powerful system, decentralized intelligence decouples decision-making power across a network