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