The field of artificial distributed ai systems intelligence is undergoing a significant transformation , with multi-agent AI emerging as a key area of investigation. Rather than a single, monolithic AI, this groundbreaking approach involves multiple AI agents, each possessing its own functionalities, that collaborate to solve complex challenges . T