Multi-agent artificial intelligence (AI) is revolutionizing our ability to tackle demanding tasks by enabling self-governing agents to collaborate. These intelligent entities can focus on particular aspects of a problem, leveraging their aggregate knowledge and capabilities to achieve superior resul