Multi-agent artificial intelligence (AI) is revolutionizing our capacity to tackle demanding tasks by facilitating self-governing agents to coordinate. These intelligent entities can focus on particular aspects of a problem, leveraging their combined knowledge and strengths to achieve superior resul