Multi-agent artificial intelligence (AI) is revolutionizing our capacity to tackle demanding tasks by enabling independent agents to coordinate. These intelligent entities can focus on distinct aspects of a problem, leveraging their combined knowledge and strengths to achieve optimal results. This