Multi-agent artificial intelligence (AI) is revolutionizing our capacity to tackle demanding tasks by enabling independent agents to collaborate. These intelligent entities can concentrate on distinct aspects of a problem, leveraging their aggregate knowledge and assets to achieve enhanced results. This paradigm shift in AI offers unprecedented op