Multi-agent artificial intelligence (AI) is revolutionizing our ability to tackle demanding tasks by empowering autonomous agents to interoperate. These intelligent entities can focus on distinct aspects of a problem, leveraging their aggregate knowledge and assets to achieve enhanced results. This paradigm shift in AI offers remarkable potential