Multi-agent artificial intelligence (AI) is revolutionizing our skill to tackle demanding tasks by empowering self-governing agents to interoperate. These intelligent entities can concentrate on distinct aspects of a problem, leveraging their aggregate knowledge and assets to achieve superior results. This paradigm shift in AI offers unprecedented