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