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