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