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 specific aspects of a problem, leveraging their aggregate knowledge and assets to achieve superior results. This paradigm shift in AI offers extraordinary