Multi-agent artificial intelligence (AI) is revolutionizing our skill to tackle intricate tasks by facilitating self-governing agents to collaborate. These intelligent entities can specialize on specific aspects of a problem, leveraging their collective knowledge and strengths to achieve optimal results. This paradigm shift in AI offers remarkable