Multi-agent artificial intelligence (AI) is revolutionizing our capacity to tackle demanding tasks by facilitating self-governing agents to coordinate. These intelligent entities can specialize on distinct aspects of a problem, leveraging their aggregate knowledge and capabilities to achieve optimal results. This paradigm shift in AI offers remark