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