Multi-agent artificial intelligence (AI) is revolutionizing our capacity to tackle demanding tasks by enabling self-governing agents to collaborate. These intelligent entities can focus on specific aspects of a problem, leveraging their collective knowledge and assets to achieve enhanced results. This paradigm shift in AI offers unprecedented oppo