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