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