Multi-agent artificial intelligence (AI) is revolutionizing our ability to tackle demanding tasks by enabling independent agents to collaborate. These intelligent entities can specialize on distinct aspects of a problem, leveraging their collective knowledge and strengths to achieve enhanced results. This paradigm shift in AI offers unprecedented