Multi-agent artificial intelligence (AI) is revolutionizing our ability to tackle demanding tasks by facilitating autonomous agents to collaborate. These intelligent entities can concentrate on distinct aspects of a problem, leveraging their aggregate knowledge and strengths to achieve optimal results. This paradigm shift in AI offers extraordinar