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