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