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