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