Multi-agent artificial intelligence (AI) is revolutionizing our capacity to tackle intricate tasks by facilitating autonomous agents to coordinate. These intelligent entities can concentrate on particular aspects of a problem, leveraging their aggregate knowledge and capabilities to achieve superior results. This paradigm shift in AI offers unprec