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