Multi-agent artificial intelligence (AI) is revolutionizing our ability to tackle demanding tasks by facilitating independent agents to interoperate. These intelligent entities can concentrate on particular aspects of a problem, leveraging their combined knowledge and capabilities to achieve enhanced results. This paradigm shift in AI offers unpre