Multi-agent artificial intelligence (AI) is revolutionizing our capacity to tackle complex tasks by empowering autonomous agents to interoperate. These intelligent entities can concentrate on particular aspects of a problem, leveraging their aggregate knowledge and assets to achieve optimal results. This paradigm shift in AI offers unprecedented p