Multi-agent artificial intelligence (AI) is revolutionizing our skill to tackle intricate tasks by empowering independent agents to collaborate. These intelligent entities can specialize on specific aspects of a problem, leveraging their aggregate knowledge and capabilities to achieve optimal results. This paradigm shift in AI offers unprecedented