Multi-agent artificial intelligence (AI) is revolutionizing our ability to tackle intricate tasks by facilitating independent agents to collaborate. 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 extraordinar