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