Multi-agent artificial intelligence (AI) is revolutionizing our ability to tackle demanding tasks by empowering self-governing agents to collaborate. These intelligent entities can specialize on specific aspects of a problem, leveraging their collective knowledge and strengths to achieve superior results. This paradigm shift in AI offers extraordi