Multi-agent artificial intelligence (AI) is revolutionizing our capacity to tackle complex tasks by facilitating self-governing agents to coordinate. These intelligent entities can specialize on distinct aspects of a problem, leveraging their aggregate knowledge and assets to achieve optimal results. This paradigm shift in AI offers unprecedented