Multi-agent artificial intelligence (AI) is revolutionizing our skill to tackle complex tasks by empowering self-governing agents to collaborate. These intelligent entities can concentrate on specific aspects of a problem, leveraging their aggregate knowledge and assets to achieve enhanced results. This paradigm shift in AI offers unprecedented op