Multi-agent artificial intelligence (AI) is revolutionizing our capacity to tackle demanding tasks by empowering autonomous agents to interoperate. These intelligent entities can focus on specific aspects of a problem, leveraging their collective knowledge and capabilities to achieve optimal results. This paradigm shift in AI offers unprecedented