Multi-agent artificial intelligence (AI) is revolutionizing our skill to tackle intricate tasks by empowering independent agents to interoperate. These intelligent entities can specialize on specific aspects of a problem, leveraging their combined knowledge and capabilities to achieve superior results. This paradigm shift in AI offers unprecedente