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