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