Multi-agent artificial intelligence (AI) is revolutionizing our capacity AI agent to tackle complex tasks by empowering independent agents to interoperate. These intelligent entities can concentrate on distinct aspects of a problem, leveraging their aggregate knowledge and capabilities to achieve optimal results. This paradigm shift in AI offers