The rapid advancement of artificial intelligence (AI) presents a myriad of opportunities but also poses significant ethical challenges. As we design increasingly sophisticated AI systems, it is crucial to meticulously consider the potential consequences on individuals and society as a whole. Fairness in AI development and deployment is paramount to