Artificial intelligence (AI) has rapidly become woven into our daily lives, driving everything from recommendations to advanced medical diagnoses. Yet, the inner workings of these AI systems remain largely a mystery. This lack of transparency, often referred to as the "black box" problem, raises significant concerns about accountability, fairness,