Artificial intelligence (AI) has quickly become woven into our daily lives, fueling everything from recommendations to complex 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, ignites significant concerns about accountability, fairness,