Artificial intelligence (AI) has quickly become embedded into our daily lives, fueling everything from click here advice 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, ignites significant concerns about accountability, fair