The burgeoning field of artificial intelligence offers a tantalizing puzzle: how do we interpret the inner workings of these advanced algorithms? As AI systems progress at an unprecedented rate, unlocking their secrets becomes increasingly essential. This journey involves a multidisciplinary approach, combining insights from computer science, cogni