The burgeoning field of artificial intelligence offers a tantalizing puzzle: how do we interpret the inner workings of these complex algorithms? As AI systems evolve at an unprecedented rate, deciphering their secrets becomes increasingly important. This journey involves a multidisciplinary approach, blending insights from computer science, philoso