The burgeoning field of artificial intelligence offers a tantalizing puzzle: how do we comprehend the inner workings of these advanced algorithms? As AI systems develop at an unprecedented rate, deciphering their secrets becomes increasingly important. This journey requires a multidisciplinary approach, combining insights from computer science, phi