The burgeoning field of artificial intelligence presents a tantalizing puzzle: how do we grasp the inner workings of these sophisticated algorithms? As AI systems progress at an unprecedented rate, deciphering their secrets becomes increasingly essential. This journey demands a multidisciplinary approach, blending insights from computer science, ph