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