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