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