The realm of deep intelligence (AI) often feels like a mysterious black box. We observe its impressive capabilities, from generating text to processing images, yet the inner workings remain largely obscure. This lack of transparency can be both captivating and alarming. To truly utilize the power of AI, we must strive to illuminate its complexities