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