The realm of machine intelligence (AI) often feels like a enigmatic black box. We observe its astonishing capabilities, from creating text to interpreting images, yet the inner workings remain largely obscure. This lack of transparency can be both captivating and alarming. To truly leverage the power of AI, we must strive to decode its complexities