The realm of machine 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 unknown. This lack of transparency can be both captivating and concerning. To truly leverage the power of AI, we must strive to decode its complexities