The realm of machine intelligence (AI) often feels like a mysterious black box. We observe its impressive capabilities, from producing text to analyzing images, yet the inner workings remain largely unknown. This lack of transparency can be both captivating and concerning. To truly harness the power of AI, we must strive to unravel its complexities