The realm of machine intelligence (AI) often feels like a mysterious black box. We perceive its impressive capabilities, from creating text to analyzing 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 illuminate its complexi