The realm of machine intelligence (AI) often feels like a mysterious black box. We observe its remarkable capabilities, from generating text to analyzing images, yet the inner workings remain largely obscure. This lack of transparency can be both fascinating and concerning. To truly leverage the power of AI, we must strive to illuminate its complex