Why do 100 layers perform better than ten? This presentation pulls back the curtain on the "hidden" layers of AI. We will live-trace the journey of a single data point as it moves through forward passes, loss evaluations, and the "blame-game" of backpropagation. We’ll explore why the Transformers of today are evolving into the self-correcting agents of tomorrow.