AI Engineering has emerged as a distinct discipline, separate from traditional Machine Learning Engineering. While ML engineers train models from scratch, AI engineers build applications on top of foundation models. This shift fundamentally changes what you need to learn. ## 1. Understanding Foundation Models Foundation models (GPT-5.2, Claude, Gemini, Llama) are the building blocks of modern AI applications. Unlike traditional ML, where you train models from scratch, AI engineering leverages…