A roadmap and tracker for mastering Applied AI Engineering. Focuses on moving from "API Wrapper" to Model Builder. Covers Fine-tuning, Evaluation, and Local Inference. Features polyglot tips for PHP/Java/Node/C# devs bridging the gap to Python.