Hands-on ownership across the stack: backend service and API design, a modern front-end framework ( React or equivalent), data modeling, and cloud deployment. Build and ship full-stack applications, services, and internal tools in Python , Java , Rust , C# , C++ , or TypeScript to exercise frontier model capabilities.