Beyond the API Wrapper: The New Reality of AI Engineering

The transition from traditional software development to AI Engineering requires a fundamental shift from deterministic logic to managing unpredictable, non-deterministic systems. Success in this field is no longer measured by basic API integration but by the ability to handle complex evaluation, observability, and production-scale optimization.