How to Build a Self-Evaluating AI System: Automated Testing and Evaluation Pipelines for LLM Applications

So you shipped your AI feature and it works in demos. Your team is impressed. Then a user asks a question slightly outside your test cases and the model confidently returns something completely wrong. The truth about building with Large Language Models is that traditional software testing falls apart. You can't write a simple assert output...