Traditional unit tests fail for probabilistic LLMs. We break down the modern toolkit for automated quality evaluation, from heuristic safety nets to LLM-as-judge grading. Learn how to catch hallucinations, manage bias, and build a manufacturing line for intelligence that actually scales.