#ai-testing

Reading five good-looking outputs isn't evaluation, it's a guess with extra steps. Real metrics, golden datasets, LLM-as-judge, and a CI/CD gate that actually works.

AI hallucinations aren't a bug you can patch, they're built into how generative AI works. Here's why they happen, what they cost, and the concrete techniques that reduce the risk.