Can You Trust an AI to Grade Your AI?

Many teams use one AI model to grade another one's answers, and then let that grade decide what ships. Almost nobody checks whether the grader itself can be trusted. This is what it took, on a real production system, to make the grader reliable enough that a failing score is allowed to stop a release.