The Explanation Layer is the Attack Surface

Human-in-the-loop oversight frameworks routinely fail because explanation layers trained on human preferences optimize for felt understanding rather than actual comprehension. Transition from self-reported reviewer sign-offs to fresh, automated counterfactual comprehension checks for high-leverage decisions.