They surely can detect it, but what are they going to do after detecting it? Loop the last job with a different seed and hope that the model doesn't lie through

They surely can detect it, but what are they going to do after detecting it? Loop the last job with a different seed and hope that the model doesn't lie through its teeth? They won't be doing it because the model will gladly generate you a fake source on the next retry too.