“A human sign-off only makes AI-generated content trustworthy if the review itself is structured and checked by the right domain expert.”

“results can be reproduced, audited, and challenged.”

“You have to calibrate the judge against your own judgment first.”

“A software engineer or product manager specifies the problem and desired outcome. Judgment, prioritization, and taste are becoming more important for this phase.”

“This looks great, can we just ship this?”