The hook pipeline now runs in five stages: a translator turns your brief into plain speech, two generators compete, a judge picks, and an editor rewrites in the voice of the viral posts in our bank.
The stock "AI hook" phrasing is gone from the output, and the mix of angles per drop is measurably wider.