@collinsworth and the reliability cannot be fixed without breaking the generation. Writhing that realm LLMs are also deployed where "not very good" is considered "good enough." That is, "it's better than i can do and it's irrelevant that it's not as good as the human i can't afford to hire." Art and design are also faster to verify and avoid the worst mistakes.