[another_twist]

You can keep burning tokens until it complies. Thats what I do and I get good results. I do often have to spend a day just thinking through the prompt, but then again coding rarely was the bottleneck. But AI is very good at doing a refactor as well, tedious stuff like constructor juggling. Thing is code is to be written for humans first, no matter if the author is human or AI.

[palmotea]

> You can keep burning tokens until it complies. Thats what I do and I get good results.

Like "it compiles" is literally the lowest bar, not "good results."

[another_twist]

Depends on the language and the way code is written. Actually if you can run the code locally, getting things to compile is a bottleneck in Java especially for constructor juggling. Once code compiles, iterations do the rest. Iterations are better done by hand I think, we can get feedback on the code while keeping things fresh in our heads. For critical stuff where coding = thinking, its just faster to code.