> Reliably constructing 10k bug free lines is probably the least successful.

You imperatively need to try Claude Code, because it absolutely does that.

I have seen many people try to use Claude Code and get LOTS of bugs. Show me any > 10k project you have made with it and I will put the effort in to find one bug free of charge.