You need to setup the problem for the llm. If I am getting an error, I can normally piece together the 10k lines of relevant code much more quickly than I can track down the bug.
If you see an error and can't immediately Cmd+Shift+F an error code or something and jump to the exact line of code that threw the error, that's an engineering problem.
Llms are still a big speed boost there