Not really my case. Found that Codebase with good code benefit more with LLM, but it's not the prerequisite.
I just rewrote 300ish advanced PostgreSQL queries to mysql queries. The process is not magical, but it will take me 1 week rather than 3 days. Now I'm on testing phase, seems promising.
The point is if we can find a work to work along with the agent, can be very productive.