One interesting possibility I've seen discussed[0] is enhancing the static analysis tools to find bug shapes that LLMs originally discover. There's no doubt static analysis tools are faster and cheaper, so they scale better to huge codebases and may allow generalizing the LLM's methods.

[0] https://lwn.net/Articles/1068968/