Have you ever encountered the very common real life situation where there's some software that works, and you have a binary for it but you either don't have the source code or it doesn't compile for whatever reason? This is the pre-LLM world. Now, do you think LLMs make this situation better or worse? You may not know what's wrong with your software or how to fix it, but unlike in the past you can throw compute at trying to figure it out, or replicating a subset of it, or even replicating all of it depending on what it is. I think LLMs are making this situation better not worse.