Funny enough I find LLMs useful for fixing the "death of a program" issue. I was consulting on a project built offshore where all the knowledge / context was gone, and it basically allowed me to have an AI version of the previous team that I could ask questions of.

I could ask questions about how things were done, have it theorize about why, etc.

Obviously it's not perfect, but that's fine, humans aren't perfect either.