LLMs make it vastly easier to work on unfamiliar code bases
A team unfamiliar with a code base demoed asking questions to an LLM about it. The answers genuinely excited some. But anyone who had spent a short time in the code base knew the answers were wrong. Oh well.
I've used a variety of LLMs to ask questions about probably dozens of unfamiliar code bases many of which are very complicated technically.
At this point I think LLMs are indispensable to understanding unfamiliar code bases. Nearly always much better than documentation and search engines combined.