I keep saying the real advancement by LLMs isn't for professional programmers, but for every job that is programming adjacent. Every biologist writing code to do analysis. Every test engineer interfacing with test results and graphing results. (eg all the instruments from cold weather testing) Anyone that's figured out you can glue Jira to a local LLM and then have voice command Jira. Etc.