"they say this every month" But I think the commenter is saying "they" comprises many different people, and they can each honestly say, at different times, "LLMs just started working". I had been loving LLMs for solving NLP since they came out, and playing with them all the time, but in my field I've only found them to improve productivity earlier this year (gemini 2.5).