> it should be as concise as possible

What’s more concise than code? From my experience, by the time I’ve gotten an English with code description accurate enough for an agent I could have done it myself. Typing isn’t a hard part.

LLMs/agents have many other uses, but if you’re not offloading your thinking you’re not really going any faster wrt letting them write code via a prompt.

I find it quite interesting; there seems to be a set of AI enthusiasts who heavily offload thinking onto the LLM. There has to be difference in how they function, as I find as soon as I drift into letting the LLM think for me, productivity plummets.