Completely agree with you. I was working on the front-end of an application and I prompted Claude the following: "The endpoint /foo/bar is returning the json below ##json goes here##, show this as cards inside the component FooBaz following the existing design system".

In less than 5 minutes Claude created code that: - encapsulated the api call - modeled the api response using Typescript - created a re-usable and responsive ui component for the card (including a load state) - included it in the right part of the page

Even if I typed at 200wpm I couldn't produce that much code from such a simple prompt.

I also had similar experiences/gains refactoring back-end code.

This being said, there are cases in which writing the code yourself is faster than writing a detailed enough prompt, BUT those cases are becoming exception with new LLM iteration. I noticed that after the jump from Claude 3.7 to Claude 4 my prompts can be way less technical.