> There seems a fair enthusiasm in the UI of these to hide code from coders. Like the prompt interaction is the true source and the actual code is some sort of annoying intermediate runtime inconvenience to cover up.

I've finally started getting into AI with a coding harness but I've take the opposite approach. usually I have the structure of my code in my mind already and talk to the prompt like I'm pairing with it. while its generating the code, I'm telling it the structure of the code and individual functions. its sped me up quite a lot while I still operate at the level of the code itself. the final output ends up looking like code I'd write minus syntax errors.

This is the way to do it if you're a serious developer, you use the AI coding agent as a tool, guiding it with your experience. Telling a coding agent "build me an app" is great, but you get garbage. Telling an agent "I've stubbed out the data model and flow in the provided files, fill in the TODOs for me" allows you the control over structure that AI lacks. The code in the functions can usually be tweaked yourself to suit your style. They're also helpful for processing 20 different specs, docs, and RFCs together to help you design certain code flows, but you still have to understand how things work to get something decent.

Note that I program in Go, so there is only really 1 way to do anything, and it's super explicit how to do things, so AI is a true help there. If I were using Python, I might have a different opinion, since there are 27 ways to do anything. The AI is good at Go, but I haven't explored outside of that ecosystem yet with coding assistance.

My workflow is quite similar. I try to write my prompts and supporting documentation in a way that it feels like the LLM is just writing what is in my mind.

When im in implementation sessions i try to not let the llm do any decision making at all, just faster writing. This is way better than manually typing and my crippling RSI has been slowly getting better with the use of voice tools and so on.