[noisy_boy]

I still use the chatbot but like to do it outside-in. Provide what I need, and instruct it to not write any code except the api (signatures of classes, interfaces, hierarchy, essential methods etc). We keep iterating about this until it looks good - still no real code. Then I ask it to do a fresh review of the broad outline, any issues it foresees etc. Then I ask it to write some demonstrator test cases to see how ergonomic and testable the code is - we fine tune the apis but nothing is fleshed out yet. Once this is done, we are done with the most time consuming phase.

After that is basically just asking it to flesh out the layers starting from zero dependencies to arriving at the top of the castle. Even if we have any complexities within the pieces or the implementation is not exactly as per my liking, the issues are localised - I can dive in and handle it myself (most of the time, I don't need to).

I feel like this approach works very well for me having a mental model of how things are connected because the most of the time I spent was spent on that model.