Hello. If I may, the way I solved your problem of "you lost the prompt" and "prompts describe changes not state" is by using a technology which was actually bor

Hello. If I may, the way I solved your problem of "you lost the prompt" and "prompts describe changes not state" is by using a technology which was actually born 15 years ago: Behaviour Driven Development. I write (or make the AI write but then I review them carefully) features files with the Gherkins syntax. Then I ask the AI to implement the tets and then make them green. It works very well because they are both a description of the application and actual executable tests so they also spot regression. It's a very nice way to work with AI.