[bsenftner]

It's the LLM that needs the upfront specs, regardless of what you'd like, at this point. If that is the case, implement a nondestructive composable system, like node based visual editors - ComfyUI for example. Change the upfront specification "node" and let the LLM cascade through that and any attached nodes creating the code (or whatever) fresh each time.