> AI coders, as currently implemented, don't have a design-level representation of what they're doing other than the prompt history and the code itself.

That new design-level representation will be code.

It will need to be code, because prompts, while dense, are not nearly deterministic enough.

It will need to be much higher level code, because current code, while deterministic, is not nearly dense enough.