> We don't necessarily need hard separation of planning and coding, but we need a deliberate separation of experimental/explorative coding and the code that is supposed to make it into prod. AI coding does all that in the same place ...

This is a very good point. The AI speedup some PMs fantasize about is skipping planning and instead generate code directly from end user discussions, POC-ing our way into shipping.