Could you elaborate your explanation about point no 7?
For example, if the acceptance rate at stage m is x, how do you use this to scale the proposal and n_steps of stage m+1? In addition, I see that there is a tuning interval is set to 10, so do you scale the proposal every tuning interval steps within each stage?