Early on it was explaining to our oldest how fragile babies are. Even a two year old is pretty strong and can easily hurt a baby. At 4 and 2 now the 2 year old is way beefier than my 4 year old and beats the shit out of him all the time.
Biggest piece of advice. If you have to go anywhere, now...