That means an inflation adjusted doubling every 12 year.
It also means that if you manage to live on e.g 1% of the wealth annually, your wealth will double(inflation adjusted) every 15 year.
So yeah, as long as you don't get too many children (branching factor not more than 4) you 'just' need to get filthy rich, and none of your descendants ever need working.