Katara came from the future once. I have a feeling it's nothing like yours. And before Toph vanished last time, she came from a future where she grew up in Luceti. Frankly, I don't find the Malnosso's idea of what our futures are like to be very reliable. Especially when there are so many variables that can alter the outcome of events.