Then they would be equally happy to jump to the top of the over hang, and when you are NOT there to offer a hand, they WILL go exploring.
I think it is a very expensive experiment in the making.
Totally cover the whole pen, or put up mesh floor to ceiling all the way around, then you can still enjoy the deck.