Yes, you have missed both stamp duty and CGT. I think the quote is incorrect.
Stamp duty would apply in most states (maybe not in VIC), but CGT would also probably apply - but I am no tax expert so may be wrong. CGT event A1 I think would apply.
You may recall reading about the trust...