After LAMS (Learner Approved motorcycles)

Aimed at Australians, but anyone really.. I'm about to do the stay upright/pre-learner. I'm early mid forties and obvs need a LAMS anyway. Once I eventually become unrestricted, can I remove the LAMS restrictions on the bike? Is this what is done or do I buy an unrestricted bike?