Give them a rope and let them hang themselves (metaphorically speaking).

Ask open ended questions and see how they handle themselves. Deliberately ask questions you think that they may not be able to answer in order to test both their integrity and explore how they would deal with leaving their comfort zone.

You don't have to be mean about it, after all you are doing the same for everyone including current team members who have been taken on.