The Australian term "fair dinkum" means genuine or true. If someone is fair dinkum, it means they are honest, and there's no deception in them. What you see is what they are really like.
If presented as a question, such as "Are you fair dinkum?" or just "Fair dinkum?" it means "Is that really true?" or "Are you serious?"