First time reaching the final interview round

Hi everyone, I have a final interview coming up and it’s my first time reaching this stage, so I would really appreciate some advice. The interview will be about 1 hour long with the Director and the Manager of the team. I graduated last April and have been actively job searching since then, so making it to the final round feels like a big step for me. The recruiter shared a few preparation tips in their email, but I still want to make sure I prepare as well as possible. For those who have gone through final interviews or for any hiring managers here: • What kinds of questions should I expect in a final round? • What usually makes a candidate stand out at this stage? • Is there anything you wish candidates prepared better for? Any advice or experiences would really help. Thank you!