Someone may still be blurred because the connection has not developed enough yet, or because the reveal process has not been completed.
This can happen if:
The blur is there to support the conversation-first experience. Take your time and focus on getting to know the person.
If you think the blur is not updating correctly, try refreshing the app or checking your internet connection.