For the first release we just mark all messages in a conversation as read when the user views the conversation however it would be a better user experience to indicate to the user which messages were the unread ones. Perhaps even loading all unread messages first and scrolling them to the earliest of the unread.

Take a look at how Telegram treats unread messages for inspiration.