App version: alpha-2016-02-12 on Samsung GT-I8190 (Galaxy S3 mini)
When there is a link to a non-existing page, the link is shown in blue as if the page would exist. When clicking on that link, you get a 404 notification, see screenshots:
This is what you get when you click on that link
As a comparison, this is how it looks in the normal browser.