In the top right corner of each tweet in your feed is now a little arrow to click, which expands the profile of the person who sent the tweet over your own existingprofile on the right.
If you do not have any friends that would be interested in recommending good reads do not worry, there are plenty of recommendations from existing site users available on your profile page.