If you are loading the posts and pagination via ajax, then your pagination links need have listeners attached to them that make ajax calls of their own. Right now, it appears you are loading normal pagination links, and that's not how your page is designed to work.
Three steps:
EDIT: On second thought, you don't need step two as you can probably attach your event and gather the page information from the links as they are.