Ease Between Posts

I would like to add navigation for my loop, so that you can click a button or press up or down keys to scroll to each post. To reiterate: this is intended to navigate only through the posts on the blog page.

Example of this:

http://www.aisleone.net/

If you press the down key, you magically scroll to the next post.

Any ideas?

Best,

P