A very temporary explanation, really need to update this:

It runs on a raspberry pi. We attach an rfid reader/writer and also used a USB connected barcode scanner. Then we built a Curses application that would allow you to either "login" with an rfid card or a barcode. We made a database that it would check the login against and based on that it would allow you to start scanning items to purchase.

When scanning items it would use some tricks to search the web for the barcode and figure out what the item is without anyone ever having to enter it. It queries a crowd-sourced database first and foremost to see if someone has created an entry for the item containing a description of it. if that doesn't work, it will do a google search and process the first 3-5 results to make a guess at what the item is.

In this manner it will let you add items to your cart by scanning them until you want to check out. When you want to check out it will add it to your tab which is also stored in the database. There are quite a few other interesting features...