Did you post this on HN before? It's still jarring how new items fly in from the top left. It's also constantly loading items, which is annoying.
Otherwise, looks pretty cool. You should also take a look at other fashion sites for the "Quick Look" interaction (using mouseover or some other light interaction to provide more ui/information/larger image, vs opening a new page), which would be pretty great on a purely visual site like this.