This is an interesting and adventurous use of the filtered item list. I like it! :-)
I think the 503 suggests that the system was struggling with that big list - especially when it isn't filtered/paginated.
I would do a couple of things in the Filtered Item List settings to speed that page up:
With those you should find that the page runs nice and fast!
Thanks
Joe