http://www.imperial-library.info/content/source-chaos.

My own conclusion is they are a guild that followed Jagar Tharn's magic, and the Umbra'keth was made from the "Source of Chaos." Their obsession was to free Tamriel from the Empire with the Umbra'keth, and then they become a little more like the Mythic Dawn from there on.