Key Heist Questions (UPDATED)

I’ve been reading about the purported GCHQ theft of SIM card keys. The more I read, the more I’m confused as to what was stolen and why.

UPDATE: Here is a better document describing what was stolen. It appears to be large volumes of the K_i, not any master key or other keys.