This is a collection of papers/discussions on Distributed Systems Theory that seems to be a pretty good starting point for understanding. http://the-paper-trail.org/blog/distributed-systems-theory-for-the-distributed-systems-engineer/
It focuses on "bridge" material to help people get a general understanding of the problem space. I haven't dug deeply into this, but reading through the overview it looks pretty good. John =:->
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