I've been reading through a bit of the Android documentation, and this
seems to be perfect for developing one of my projects. But in order to
make sure, I need to get some things straight.

Android has processes (background processes being especially
interesting), life cycles, and as far as I can tell, the ability to
connect to networks. So as far as I can tell, I should be able to
build a distributed system, by having a server with my program and
some data, and then any number of G1  phones, that have downloaded and
installed another program for downloading some of the data, running
calculations on it, and uploading it back to the server.

Am I right about being able to do that, and how should I go about with
it? What things should I be careful of/look out for?

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