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Guess I'll answer my own question, in part.

Seems like rostopic requires loading python modules, and so makes use of the things in PYTHONPATH. Whereas rosmsg somehow uses the SOURCE CODE, and so makes use of things in ROS_PACKAGE_PATH

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