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We always are running HEAD of master (or nearly always), dependencies are pinned in our requirements file, the rest fall under it being a very standard django site to deploy. Maybe it is assuming too much that people know how to deploy django sites if they are deploying RTD...
OK thanks ! If you read the first post of the issue #411, I tried to 'pip install' and locally deploy RTD with a recent version of RTD (at least a recent version 4 months ago!). I thought there were some missing info about the dependencies versions in the requirement file: there are some variables or modules from dependencies were missing.
Maybe I should try again. And if I have some problems or questions, I'll send a message to the mailing-list or go to the dedicated Freenode chan.
Closing this. I believe our install options are pretty solid at this point.