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Except that trees are by definition graphs with specific conditions on direction and cycles.

Perhaps it is those very conditions which make trees less useful than they at first appear.

I would argue that its those restrictions that make trees a useful simplification, but also a simplification

In general yes, but in certain case they force you to simplify in a way that's later painful.