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From my acquittances in the State Migration Service of Azerbaijan, I've been told that you can apply with your current residence permit, the old passport and the new passport. They will exchange your current residence permit to a newer one without any fees. The validity period of the new residence permit will be the same as your current residence permit.
I've been also told that a new passport with no stamps is a very common case. So you shouldn't worry.