Dynamo is bound to the current document, and we don’t have any near-term plans to change this behavior. We do have this card on the roadmap that you vote for and share your thoughts if it’s of interest to you.
Despite the 1:1 relationship, there are still ways to run a graph in a batch fashion, for example with Civil 3D’s Batch Save Utility as discussed here: