I feel it should be some kind of rule that money collected in fines should never go to the organizations responsible for setting up the fines and enforcing them. It should instead go into something completely unrelated, and preferably geographically separated or distributed.

The city wouldn't have perverse incentives around parking tickets if all the money from them went straight into national healthcare budget, or foreign aid.