EPDM Liquid roof starting to get shallow cracks.

I think your first mistake was painting liquid roof over a sound rubber roof. Now your stuck with a real mess. You might consider stripping everything back to bare wood and have a spray on coating applied. I see one of the high end fifth wheel builders is offering rhinos coating as an option. There are at least two threads on this subject in the recent past on here.