Question: do i launch skse or skyrim?
Answer: SKSE is required for some 3rd party mods to function. It will usually indicate on the mod's download page whether SKSE is required (at least on sites like Nexus.) ... However, if you want to play with your 3rd party mods, you will need to continue running SKSE as your method of launching Skyrim.