Not as a harper, but as a martial artist, I can tell you that I’m intimately acquainted with blisters. The only real treatment I know of for blisters is time.
For future reference, if you are performing a song with lots of glissandos, there are cork and felt picks you can buy so as not to destroy your fingers.