The past is not gone (not necessarily gone) - yet neither is the entirety of everything that ever happened locked forever into reality.
The past is taken-up into creation eternally -- yet not all of the past. (That would indeed be a curse!)
This is because of death and resurrection (both):
Death is the end of that which is evil or worthless; resurrection is the eternal life of all that is Good: all that is of-Love.