Ancaire, you are definitely not to blame, we ALL could be better spouses. And for what its worth, I wouldn't work on getting the kids to forgive him, let them resolve it on their own times in their own ways. You are not responsible for their relationship with their father. I am learning this in family therapy, and my children are a lot younger than yours. Let them work it out or not in their own way.
