"Hath go" is an outdated phrase that is rarely used in modern English. However, if we consider its individual words, we can find some antonyms for them.
The word "hath" is a form of the verb "have," which means to possess or own something. Its antonym can be "lack," which means not to have or be without something.
The word "go" means to move from one place to another. Its antonym can be "stay," which means to remain in one place.
Therefore, the antonyms for "hath go" can be "lack stay," which means not to have something and remain in one place or "have move," which means to possess something and to move from one place to another.