I don't understand this. Does half-life even say anything else about the probability distribution?
aren't you assuming specific distribution here?
[1] It may be a bit worse in the long run, since if many bonds break, the higher order DNA structure gets damaged and that may change the rate of decay experienced by individual bonds (?).