I have one of those seats also. I always had minimal concern about it breaking on me, I always sit on mine with the looped bars to the back. If it breaks then you go forward, not over backward.
Recently though after watching my brother (considerably heavier than me) sit on mine, I added two all-thread supports under the seat. Even with me it is considerably stiffer than before.