It could be a number of things, What kid of set up/temperature do they have? Maybe its not quite right for them, I can take a look if you post some pics.
Even though they have typical sasayama belly pattens, without knowing their exact origins they could still be different races. Were they bought from the same place at the same time? It could be that different C. pyrrhogaster races can't hybridise, but I'm not sure.
It could even be that they have bred and they have eaten their own eggs as they are laying them, that does happen sometimes! Did the male come into breeding condition at any point? They are normally a very easy species to breed, so maybe they have been settling in? Maybe they will naturally come into breeding condition in the autumn like mine do.