I suspect a memory leak related to video previews. I just posted something similar I noticed after implementing video previews. While running 'top' logged in via ssh, with each video preview, the free memory went down a bit and stayed down, bottoming out around 80k. Even when left idle overnight, the memory did not free up. Only rebooting the pi freed up the memory.