If the rocks are coming free, I'd suggest sort of "grouting" with silicone. Perhaps a mix of silicone and sand. Really pack it in, one small area at a time, then wipe back to expose the tops of the pebbles. It should provide more stability. Of course, it'll take a spell to dry, but nothing good happens fast in this hobby.