The secret to preventing potato patties from falling apart is in the binding agent. The binding agent can be eggs, breadcrumbs, or even cooked rice, which keeps the patties together while cooking. Another tip is to chill the patties in the refrigerator before cooking, as this helps maintain their shape during the cooking process.