They can’t defeat them, but they can destroy significant portions of them.
North Korea could reduce Seoul to a smoking wreck with their artillery. North Korea has a very large standing army, and even if their military is too outdated to match the south, they always have those nuclear weapons. They may not be able to hit Austin, but they sure as hell can hit South Korea.