If you are left with just the GC the only thing to do really is to restart the game. With a different villager left you could play on hoping for a miracle in the form of an event bringing a Barrel o' Babies or similar. However, events don't happen unless you've at least one adult villager. Since the GC is always five years old, you'll never get an event.
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To err is human; to arr is pirate.