OK, we don't actually get to recognize the shape of the new moon with a naked eye because it's dark against the sky. It's still hot enough for some time to be visible in IR pretty well.

The point is that the lit part of the Moon moves widely, while the far / near sides don't due to the tidal lock. Hence they can't be used interchangeably.