If you likes those shapes you may like this one: The Gomboc.
it's a shape with just
one point of equilibrium. No matter what side you put it down on, it will always, always return to its rest point, with no added weights or tricks.
If the video went on long enough it would stop rocking, and it would always come back to that point even if it were turned upside down, placed on its side, on its end etc.