Stand the octahedron up on one corner as we did before. Four faces are turned upward to the sky and for faces are slanted down. Now place a dot in the center of each face. Connect the four dots on top in a square, since those four faces form a ring. Similarly connect the bottom four dots in a square. Finally connect each top dot to its dot below. You have drawn a cube. Each face of the cube contains a vertex from the octahedron, just as each corner of the cube sits in the middle of a face of the octahedron. As an exercise, draw the dual of the cube, placing a vertex in the middle of each square face, and get the octahedron back again.
The dodecahedron and icosahedron are dual, and the tetrahedron is its own dual.