The octahedral skeleton is three intersecting squares (the same size as the cube surfaces).
The cube skeleton is two rectangles whose short edge is the same as the edge of the cube, and whose long edge is the diagonal through a square. In this instance the midpoints of each square surface are indicated and joined with blue lines, creating an octahedron!