I am listening to convex optimization lectures and I hear that dual cone of a $L^1$ norm cone is a $L^{\infty}$ norm cone. Can anybody please explain how? I understand that every point in the dual cone must have an non-negative inner product with any point in its corresponding cone.
How does that bring a diamond shaped $L^1$ norm to a square shaped $L^{\infty}$ norm?