Understanding the Dual Polytope for Hull Simplification

I wrote a short post about convex hull building and dual polytopes. Dual polytopes are one of those things I understand and then inevitably forget the details of a few months later, so I mostly wrote this as a reference for myself. Hopefully someone else finds it useful too.