This document discusses using graphical models and machine learning techniques to improve management processes for 21st century businesses. It argues that current management practices have not evolved significantly and are poorly integrated with digital systems. The document proposes designing management tools and business models based on principles of continuous learning and integration between human and machine systems. It presents examples like the machine learning canvas and Wardley mapping to help conceptualize business problems and solutions in a way that facilitates machine learning. The goal is to develop tools that allow businesses to constantly adapt and improve using data and predictive analytics.