Combine sugar, arrowroot powder and cocoa in a medium saucepan. Whisk well and add milk.
Bring to a boil over medium high heat and cook until thick and bubbly, about 1 minute.
Reduce heat to low and stir in chocolate and peanut butter. Stir until smooth and immediately remove from heat. Divide among 6 bowls. Allow to set and serve.