Description: The academy generator is now a staple for actuarial practice. Initially confined to regulatory reserving, increasingly companies are using the AAA/SoA generator for a wider and wider range of applications which in some cases may be at the limits of what it was designed for. How is the AAA/SoA generator being applied in reserving, risk management and variable annuity lines of business? What are some of the challenges actuaries face in using this framework and what are the options for addressing them.