This chapter explores the concept of responsible scaling policies for AI systems, including forecasting capabilities, conducting tests during training, and addressing unexpected capabilities. It also discusses the authority and role of the OpenAI board in governing the company and ensuring its profitability benefits humanity. The chapter debates the safety of closed source and open source approaches, emphasizing the need for rigorous testing and involvement of the board or government in releasing AI models.