Epoch's Direct Approach forecasts when AI systems will be able to almost perfectly reproduce text outputs such as scientific papers, based on forecasts for how computational power used to train AI will increase, and how next word prediction performance improves with computational power. Transformative AI is defined as defined as “AI that if deployed widely, would precipitate a change comparable to the industrial revolution.”