The Canvas model has been trained entirely using synthetic data, leveraging novel synthetic data generation techniques. The team utilized distillation of outputs from the o1-preview model to fine-tune the GPT4o class model for core behaviors. This approach allowed rapid training over the course of two months without relying on human data collection. Canvas uses a distilled version of 4o, a pattern observed by Karpathy, to advance capabilities.