Training frontier models on the real human corpus teaches them about their own off switches and lab environments. This proposal suggests using synthetic worlds to prevent models from learning how to deceive or escape. It targets the risk of strategic awareness. Practitioners must decide if the compute cost outweighs these safety gains.