Google AI Research introduces a mechanism design framework to create synthetic datasets based on first principles. This approach replaces random generation with structured reasoning to ensure data quality. It targets the scarcity of high-quality human data. Practitioners can now generate more reliable training sets for complex reasoning tasks without relying on flawed human labels.