800 million detailed captions generated by GPT-4.1 allowed Microsoft Research to build Lens, a 3.8 billion parameter image generator. This model matches larger competitors on benchmarks despite a smaller footprint and lower training cost. The project proves high-quality synthetic labels outperform raw scale. Code and weights are now open-source for developers.