Mage-Flow is a pair of small models that share one brain. The generation side turns a text prompt into an image at any size from 512 to 2048 pixels and any aspect ratio, including extreme banner shapes, without cropping tricks. The editing side takes an existing image plus a written instruction: replace the background, restyle the whole frame, restore a damaged photo, or combine sources, as in "blend the object from image 2 into image 1". Both sides render readable text inside images, in English and Chinese.
What makes it worth a look is the size. Editing at this quality has meant models five to eight times larger; on published editing tests Mage-Flow matches or beats the well-known 20B editors while running in 18 to 20GB of GPU memory. The Turbo variants cut generation to four steps, which lands around half a second per image on a data-center card, fast enough to iterate on prompts like you iterate on sentences.