Picture a home design app. A customer types, “Show me a modern kitchen with dark cabinets and a large center island.” An image appears in seconds. They follow up: “Make it brighter, and add natural wood accents.” The app updates the image without redrawing the whole scene, without losing the layout that was already right. […]
Tag: Image Generation
Every time a new image model ships, my first question isn’t “how pretty are the demo images.” It’s “can I actually put this in a pipeline and get consistent, controllable output.” Most image models are great at one beautiful hero shot and terrible at the boring part — generating twelve consistent product variants, or fixing […]



