This is a linkpost for https://openai.com/blog/dall-e/
My own take: Cool, not super surprising given GPT-3 and Image GPT. I look forward to seeing what a bigger version of this would do, so that we could get a sense of how much it improves with scale. I'm especially interested in the raven's progressive matrices performance.
Given that the details in generated objects are often right, you can use superresolution neural models to upscale the images to a needed size.