Building Stivio (https://stivio.ai), an image to video AI generator: upload a photo, describe the motion in plain English, get an HD MP4 in 1-5 minutes. I write about shipping AI video products - queueing 60-90s generation jobs on serverless, reconciling credits, and wiring six video models behind one API.