Stop Letting Pretty Demos Bankrupt Your Image Pipeline: The Mistakes That Always Cost Time and Money

I see this everywhere, and it's almost always wrong: a team picks an image model because a single demo looked gorgeous, they bolt it into a pipeline, and three months later they are elbow-deep in quality complaints, runaway inference costs, ...