You Know It When You See It—But Can the Model?
Opening — Why this matters now Vision models have become remarkably competent at recognizing things. Dogs, cars, traffic lights—no drama. The problem starts when we ask them to recognize judgment. Is this image unhealthy food? Is this visual clickbait? Is this borderline unsafe? These are not classification problems with clean edges; they are negotiations. And most existing pipelines pretend otherwise. ...