Doesn't take much ingenuity to code up a basic pretrained TF lite model to analyze an image.
But my point is imagine if the person that did that simple TD lite model pre-training did something less... ad-related in his life.
What is the societal opportunity cost of a person not doing $this_thing_you_mentioned and applying it to just about anything else.