> Google says the Pixel Visual Core is designed "to handle the most challenging imaging and machine learning applications"

I suspect they hope it will be the latter rather than the former. Design models at HQ, then distribute them to be trained on each user's data on their own phone. That means you need to use less bandwidth to transfer training data and models, which leaves more available to serve ads!