>One philosophy thinks AI should be central > The other philosophy thinks AI should be local

I suspect is usually a mixture. For example Google Translate runs locally if you download a language pair, yet the training is not local. Google Gboard Swipe runs locally: in airplane mode I just added a new word to the dictionary and swipe recognised it, also contact names. However Google sends swipe information to a central location to improve the service...