Abstract Current artificial intelligence (AI) approaches to handle geographic information (GI) reveal a fatal blindness for the practices of exactly those sciences whose methodological agendas are taken over with earth-shattering speed. At same time, there is an apparent inability remove human from loop, despite repeated efforts. Even though no question that deep learning has large potential, e...