NairobiUshahidi crowdsourced crisis reports after 2007 election violence.
New tools now track rumors and hate speech in local languages across Africa.
Large language models trained mostly on English charge more per word and perform worse in Hausa, Amharic or Somali.
Early-warning systems have long flagged violence that nobody then acted to prevent.
Sources: Global Voices