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Essays articles
Essays
Could This Harm Someone? A Build Checklist for High-Stakes AI
I build AI for people in crisis. This is the first question I ask, and the five practices that turn it into gates that can actually kill a feature.
EssaysThe 7% Problem: Why Nonprofit AI Stalls at "Faster Drafts"
92% of nonprofits use AI. Only 7% got more capable. The gap is not a tools problem, it is a workflow problem, and it is the most important number in the sector.
EssaysThe Anthropologist's Advantage in Social-Sector AI
Most software for vulnerable people is built by teams who never sat with them. Fieldwork-first design is a real advantage and a real form of risk reduction.