Notes on AI, data, and the practical work of mission-driven organizations — what we're learning as we build.
Official datasets miss what's on the ground. A look at how we added community-sourced sites to a citywide map — and kept them out of the statistics.
AI & securityZero-retention tiers, least privilege, human-in-the-loop. The specific choices that keep donor and client data out of a training set.
PracticeWhy the first AI tool a nonprofit builds should be low-stakes and obvious — and how that earns the trust to do the harder work later.
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