How we develop knowledge
We begin with an understandable need, read original sources and develop local examples and templates. We state what remains untested and prefer small correctable trials to broad promises. AI assists preparation; DJAIRI retains responsibility for review and publication.
How reuse is described
- Original work informed by sources: our text, example and template, with a reference for the source idea.
- Summary: a faithful account of source ideas and limits, not our claimed findings.
- Translation or adaptation: identify the original, reuse type and suitable permission before publishing derived material.
- Field documentation: describe visible or verified evidence, without attaching unmeasured results to photographs.
- Proposed design or hypothetical example: label it clearly rather than presenting an implemented trial.
References used here
Stanford HAI informs the human and educational orientation; Essex the focus on welfare; Humanitarian AI Advisory responsible use-case exploration; UNESCO the historical water context; and our repository the proposed project context. A citation does not indicate collaboration.
Further reading and listening
Humanitarian AI Today is a discussion channel for humanitarian AI applications. It is listed for further listening only; no episode or trial finding was reproduced in this release.
Updates and corrections
This release is version 1.0 dated 7 October 2026. An editor reviews links and examples quarterly and before citing tool prices or launching a trial. Each material should show its revision date and a correction note for substantive changes. Use Contact for feedback without sensitive data. This review plan applies to these materials and does not replace other site policies.
International programme examples
Khanmigo illustrates guided learning; SEPAL illustrates land and restoration monitoring; Magic Box illustrates using data for community needs. These are provider programme descriptions, not independent trial findings or proof of our local designs.
Last reviewed: 7 October 2026 · Version 1.0
Sources and scope of reuse
- Khan Academy — Khanmigo
- FAO — SEPAL Overview
- UNICEF — Data science and artificial intelligence — Magic Box
- Stanford HAI — About
- HCAI–Essex Lab
- Humanitarian AI Advisory — Home
- Humanitarian AI Today
- UNESCO World Heritage Centre — Umm Al-Jimāl
- DJAIRI — Reviving Umm Al-Jimal’s Water Wisdom — Project overview
Sources accessed 7 October 2026. Publication dates are not stated on the overview pages and are not inferred. Text, examples, templates and diagrams are original DJAIRI work. Links support the specific ideas identified above; they do not imply partnership or endorsement. Third-party images and extended passages are not reproduced.
