EcosystemSUMMIT & RESEARCH
Evidence library / Making AI Useful in Humanitarian Response
AI for development · SELECTED MOMENT · 1:11

Harnesses need continuous evaluation and cross-organisation learning; governance is harder than the technical layer.

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Harnesses need continuous evaluation and cross-organisation learning; governance is harder than the technical layer.

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“Harnesses need continuous evaluation and cross-organisation learning; governance is harder than the technical layer..” Making AI Useful in Humanitarian Response. ECOSYSTEM Summit, Barcelona, 16 September 2026. Session time 14:58–16:10. https://cs-ecosystem.commonshare.workers.dev/evidence/E-29a99e28bc00

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proposal

Harnesses need continuous evaluation and cross-organisation learning; governance is harder than the technical layer.

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Proposed mechanism: Shared learning loops avoid isolated organisational feedback.

Conditions: Continuously maintained governance.

Limit: No implemented governance arrangement evaluated.

assurance learninggovernance rulesknowledge silos

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