EcosystemSUMMIT & RESEARCH
Evidence library / The Reality of AI: Adoption, Capacity, and Change Management
AI for development · SELECTED MOMENT · 0:43

CARE argues for redundancies so system failures impose burdens on the organisation rather than communities.

Speaker
Emily JanochAssociate Vice President for Evidence and Learning · CARELinkedIn ↗
Speaker turns in this passage

Select a time to jump to that part of the passage. Speaker changes are approximate.

Emily JanochAssociate Vice President for Evidence and Learning · CARELinkedIn ↗

CARE argues for redundancies so system failures impose burdens on the organisation rather than communities.

View citation

Attributed contributors: Emily Janoch. “CARE argues for redundancies so system failures impose burdens on the organisation rather than communities..” The Reality of AI: Adoption, Capacity, and Change Management. ECOSYSTEM Summit, Barcelona, 16 September 2026. Session time 13:13–13:56. https://cs-ecosystem.commonshare.workers.dev/evidence/E-48e66542e65a

Interpretation and context.

Analyst synthesis. The recording establishes that a claim was made. It does not independently establish the claimed effect.

normative practice

CARE argues for redundancies so system failures impose burdens on the organisation rather than communities.

Contributors
Emily JanochAssociate Vice President for Evidence and Learning · CARELinkedIn ↗

Proposed mechanism: Design fallback capacity around who bears failure costs.

Limit: Redundancy has costs under funding constraints.

unequal harmsreliabilityaccountability

Where it connects.

Explore the linked codes above to compare related passages.