EcosystemSUMMIT & RESEARCH
Evidence library / The Reality of AI: Adoption, Capacity, and Change Management
AI for development · SELECTED MOMENT · 1:21

A friendly interface can conceal wrong answers; critical review and willingness to rebuild are needed.

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Emily JanochAssociate Vice President for Evidence and Learning · CARELinkedIn ↗

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Emily JanochAssociate Vice President for Evidence and Learning · CARELinkedIn ↗

A friendly interface can conceal wrong answers; critical review and willingness to rebuild are needed.

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Attributed contributors: Emily Janoch. “A friendly interface can conceal wrong answers; critical review and willingness to rebuild are needed..” The Reality of AI: Adoption, Capacity, and Change Management. ECOSYSTEM Summit, Barcelona, 16 September 2026. Session time 18:03–19:24. https://cs-ecosystem.commonshare.workers.dev/evidence/E-1bb07870c178

Interpretation and context.

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

reported case

A friendly interface can conceal wrong answers; critical review and willingness to rebuild are needed.

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

Proposed mechanism: Test answers against purpose and participant needs rather than interface preference.

Limit: Internal example without published error rate.

reliabilityevaluationnegative case learning

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