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EmergingHuman Life, Work & Society1–3 years
Academic integrity will shift toward process evidence
When polished text can be generated easily, assessment increasingly needs to reveal reasoning, sources, revision and oral understanding.
United Nations Educational, Scientific and Cultural Organization2 September 2025Reviewed 26 July 2026
FUURAA original conceptual visualWhat the evidence indicates
A concise reading of the source
When polished text can be generated easily, assessment increasingly needs to reveal reasoning, sources, revision and oral understanding.
FUURAA interpretation
Why this could matter
Education can evaluate learning more directly instead of relying only on the final artefact.
How to read this signal
A direction still taking shape
Multiple developments point in this direction, but timing, adoption and outcomes remain open.
