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ForecastIndustry, Economy & Capital1–3 years
Assessment must adapt to ubiquitous AI
When general-purpose AI is readily available outside institutional control, take-home output alone becomes weaker evidence of individual capability. Assessment will shift toward process, oral defence and authentic performance.
Organisation for Economic Co-operation and Development19 January 2026Reviewed 26 July 2026
FUURAA original conceptual visualWhat the evidence indicates
A concise reading of the source
When general-purpose AI is readily available outside institutional control, take-home output alone becomes weaker evidence of individual capability. Assessment will shift toward process, oral defence and authentic performance.
FUURAA interpretation
Why this could matter
Schools should redesign evidence of learning rather than rely only on detection.
How to read this signal
A forward-looking synthesis, not a prediction of certainty
FUURAA has combined evidence with long-range reasoning. Readers should treat it as a question to examine, not as a statement of future fact.
