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Practice2026.09.22Jisc Artificial Intelligence team

Notice, Judge, Redesign: Working Through the AI Productivity Dip

Summary

Jisc proposes noticing unproductive interactions, judging what AI can reliably handle, and redesigning workflows. Institutions should allocate learning time; a useful outcome may be recognizing when not to use AI.

Jisc proposes noticing unproductive interactions, judging what AI can reliably handle, and redesigning workflows. Institutions should allocate learning time; a useful outcome may be recognizing when not to use AI.

Sources & reading record

Jisc Artificial Intelligence team ↗
Official blog article read. Some Jisc main-site URLs returned 502 during verification; this blog entry was readable. A local link recheck on 7 October 2026 returned HTTP 403; earlier research-reader access succeeded. Access differs by route.