Talk is cheap: why structural assessment changes are needed for a time of GenAI

Summary

The authors distinguish compliance-dependent instructions from changes to assessment structure.

The paper argues that increasingly detailed AI-use instructions cannot by themselves establish compliance or capability.

It motivates changes to task mechanics. Later work on wearable AI and contextual validity should be read alongside its proposal.

Only the publisher index’s abstract and main argument passages were read; direct access returned 403.