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Educating  for  integrity  is  more  sustainable  than  monitoring  alone.  A  learner  needs  to
         understand why the task exists, which skill they lose if they delegate it entirely, and how to
         use a tool in a way that strengthens their independence. When they see the relationship

         between learning, profession, and responsibility, the rules become part of an identity rather
         than merely a technical barrier.


























                                    FIGURE 6-8: REDESIGNING ASSESSMENT IN THE AGE OF AI


         What to notice: The evidence of learning grows stronger as we move from the final product
         alone toward traces of the process, live performance, transfer, justification, and declared

         use of AI.
         Source:  Prepared  by  the  author,  drawing  on  published  assessment  reform  resources

         [10][12].









































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