To confirm a decline in competency, evaluate student performance on tasks requiring independent problem-solving against their ability to explain the logic of their submitted code. Verification is achieved when students successfully pass automated functional tests (the final output) but fail to demonstrate understanding during oral explanations (viva voce) or when asked to modify their own code in a controlled, offline environment.
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