This is also how you spot students who pass their exams purely by memorizing tons of previous tests without understanding the class materials (a pretty good analogy for AI): you test them on something they didn't expect, that requires thinking from first principles.
Spotting Students Who Memorize Without Understanding: The AI Analogy
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