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The author adopted a division of labor where "code acts as judge and the model acts as communicator": core solution keywords are predefined for each question, code logic checks whether the user's answer hits the keywords and makes the judgment, while Gemma is only responsible for composing the feedback text based on that judgment.
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10/12/2026
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