One Line at a Time: Scaffolding Reflective Code Evaluation through Structured AI Assistance

Victor Qiu, Liam Parker, Kaitlin Riegel, Nasser Giacaman, Paul Denny 0001, Stephen MacNeil, James Prather. One Line at a Time: Scaffolding Reflective Code Evaluation through Structured AI Assistance. In Simon, Claudia Szabo, editors, Proceedings of the 28th Australasian Computing Education Conference, ACE 2026, Melbourne, VIC, Australia, February 9-13, 2026. pages 102-111, ACM, 2026. [doi]

Authors

Victor Qiu

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Liam Parker

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Kaitlin Riegel

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Nasser Giacaman

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Paul Denny 0001

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Stephen MacNeil

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James Prather

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