Analysis of 7,201 student Prolog submissions reveals that real beginner bugs cluster into predictable types, not the uniform distribution that mutation testing tools assume.
Why it mattersAutomated coding tutors trained on realistic bug patterns give students more accurate hints, which matters as CS courses rely increasingly on AI feedback tools.
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