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When learning programming, students experience cognitive overload resulting from the simultaneous strain of mastering syntax and algorithmic logic. Since programming education relies heavily on developing students' logical, algorithmic, and problem-solving capacities, an individualized approach is essential to unlock these capabilities. This necessitates adaptive test tasks and an intelligent diagnostic environment. By reducing students' cognitive load within an intelligent environment, a foundation is established for the effective mastery of the programming discipline.
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Gulnur S. Tleubaeva (2026) studied this question.
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