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Phys.org — Technology · September 11, 2026

AI may cut junior coding tasks and weaken the pipeline to senior developers

Higher EducationComputer ScienceEconomics
THE AI ANGLE
Automating entry-level programming tasks and eliminating foundational trial-and-error learning

A Seoul National University study reveals that generative AI is increasingly absorbing entry-level coding and debugging tasks, eliminating the trial-and-error "productive struggle" necessary for junior developers to grow into senior professionals. As tech firms leverage "senior + AI" workflows and entry-level hiring sharply declines, short-term productivity gains threaten to compromise long-term human capital formation. For educators, this trend highlights a systemic blind spot in training the next generation of engineers when foundational learning pathways are no longer protected.

THE TEACHING ANGLE
Grading on a curve creates structural pressure for students to use generative AI, leaving them with high marks and tool proficiency but lacking the hands-on failure needed to recognize gaps in their own understanding.

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