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Applied AI·July 13, 2026·1 min read

Never-skilling: the research says juniors using AI never learn to debug

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If juniors lean on AI from day one, you don’t just get deskilling—you get “never-skilling,” where debugging and critical thinking never develop. Engineering leaders need explicit guardrails and training paths around AI use or they’ll end up with teams that can ship code but can’t own systems in production.