Junior Developer Learning

Randomized controlled trials reportedly found AI users scored 17% lower on comprehension tests than manual coders. Junior developers need debugging, mistakes, and logical struggle to build engineering intuition. Junior developers should use AI after forming their own intent, design, and explanation. Replacing the learning process with AI risks producing prompt operators rather than engineers who understand systems. AI assistance can reduce the development of mental models when used instead of thinking.