Conceptual AI feedback illustration with a red speech bubble, stopwatch, rubric card and unopened exercise envelope beside a notebook. Conceptual AI feedback illustration with a red speech bubble, stopwatch, rubric card and unopened exercise envelope beside a notebook.

AI Feedback for Coding Learners: What a 36-Student US Pilot Shows

A 36-student US pilot offers a useful evidence audit. Separate respondent perceptions, estimated preparation times and unresolved learning claims with five figures and four reusable CSV tools.