I'm not a programmer, but I tried four vibe coding tools to see if I could build anything at all on my own. Here's what I did and did not accomplish.

Abstract: This full research category paper reports the result of an experiment that designed and implemented peer code review (PCR) to help introductory computer science (CS1) students understand ...