Everyone loves animated GIFs, but you might not realize that their grainy, jerky video can teach us a lot about the compromises that computer scientists everywhere have to make.

This past semester, I took an introductory Python course with roughly fifty undergraduate and a handful of graduate peers. The course—“COMP 10: Computer Science For All”—was designed specifically for ...