The codegen LLMs I've been using for the last quarter are quite good, given that they fit on my single GPU.
Beyond boilerplate, given a description of a program, it can reliably produce functional code to do one-off things. Useful for both writing tests and writing implementation based on tests I've written manually.
It's also quite good at creating a styled webpage based on a description, as well as fixing CSS issues when given commentary about the visual bug.
I ❤️ Artificial Indians.