That not only works for compilation but also for more general code transformations like code parallelization with OpenMP in C and Fortran, Array-of-lists to List-of-arrays, or transform python code to parallel C-code and make a python module out of it.

I have created some pipelines this way where the LLM generates input files for a molecular dynamics code and write a python script for execution on a HPC system.