Debugging (gdb, but GUI frontends exist for gdb in general): https://rocm.docs.amd.com/projects/HIP/en/latest/how-to/debu...

Fortran: https://github.com/ROCm/hipfort

Python (not sure about JIT): https://rocm.docs.amd.com/projects/hip-python/en/latest/