Do they? Having a stable starting point for the “machine” you’re building on contributes to having reproducible builds does it not?
Just changing the kernel under which the container runs can break havoc on the "reproducible" build.
> A build is reproducible if given the same source code, build environment and build instructions, any party can recreate bit-by-bit identical copies of all specified artifacts.