The math behind transformers is deterministic, so LLMs could be treated as compilers (putting aside intentionally adding temperature and non-determinism due to current internal GPU scheduling). In the future I imagine we could be able to declare a dependency on a model, hash its weights in a lockfile and the prompt/spec itself will be the code, which corresponds to that insight.