I’m sure in certain domains this makes sense. However, English is a poor language for doing reasoning in. More and more I’m relying on the code itself as the documentation. One of the superpowers of LLMs is reading code. and turning it into readable English. I don’t keep the English prose around. I delete it. In your example, I don’t see having two sets of artifacts. I see working with an LLM to generate a code base, which is the specification. You still need to have sets of requirements that list the invariants and other parameters. But the process becomes generating the code, and then having the LLM read the code to see if it meets the requirements and invariants.