But, for everyone else: even if you skipped the sidecar entirely, didn't use the codegen, you just had the AI interpret the spec'd application into a short Shen proof, iterate until it's internally consistent / compiles...now you have a spec that is internally consistent, straightforward for human to understand, and much stronger context for the LLM than English language spec alone.