One Core, Two Interfaces, No Rewrites

When building applications, I always build the core first, then the interfaces. It was no different with Ask the Canon: a uv run main.py ask "..." CLI for quick iteration and validation, then the web app for MVP. Search, ranking, citations, all using the same engine.