One thing I learned building this: the hardest part wasn’t the LLM, it was enforcing structure.

Without strict parsing and schema validation, the UI broke and downstream systems behaved unpredictably. Most of the workflow is defensive engineering, not prompting.

If anyone’s done similar human-in-the-loop systems, I’d love to compare notes.