Before you dive in
What you’ll find in the original
- Use Choice for a fixed category such as billing or technical support, Score for an ordered rubric, and Noul for a proposition such as whether a refund is requested.
- Send multiple independent questions against the same state instead of turning every check into another sequential LLM turn.
- Typed output prevents malformed answer shapes, but it does not guarantee that the selected category or probability is correct.
Worth knowing
The video demonstrates one support example and repeats vendor pricing figures; it is not an independent accuracy study.