LLM-grounded product recommendation prototypes

Apply catalogue UID matching and refinement-context handling to a fresh non-phone product fixture.

The rendered React card used the canonical product name, price and image for the returned UID despite conflicting model fields. Refinement retained the original answers. The revised instructions now scope theme, category placeholders and quiz choices to the current brief. This was a local rendering and contract test; no cloud gateway deployment was performed.