Complete procedures with a way back.

Build a production catalog assistant that imports merchant-approved structured product data, generates reproducible embeddings, combines semantic retrieval with exact price and category filters, treats stale inventory as unknown, keeps recommendation language inside explicit boundaries, and turns account or order help into a local handoff draft that a merchant operator must approve before a separate dispatcher writes to support.