"""Product enrichment (new product -> GTIN/name -> fiscal profile -> safe fill). Deterministic only: no AI, no LLM, no embeddings, no paid providers.
Everything lives inside the existing Hub/FastAPI/PostgreSQL; providers are hidden behind the Hub (Agents never call them)."""