A specialist that does one thing: decide which documents actually matter for a given query. It takes a list of candidates and re-orders them by relevance, acting as a quality filter after an initial retrieval step. It produces scores rather than text, so it fits into pipelines rather than conversations, and its non-commercial license means it lives comfortably in research and internal tooling but not in commercial products.