A focused specialist that does one thing: takes a query and a list of candidate documents, then scores how relevant each one is. It doesn't generate text or answer questions — it just ranks. Compact and efficient, it fits naturally into retrieval pipelines where a first-pass search returns candidates that need a second opinion.