A focused specialist that reads pairs of queries and documents, then returns a relevance score rather than generated text. It operates quietly in the background of retrieval pipelines, re-ordering candidate results with more nuance than a first-pass vector search can manage. At 4B parameters it sits in a practical middle ground — more capable than tiny rerankers but light enough to run without heavy infrastructure.