A specialist that operates differently from typical rerankers — it exposes layer-by-layer scoring, letting developers tap into intermediate representations rather than waiting for a final output. This layerwise design trades some simplicity for flexibility, allowing inference at different depth points to balance speed against accuracy. It's compact by design, inheriting MiniCPM's efficiency-focused lineage.