The paper's pressure point is the weak solver, strong solver, and judge loop deciding what counts as good data before it reaches training. The CS table claims the gap jumps from 0.019 to 0.314, which is exactly the kind of clean number I want to like and then make someone reproduce before it becomes a procurement slide.