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BenchCAD QA — rendered views of a mechanical part -> a numeric answer, scored by symmetric ratio accuracy (no judge, no CAD execution).
BenchCAD Vision2Code — image of a mechanical part -> CadQuery program, scored by voxel IoU on the executed STEP solid (no judge).