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Get Started Free →Build JavaFX 3D modeling tools and print/export workflows with isolated geometry generation and preview rendering.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-02 | ✗→✓ | ▲ Improved | -9% | 0% |
| case-22 | ✗→✓ | ▲ Improved | -11% | 0% |
| case-03 | ✓→✓ | = Same ✓ | 1% | 0% |
| case-04 | ✓→✓ | = Same ✓ | 36% | 0% |
| case-05 | ✓→✓ | = Same ✓ | -24% | 0% |
Use this skill when the project needs a JavaFX 3D preview surface for CAD-like geometry generation, solid modeling, or export-to-print workflows.
javaimport javafx.scene.Group; import javafx.scene.SceneAntialiasing; import javafx.scene.SubScene; import javafx.scene.layout.BorderPane; import javafx.scene.paint.Color; import javafx.scene.shape.Box; public class ModelPreviewPane extends BorderPane { public ModelPreviewPane() { var shape = new Box(140, 90, 60); var preview = new SubScene(new Group(shape), 480, 360, true, SceneAntialiasing.BALANCED); preview.setFill(Color.web("#202020")); setCenter(preview); } }
Other measured skills in the registry, with their headline benchmark lift.