BOOL-009 · Boolean Robustness · difficulty 5/5
High-genus subtraction (lattice block)
sha256:771ec0aa1bd2c6f3…
§1Prompt verbatim
Subtract a 7 × 7 × 7 array of 4 mm cylindrical holes from a 60 × 60 × 60 mm cube. Holes spaced at 8 mm pitch, fully through. Genus = 343.
§2Ground-truth spec
shells1
V−E+F-684
genus343
watertighttrue
manifoldtrue
acceptance ε±0.02 mm
§3Reference render
canonical reference · drag to orbit, scroll to zoom
Visualisation is rebuilt in-browser from the canonical parametric description. Scoring is performed against the held-out reference STEP file (sha-256 fingerprint above).
§4Per-agent renders
reference + 10 agent outputs · scored against the held-out STEP
vol IoU · BREP · manifold
canonical reference
REFERENCE
canonical · ground truth
1.000100✓
Human Baseline (Mech-E)
Human Baseline (Mech-E)
n=4 senior engineers
0.6568✗
Claude Sonnet 4.6 → CadQuery
Claude Sonnet 4.6 → CadQuery
Anthropic + CadQuery 2.4
0.61010✗
GPT-5 Mini → OpenSCAD
GPT-5 Mini → OpenSCAD
OpenAI + OpenSCAD 2024.06
0.58112✗
GPT-5 → CadQuery
GPT-5 → CadQuery
OpenAI + CadQuery 2.4
0.52111✗
CAD-Coder R1
CAD-Coder R1
CAD-Coder Labs (research)
0.51412✗
Claude Opus 4.7 → OpenSCAD
Claude Opus 4.7 → OpenSCAD
Anthropic + OpenSCAD 2024.06
0.5060✗
Claude Opus 4.7 → CadQuery
Claude Opus 4.7 → CadQuery
Anthropic + CadQuery 2.4
0.49614✗
Gemini 2.5 Pro → OpenSCAD
Gemini 2.5 Pro → OpenSCAD
Google + OpenSCAD 2024.06
0.4410✗
Adam (CADcrush)
Adam (CADcrush)
CADcrush
0.43711✗
Gemini 2.5 Flash → CadQuery
Gemini 2.5 Flash → CadQuery
Google + CadQuery 2.4
0.43014✗
DeepSeek R1 (reasoning) → CadQuery
DeepSeek R1 (reasoning) → CadQuery
DeepSeek + CadQuery 2.4
0.39813✗
Qwen3 Coder → CadQuery
Qwen3 Coder → CadQuery
Alibaba + CadQuery 2.4
0.34015✗
Llama 3.3 70B → OpenSCAD
Llama 3.3 70B → OpenSCAD
Meta + OpenSCAD 2024.06
0.30018✗
Trellis 3D
Trellis 3D
Microsoft Research
0.1700✗
Hunyuan3D-2
Hunyuan3D-2
Tencent
0.13339✗
Spline AI
Spline AI
Spline.design
0.0670✗
no manifold solid produced
Zoo Text-to-CAD
Zoo Text-to-CAD
Zoo (KittyCAD)
—92✗
no manifold solid produced
DeepCAD
DeepCAD
Wu et al. 2021 (research)
—74✗
no manifold solid produced
Claude Haiku 4.5 → CadQuery
Claude Haiku 4.5 → CadQuery
Anthropic + CadQuery 2.4
—50✗
no manifold solid produced
OpenAI o4 (reasoning) → CadQuery
OpenAI o4 (reasoning) → CadQuery
OpenAI + CadQuery 2.4
—74✗
Each tile is rebuilt from the canonical parametric description and degraded to match the agent's scored profile (tessellation, non-manifold face removal, dimension scale jitter, missing features). Image-only diffusion models render visually plausible meshes but score in the single digits on BREP fidelity — the geometry is not a manifold solid even when the render reads clean.
§5Per-agent metrics
ranked by Vol IoU · same data as the leaderboard, restricted to this task
| Agent | Vol IoU | Watert. | Manif. | Euler-Poincaré Compliance | P@1 | p50 | latency | cost |
|---|---|---|---|---|---|---|---|---|
| Human Baseline (Mech-E) | 0.656 | ✓ | 0.947 | ✓ | 0.000 | — | 740.8s | $6.138 |
| Claude Sonnet 4.6 → CadQuery | 0.610 | ✓ | 0.945 | ✓ | 0.000 | — | 20.2s | $0.067 |
| GPT-5 Mini → OpenSCAD | 0.581 | ✓ | 0.935 | ✓ | 0.000 | — | 17.1s | $0.012 |
| GPT-5 → CadQuery | 0.521 | ✓ | 0.930 | ✓ | 0.000 | — | 41.9s | $0.229 |
| CAD-Coder R1 | 0.514 | ✓ | 0.931 | ✓ | 0.000 | — | 5.9s | $0.005 |
| Claude Opus 4.7 → OpenSCAD | 0.506 | ✓ | 0.928 | ✓ | 0.000 | — | 36.5s | $0.325 |
| Claude Opus 4.7 → CadQuery | 0.496 | ✓ | 0.926 | × | 0.000 | — | 37.1s | $0.389 |
| Gemini 2.5 Pro → OpenSCAD | 0.441 | ✓ | 0.919 | × | 0.000 | — | 30.5s | $0.078 |
| Adam (CADcrush) | 0.437 | ✓ | 0.915 | × | 0.000 | — | 6.9s | $0.242 |
| Gemini 2.5 Flash → CadQuery | 0.430 | ✓ | 0.913 | × | 0.000 | — | 14.1s | $0.018 |
| DeepSeek R1 (reasoning) → CadQuery | 0.398 | × | 0.913 | × | 0.000 | — | 70.2s | $0.037 |
| Qwen3 Coder → CadQuery | 0.340 | × | 0.903 | × | 0.000 | — | 15.1s | $0.027 |
| Llama 3.3 70B → OpenSCAD | 0.300 | × | 0.895 | × | 0.000 | — | 16.9s | $0.022 |
| Trellis 3D | 0.170 | × | 0.876 | × | 0.000 | — | 8.7s | $0.040 |
| Hunyuan3D-2 | 0.133 | × | 0.869 | × | 0.000 | — | 42.0s | $0.069 |
| Spline AI | 0.067 | × | 0.859 | × | 0.000 | — | 9.7s | $0.036 |
| Zoo Text-to-CAD kernel error: BRepCheck_NotClosed | 0.000 | × | 0.000 | — | 0.000 | — | 7.1s | $0.190 |
| DeepCAD kernel error: BRepCheck_NotClosed | 0.000 | × | 0.000 | — | 0.000 | — | 5.4s | $0.019 |
| Claude Haiku 4.5 → CadQuery kernel error: BRepCheck_NotClosed | 0.000 | × | 0.000 | — | 0.000 | — | 5.9s | $0.021 |
| OpenAI o4 (reasoning) → CadQuery kernel error: BRepCheck_NotClosed | 0.000 | × | 0.000 | — | 0.000 | — | 89.9s | $0.918 |