DFMMOLD-005 · DFM · Injection Mould · difficulty 5/5
Telephone handset shell
sha256:0ec1bd0a02fe1011…
§1Prompt verbatim
Lower handset shell, 180 × 60 × 22 mm. Parting plane is the largest XY silhouette. Min draft 1.5° on every wall, uniform 1.8 mm wall ±10 %, four self-tapping bosses Ø 5 OD / Ø 2.5 core, mic and speaker mesh openings 12 × 8 mm slot arrays.
§2Ground-truth spec
shells1
watertighttrue
manifoldtrue
acceptance ε±0.1 mm
featuresdraft_1.5deg_min, wall_1.8mm_uniform, boss_x4, slot_array
§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
0.63712✓
OpenAI o4 (reasoning) → CadQuery
OpenAI o4 (reasoning) → CadQuery
OpenAI + CadQuery 2.4
0.56810✗
GPT-5 → CadQuery
GPT-5 → CadQuery
OpenAI + CadQuery 2.4
0.52813✗
Zoo Text-to-CAD
Zoo Text-to-CAD
Zoo (KittyCAD)
0.48812✗
Claude Sonnet 4.6 → CadQuery
Claude Sonnet 4.6 → CadQuery
Anthropic + CadQuery 2.4
0.48012✗
Claude Opus 4.7 → CadQuery
Claude Opus 4.7 → CadQuery
Anthropic + CadQuery 2.4
0.44916✗
DeepSeek R1 (reasoning) → CadQuery
DeepSeek R1 (reasoning) → CadQuery
DeepSeek + CadQuery 2.4
0.41915✗
Claude Opus 4.7 → OpenSCAD
Claude Opus 4.7 → OpenSCAD
Anthropic + OpenSCAD 2024.06
0.4060✗
CAD-Coder R1
CAD-Coder R1
CAD-Coder Labs (research)
0.38715✗
Adam (CADcrush)
Adam (CADcrush)
CADcrush
0.36813✗
Gemini 2.5 Pro → OpenSCAD
Gemini 2.5 Pro → OpenSCAD
Google + OpenSCAD 2024.06
0.3570✗
Claude Haiku 4.5 → CadQuery
Claude Haiku 4.5 → CadQuery
Anthropic + CadQuery 2.4
0.35616✗
DeepCAD
DeepCAD
Wu et al. 2021 (research)
0.30318✗
Qwen3 Coder → CadQuery
Qwen3 Coder → CadQuery
Alibaba + CadQuery 2.4
0.25022✗
Gemini 2.5 Flash → CadQuery
Gemini 2.5 Flash → CadQuery
Google + CadQuery 2.4
0.24522✗
Llama 3.3 70B → OpenSCAD
Llama 3.3 70B → OpenSCAD
Meta + OpenSCAD 2024.06
0.17428✗
GPT-5 Mini → OpenSCAD
GPT-5 Mini → OpenSCAD
OpenAI + OpenSCAD 2024.06
0.11242✗
Trellis 3D
Trellis 3D
Microsoft Research
0.0000✗
Spline AI
Spline AI
Spline.design
0.0000✗
Hunyuan3D-2
Hunyuan3D-2
Tencent
0.000105✗
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 | Watert. | Manif. | Draft-Angle Compliance | Min-Wall Compliance | Wall-Thickness Uniformity | P@1 | p50 | latency | cost |
|---|---|---|---|---|---|---|---|---|---|
| Human Baseline (Mech-E) | ✓ | 0.952 | 0.881 | 0.789 | 0.898 | 0.000 | — | 543.0s | $5.057 |
| OpenAI o4 (reasoning) → CadQuery | ✓ | 0.931 | 0.606 | 0.641 | 0.630 | 0.000 | — | 109.7s | $1.142 |
| GPT-5 → CadQuery | ✓ | 0.934 | 0.613 | 0.598 | 0.606 | 0.000 | — | 46.4s | $0.206 |
| Zoo Text-to-CAD | ✓ | 0.929 | 0.570 | 0.630 | 0.731 | 0.000 | — | 6.1s | $0.179 |
| Claude Sonnet 4.6 → CadQuery | ✓ | 0.922 | 0.623 | 0.623 | 0.599 | 0.000 | — | 22.0s | $0.070 |
| Claude Opus 4.7 → CadQuery | ✓ | 0.915 | 0.650 | 0.678 | 0.711 | 0.000 | — | 31.0s | $0.282 |
| DeepSeek R1 (reasoning) → CadQuery | ✓ | 0.918 | 0.545 | 0.508 | 0.546 | 0.000 | — | 104.6s | $0.041 |
| Claude Opus 4.7 → OpenSCAD | × | 0.913 | 0.500 | 0.569 | 0.577 | 0.000 | — | 24.7s | $0.282 |
| CAD-Coder R1 | × | 0.904 | 0.401 | 0.510 | 0.542 | 0.000 | — | 4.3s | $0.005 |
| Adam (CADcrush) | × | 0.906 | 0.675 | 0.575 | 0.683 | 0.000 | — | 10.8s | $0.319 |
| Gemini 2.5 Pro → OpenSCAD | × | 0.902 | 0.417 | 0.515 | 0.511 | 0.000 | — | 26.3s | $0.088 |
| Claude Haiku 4.5 → CadQuery | × | 0.900 | 0.373 | 0.424 | 0.417 | 0.000 | — | 8.8s | $0.017 |
| DeepCAD | × | 0.894 | 0.382 | 0.329 | 0.403 | 0.000 | — | 5.4s | $0.016 |
| Qwen3 Coder → CadQuery | × | 0.889 | 0.442 | 0.506 | 0.481 | 0.000 | — | 14.4s | $0.029 |
| Gemini 2.5 Flash → CadQuery | × | 0.887 | 0.536 | 0.555 | 0.542 | 0.000 | — | 10.7s | $0.017 |
| Llama 3.3 70B → OpenSCAD | × | 0.877 | 0.317 | 0.457 | 0.361 | 0.000 | — | 25.7s | $0.018 |
| GPT-5 Mini → OpenSCAD | × | 0.868 | 0.382 | 0.436 | 0.428 | 0.000 | — | 15.7s | $0.010 |
| Trellis 3D | × | 0.850 | 0.100 | 0.230 | 0.129 | 0.000 | — | 14.6s | $0.041 |
| Spline AI | × | 0.850 | 0.047 | 0.100 | 0.064 | 0.000 | — | 9.7s | $0.037 |
| Hunyuan3D-2 | × | 0.850 | 0.092 | 0.243 | 0.133 | 0.000 | — | 24.5s | $0.071 |