DFMCNC-009 · DFM · 3-Axis CNC · difficulty 3/5
Long-aspect bracket (vise-fixturable)
sha256:01eba0fde2c01100…
§1Prompt verbatim
Mounting bracket 200 × 25 × 12 mm with three Ø 6.6 mm clearance holes on the back face and a 50 × 12 mm slot on the front. The part must be fixturable in a 6″ vise jaws (i.e. flat parallel sides ≥ 25 × 100 mm). 3-axis CNC machinable in two setups maximum.
§2Ground-truth spec
shells1
watertighttrue
manifoldtrue
acceptance ε±0.1 mm
featuresclearance_hole_x3, slot_50x12
§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
0.8678✓
OpenAI o4 (reasoning) → CadQuery
OpenAI o4 (reasoning) → CadQuery
OpenAI + CadQuery 2.4
0.6758✗
Zoo Text-to-CAD
Zoo Text-to-CAD
Zoo (KittyCAD)
0.5759✗
Gemini 2.5 Pro → OpenSCAD
Gemini 2.5 Pro → OpenSCAD
Google + OpenSCAD 2024.06
0.5380✗
Qwen3 Coder → CadQuery
Qwen3 Coder → CadQuery
Alibaba + CadQuery 2.4
0.53513✗
Claude Opus 4.7 → CadQuery
Claude Opus 4.7 → CadQuery
Anthropic + CadQuery 2.4
0.52914✗
Gemini 2.5 Flash → CadQuery
Gemini 2.5 Flash → CadQuery
Google + CadQuery 2.4
0.51014✗
GPT-5 → CadQuery
GPT-5 → CadQuery
OpenAI + CadQuery 2.4
0.50110✗
Claude Sonnet 4.6 → CadQuery
Claude Sonnet 4.6 → CadQuery
Anthropic + CadQuery 2.4
0.48011✗
Adam (CADcrush)
Adam (CADcrush)
CADcrush
0.47210✗
Claude Opus 4.7 → OpenSCAD
Claude Opus 4.7 → OpenSCAD
Anthropic + OpenSCAD 2024.06
0.4660✗
CAD-Coder R1
CAD-Coder R1
CAD-Coder Labs (research)
0.43914✗
GPT-5 Mini → OpenSCAD
GPT-5 Mini → OpenSCAD
OpenAI + OpenSCAD 2024.06
0.42214✗
DeepSeek R1 (reasoning) → CadQuery
DeepSeek R1 (reasoning) → CadQuery
DeepSeek + CadQuery 2.4
0.41512✗
Llama 3.3 70B → OpenSCAD
Llama 3.3 70B → OpenSCAD
Meta + OpenSCAD 2024.06
0.30717✗
Trellis 3D
Trellis 3D
Microsoft Research
0.1020✗
Hunyuan3D-2
Hunyuan3D-2
Tencent
0.06282✗
Spline AI
Spline AI
Spline.design
0.0540✗
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✗
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. | DFM | Min-Wall Compliance | CAM Reachability | P@1 | p50 | latency | cost |
|---|---|---|---|---|---|---|---|---|---|
| Human Baseline (Mech-E) | ✓ | 0.979 | 93.8 | 0.838 | 0.829 | 1.000 | — | 933.0s | $5.973 |
| OpenAI o4 (reasoning) → CadQuery | ✓ | 0.948 | 86.6 | 0.706 | 0.683 | 0.000 | — | 127.6s | $1.289 |
| Zoo Text-to-CAD | ✓ | 0.940 | 82.8 | 0.636 | 0.779 | 0.000 | — | 8.0s | $0.209 |
| Gemini 2.5 Pro → OpenSCAD | ✓ | 0.927 | 72.2 | 0.524 | 0.442 | 0.000 | — | 25.8s | $0.092 |
| Qwen3 Coder → CadQuery | ✓ | 0.927 | 75.9 | 0.508 | 0.486 | 0.000 | — | 16.6s | $0.027 |
| Claude Opus 4.7 → CadQuery | ✓ | 0.928 | 82.8 | 0.605 | 0.726 | 0.000 | — | 47.5s | $0.362 |
| Gemini 2.5 Flash → CadQuery | ✓ | 0.923 | 76.9 | 0.542 | 0.523 | 0.000 | — | 8.7s | $0.023 |
| GPT-5 → CadQuery | ✓ | 0.929 | 81.9 | 0.582 | 0.653 | 0.000 | — | 40.3s | $0.212 |
| Claude Sonnet 4.6 → CadQuery | ✓ | 0.923 | 80.9 | 0.630 | 0.632 | 0.000 | — | 13.7s | $0.067 |
| Adam (CADcrush) | ✓ | 0.926 | 81.5 | 0.579 | 0.643 | 0.000 | — | 9.6s | $0.244 |
| Claude Opus 4.7 → OpenSCAD | ✓ | 0.923 | 79.4 | 0.546 | 0.537 | 0.000 | — | 38.1s | $0.288 |
| CAD-Coder R1 | ✓ | 0.915 | 75.8 | 0.484 | 0.529 | 0.000 | — | 6.8s | $0.005 |
| GPT-5 Mini → OpenSCAD | ✓ | 0.919 | 72.5 | 0.476 | 0.387 | 0.000 | — | 17.3s | $0.009 |
| DeepSeek R1 (reasoning) → CadQuery | × | 0.912 | 75.2 | 0.530 | 0.553 | 0.000 | — | 78.7s | $0.043 |
| Llama 3.3 70B → OpenSCAD | × | 0.898 | 68.7 | 0.423 | 0.359 | 0.000 | — | 26.3s | $0.017 |
| Trellis 3D | × | 0.865 | 52.7 | 0.196 | 0.087 | 0.000 | — | 10.5s | $0.059 |
| Hunyuan3D-2 | × | 0.859 | 52.8 | 0.231 | 0.096 | 0.000 | — | 31.0s | $0.067 |
| Spline AI | × | 0.858 | 48.7 | 0.103 | 0.046 | 0.000 | — | 7.3s | $0.039 |
| DeepCAD kernel error: BRepCheck_NotClosed | × | 0.000 | — | — | — | 0.000 | — | 4.3s | $0.023 |
| Claude Haiku 4.5 → CadQuery kernel error: BRepCheck_NotClosed | × | 0.000 | — | — | — | 0.000 | — | 7.8s | $0.021 |