DFMCNC-005 · DFM · 3-Axis CNC · difficulty 3/5
4-pocket plate, R 0.5 internal corners
sha256:7d01ef02a3cb0011…
§1Prompt verbatim
Aluminium plate 100 × 100 × 10 mm with four rectangular pockets (35 × 35 × 5 mm deep) on a 2×2 grid, internal corner radius R 0.5 mm. Must be machinable on a 3-axis VMC with a Ø 1 mm endmill at the corners and Ø 6 mm for bulk removal.
§2Ground-truth spec
shells1
watertighttrue
manifoldtrue
acceptance ε±0.05 mm
featurespocket_x4, internal_R0.5
§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
0.7349✓
GPT-5 → CadQuery
GPT-5 → CadQuery
OpenAI + CadQuery 2.4
0.71211✓
Zoo Text-to-CAD
Zoo Text-to-CAD
Zoo (KittyCAD)
0.59110✗
Claude Opus 4.7 → OpenSCAD
Claude Opus 4.7 → OpenSCAD
Anthropic + OpenSCAD 2024.06
0.5880✗
OpenAI o4 (reasoning) → CadQuery
OpenAI o4 (reasoning) → CadQuery
OpenAI + CadQuery 2.4
0.5879✗
Claude Opus 4.7 → CadQuery
Claude Opus 4.7 → CadQuery
Anthropic + CadQuery 2.4
0.58010✗
Gemini 2.5 Pro → OpenSCAD
Gemini 2.5 Pro → OpenSCAD
Google + OpenSCAD 2024.06
0.5760✗
Adam (CADcrush)
Adam (CADcrush)
CADcrush
0.55413✗
Claude Sonnet 4.6 → CadQuery
Claude Sonnet 4.6 → CadQuery
Anthropic + CadQuery 2.4
0.54313✗
DeepSeek R1 (reasoning) → CadQuery
DeepSeek R1 (reasoning) → CadQuery
DeepSeek + CadQuery 2.4
0.49514✗
Gemini 2.5 Flash → CadQuery
Gemini 2.5 Flash → CadQuery
Google + CadQuery 2.4
0.48710✗
Qwen3 Coder → CadQuery
Qwen3 Coder → CadQuery
Alibaba + CadQuery 2.4
0.43813✗
Claude Haiku 4.5 → CadQuery
Claude Haiku 4.5 → CadQuery
Anthropic + CadQuery 2.4
0.39812✗
CAD-Coder R1
CAD-Coder R1
CAD-Coder Labs (research)
0.39711✗
Llama 3.3 70B → OpenSCAD
Llama 3.3 70B → OpenSCAD
Meta + OpenSCAD 2024.06
0.36615✗
GPT-5 Mini → OpenSCAD
GPT-5 Mini → OpenSCAD
OpenAI + OpenSCAD 2024.06
0.34217✗
DeepCAD
DeepCAD
Wu et al. 2021 (research)
0.23024✗
Trellis 3D
Trellis 3D
Microsoft Research
0.1480✗
Spline AI
Spline AI
Spline.design
0.0000✗
no manifold solid produced
Hunyuan3D-2
Hunyuan3D-2
Tencent
—5✗
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) | ✓ | 0.963 | 91.6 | 0.884 | 0.861 | 0.000 | — | 762.3s | $7.056 |
| GPT-5 → CadQuery | ✓ | 0.952 | 81.1 | 0.580 | 0.677 | 0.000 | — | 34.2s | $0.204 |
| Zoo Text-to-CAD | ✓ | 0.939 | 83.4 | 0.665 | 0.669 | 0.000 | — | 7.4s | $0.161 |
| Claude Opus 4.7 → OpenSCAD | ✓ | 0.934 | 77.8 | 0.557 | 0.537 | 0.000 | — | 24.9s | $0.252 |
| OpenAI o4 (reasoning) → CadQuery | ✓ | 0.933 | 84.1 | 0.656 | 0.715 | 0.000 | — | 99.2s | $1.097 |
| Claude Opus 4.7 → CadQuery | ✓ | 0.943 | 81.6 | 0.627 | 0.640 | 0.000 | — | 30.5s | $0.294 |
| Gemini 2.5 Pro → OpenSCAD | ✓ | 0.934 | 73.0 | 0.504 | 0.504 | 0.000 | — | 28.6s | $0.084 |
| Adam (CADcrush) | ✓ | 0.932 | 80.8 | 0.622 | 0.674 | 0.000 | — | 11.4s | $0.268 |
| Claude Sonnet 4.6 → CadQuery | ✓ | 0.934 | 82.5 | 0.587 | 0.655 | 0.000 | — | 16.2s | $0.083 |
| DeepSeek R1 (reasoning) → CadQuery | ✓ | 0.927 | 74.5 | 0.521 | 0.510 | 0.000 | — | 95.7s | $0.045 |
| Gemini 2.5 Flash → CadQuery | ✓ | 0.922 | 75.5 | 0.548 | 0.556 | 0.000 | — | 8.7s | $0.018 |
| Qwen3 Coder → CadQuery | ✓ | 0.917 | 75.0 | 0.481 | 0.494 | 0.000 | — | 17.9s | $0.026 |
| Claude Haiku 4.5 → CadQuery | ✓ | 0.915 | 66.8 | 0.446 | 0.434 | 0.000 | — | 8.4s | $0.020 |
| CAD-Coder R1 | ✓ | 0.914 | 74.8 | 0.549 | 0.533 | 0.000 | — | 5.5s | $0.006 |
| Llama 3.3 70B → OpenSCAD | × | 0.908 | 66.9 | 0.397 | 0.374 | 0.000 | — | 16.4s | $0.018 |
| GPT-5 Mini → OpenSCAD | × | 0.905 | 71.9 | 0.416 | 0.341 | 0.000 | — | 16.7s | $0.009 |
| DeepCAD | × | 0.883 | 67.3 | 0.355 | 0.361 | 0.000 | — | 4.3s | $0.023 |
| Trellis 3D | × | 0.872 | 50.8 | 0.213 | 0.097 | 0.000 | — | 13.7s | $0.047 |
| Spline AI | × | 0.850 | 48.1 | 0.092 | 0.045 | 0.000 | — | 9.0s | $0.043 |
| Hunyuan3D-2 kernel error: BRepCheck_NotClosed | × | 0.000 | — | — | — | 0.000 | — | 32.6s | $0.072 |