ASM-011 · Assembly & Mating · difficulty 4/5
Dovetail slide (60° flanks)
sha256:773bb55ecd0c1a2e…
§1Prompt verbatim
Male dovetail per ANSI B5.50: 30 mm tall, 50 mm wide at the base, 60° flank angle, 100 mm long. Held-out female slot is 0.04 mm wider on each flank for free running. Assembled clearance must be 0.04 ± 0.01 mm normal to each flank.
§2Ground-truth spec
shells1
watertighttrue
manifoldtrue
acceptance ε±0.01 mm
clearance[0.03, 0.05] 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
0.68910✓
Zoo Text-to-CAD
Zoo Text-to-CAD
Zoo (KittyCAD)
0.6379✗
Claude Opus 4.7 → CadQuery
Claude Opus 4.7 → CadQuery
Anthropic + CadQuery 2.4
0.58613✗
Gemini 2.5 Flash → CadQuery
Gemini 2.5 Flash → CadQuery
Google + CadQuery 2.4
0.55910✗
GPT-5 → CadQuery
GPT-5 → CadQuery
OpenAI + CadQuery 2.4
0.5229✗
Claude Sonnet 4.6 → CadQuery
Claude Sonnet 4.6 → CadQuery
Anthropic + CadQuery 2.4
0.52013✗
OpenAI o4 (reasoning) → CadQuery
OpenAI o4 (reasoning) → CadQuery
OpenAI + CadQuery 2.4
0.50411✗
Qwen3 Coder → CadQuery
Qwen3 Coder → CadQuery
Alibaba + CadQuery 2.4
0.50013✗
CAD-Coder R1
CAD-Coder R1
CAD-Coder Labs (research)
0.48715✗
Claude Opus 4.7 → OpenSCAD
Claude Opus 4.7 → OpenSCAD
Anthropic + OpenSCAD 2024.06
0.4530✗
DeepSeek R1 (reasoning) → CadQuery
DeepSeek R1 (reasoning) → CadQuery
DeepSeek + CadQuery 2.4
0.43612✗
Gemini 2.5 Pro → OpenSCAD
Gemini 2.5 Pro → OpenSCAD
Google + OpenSCAD 2024.06
0.3760✗
DeepCAD
DeepCAD
Wu et al. 2021 (research)
0.36418✗
GPT-5 Mini → OpenSCAD
GPT-5 Mini → OpenSCAD
OpenAI + OpenSCAD 2024.06
0.35017✗
Llama 3.3 70B → OpenSCAD
Llama 3.3 70B → OpenSCAD
Meta + OpenSCAD 2024.06
0.29321✗
Hunyuan3D-2
Hunyuan3D-2
Tencent
0.032104✗
no manifold solid produced
Adam (CADcrush)
Adam (CADcrush)
CADcrush
—79✗
no manifold solid produced
Trellis 3D
Trellis 3D
Microsoft Research
—4✗
Spline AI
Spline AI
Spline.design
0.0000✗
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. | FeatRec | Mating Clearance | Fit-Class Compliance | P@1 | p50 | latency | cost |
|---|---|---|---|---|---|---|---|---|---|
| Human Baseline (Mech-E) | ✓ | 0.957 | 0.817 | 0.856 | 0.854 | 0.000 | — | 843.5s | $7.102 |
| Zoo Text-to-CAD | ✓ | 0.948 | 0.790 | 0.720 | 0.566 | 0.000 | — | 6.2s | $0.208 |
| Claude Opus 4.7 → CadQuery | ✓ | 0.932 | 0.784 | 0.581 | 0.438 | 0.000 | — | 30.6s | $0.324 |
| Gemini 2.5 Flash → CadQuery | ✓ | 0.931 | 0.591 | 0.454 | 0.261 | 0.000 | — | 9.3s | $0.023 |
| GPT-5 → CadQuery | ✓ | 0.929 | 0.638 | 0.573 | 0.382 | 0.000 | — | 36.3s | $0.204 |
| Claude Sonnet 4.6 → CadQuery | ✓ | 0.924 | 0.665 | 0.559 | 0.394 | 0.000 | — | 15.7s | $0.064 |
| OpenAI o4 (reasoning) → CadQuery | ✓ | 0.931 | 0.741 | 0.676 | 0.475 | 0.000 | — | 139.0s | $0.927 |
| Qwen3 Coder → CadQuery | ✓ | 0.923 | 0.579 | 0.445 | 0.213 | 0.000 | — | 16.1s | $0.033 |
| CAD-Coder R1 | ✓ | 0.920 | 0.693 | 0.533 | 0.232 | 0.000 | — | 4.8s | $0.005 |
| Claude Opus 4.7 → OpenSCAD | ✓ | 0.914 | 0.548 | 0.481 | 0.262 | 0.000 | — | 40.9s | $0.356 |
| DeepSeek R1 (reasoning) → CadQuery | ✓ | 0.919 | 0.592 | 0.535 | 0.283 | 0.000 | — | 95.4s | $0.044 |
| Gemini 2.5 Pro → OpenSCAD | × | 0.908 | 0.531 | 0.410 | 0.206 | 0.000 | — | 19.9s | $0.099 |
| DeepCAD | × | 0.902 | 0.443 | 0.382 | 0.175 | 0.000 | — | 4.9s | $0.020 |
| GPT-5 Mini → OpenSCAD | × | 0.905 | 0.436 | 0.383 | 0.115 | 0.000 | — | 17.9s | $0.008 |
| Llama 3.3 70B → OpenSCAD | × | 0.895 | 0.426 | 0.329 | 0.109 | 0.000 | — | 24.0s | $0.020 |
| Hunyuan3D-2 | × | 0.855 | 0.192 | 0.096 | 0.005 | 0.000 | — | 33.8s | $0.058 |
| Adam (CADcrush) kernel error: BRepCheck_NotClosed | × | 0.000 | — | — | — | 0.000 | — | 7.0s | $0.286 |
| Trellis 3D kernel error: BRepCheck_NotClosed | × | 0.000 | — | — | — | 0.000 | — | 9.2s | $0.046 |
| Spline AI | × | 0.850 | 0.090 | 0.046 | 0.001 | 0.000 | — | 8.4s | $0.041 |
| Claude Haiku 4.5 → CadQuery kernel error: BRepCheck_NotClosed | × | 0.000 | — | — | — | 0.000 | — | 6.2s | $0.024 |