DFMMOLD-002 · DFM · Injection Mould · difficulty 4/5
Injection-mouldable enclosure half
sha256:1abf0e5d9c3b22d4…
§1Prompt verbatim
Lower half of a hand-held enclosure, 120 × 60 × 25 mm, parting line in the XY plane. Constraint set: ≥1° draft on every vertical wall, uniform 2.0 mm wall, no closed voids, four self-tapping bosses (Ø 4 mm OD, Ø 2 mm core, with gussets), shut-off ledge 0.5 mm overlap.
§2Ground-truth spec
shells1
watertighttrue
manifoldtrue
acceptance ε±0.1 mm
featuresdraft_1deg_min, wall_2.0mm_uniform, boss_x4, shutoff_ledge
§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
0.7068✓
Zoo Text-to-CAD
Zoo Text-to-CAD
Zoo (KittyCAD)
0.6418✗
Adam (CADcrush)
Adam (CADcrush)
CADcrush
0.53613✗
GPT-5 → CadQuery
GPT-5 → CadQuery
OpenAI + CadQuery 2.4
0.53312✗
Claude Opus 4.7 → CadQuery
Claude Opus 4.7 → CadQuery
Anthropic + CadQuery 2.4
0.42911✗
Gemini 2.5 Pro → OpenSCAD
Gemini 2.5 Pro → OpenSCAD
Google + OpenSCAD 2024.06
0.3790✗
Claude Opus 4.7 → OpenSCAD
Claude Opus 4.7 → OpenSCAD
Anthropic + OpenSCAD 2024.06
0.3540✗
DeepCAD
DeepCAD
Wu et al. 2021 (research)
0.23820✗
Trellis 3D
Trellis 3D
Microsoft Research
0.0530✗
Spline AI
Spline AI
Spline.design
0.0000✗
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 | 0.756 | 0.806 | 0.884 | 0.000 | — | 870.8s | $6.729 |
| Zoo Text-to-CAD | ✓ | 0.942 | 0.708 | 0.708 | 0.730 | 0.000 | — | 5.6s | $0.204 |
| Adam (CADcrush) | ✓ | 0.930 | 0.566 | 0.580 | 0.685 | 0.000 | — | 12.2s | $0.231 |
| GPT-5 → CadQuery | ✓ | 0.926 | 0.522 | 0.607 | 0.588 | 0.000 | — | 50.7s | $0.215 |
| Claude Opus 4.7 → CadQuery | ✓ | 0.919 | 0.594 | 0.708 | 0.628 | 0.000 | — | 32.0s | $0.370 |
| Gemini 2.5 Pro → OpenSCAD | × | 0.910 | 0.479 | 0.558 | 0.484 | 0.000 | — | 32.9s | $0.073 |
| Claude Opus 4.7 → OpenSCAD | × | 0.901 | 0.542 | 0.536 | 0.554 | 0.000 | — | 22.5s | $0.360 |
| DeepCAD | × | 0.887 | 0.354 | 0.340 | 0.400 | 0.000 | — | 4.9s | $0.023 |
| Trellis 3D | × | 0.858 | 0.088 | 0.228 | 0.121 | 0.000 | — | 11.4s | $0.058 |
| Spline AI | × | 0.850 | 0.050 | 0.093 | 0.063 | 0.000 | — | 7.6s | $0.042 |