PARAM-013 · Constraint Solving & Editability · difficulty 4/5
Editable bracket (length+30 %, hole→M8)
sha256:fab07d2c5e914421…
§1Prompt verbatim
Build the L-bracket from MECH-014, then perform two parametric edits in sequence: (1) increase the long leg from 60 → 78 mm; (2) change the through-hole from M6 clearance to M8 clearance (Ø 9.0 mm). Topology must remain valid throughout.
§2Ground-truth spec
shells1
watertighttrue
manifoldtrue
acceptance ε±0.1 mm
parametric edits
leg_long : 60 → 78 (ΔV expected 3600 mm³)
hole_d : 6.6 → 9 (ΔV expected -147 mm³)
§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
0.7428✓
Claude Opus 4.7 → CadQuery
Claude Opus 4.7 → CadQuery
Anthropic + CadQuery 2.4
0.6579✓
GPT-5 → CadQuery
GPT-5 → CadQuery
OpenAI + CadQuery 2.4
0.57713✗
Adam (CADcrush)
Adam (CADcrush)
CADcrush
0.5748✗
Zoo Text-to-CAD
Zoo Text-to-CAD
Zoo (KittyCAD)
0.54413✗
Gemini 2.5 Pro → OpenSCAD
Gemini 2.5 Pro → OpenSCAD
Google + OpenSCAD 2024.06
0.4530✗
DeepCAD
DeepCAD
Wu et al. 2021 (research)
0.12940✗
no manifold solid produced
Claude Opus 4.7 → OpenSCAD
Claude Opus 4.7 → OpenSCAD
Anthropic + OpenSCAD 2024.06
—18✗
Trellis 3D
Trellis 3D
Microsoft Research
0.0000✗
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. | ParamEdit | ConSolve | Parametric Range Integrity | P@1 | p50 | latency | cost |
|---|---|---|---|---|---|---|---|---|---|
| Human Baseline (Mech-E) | ✓ | 0.969 | 0.831 | 0.870 | 0.812 | 0.000 | — | 847.1s | $4.885 |
| Claude Opus 4.7 → CadQuery | ✓ | 0.953 | 0.802 | 0.846 | 0.765 | 0.000 | — | 32.2s | $0.320 |
| GPT-5 → CadQuery | ✓ | 0.932 | 0.693 | 0.699 | 0.701 | 0.000 | — | 50.1s | $0.194 |
| Adam (CADcrush) | ✓ | 0.943 | 0.797 | 0.693 | 0.746 | 0.000 | — | 7.6s | $0.306 |
| Zoo Text-to-CAD | ✓ | 0.937 | 0.661 | 0.734 | 0.651 | 0.000 | — | 7.7s | $0.192 |
| Gemini 2.5 Pro → OpenSCAD | ✓ | 0.922 | 0.551 | 0.570 | 0.471 | 0.000 | — | 24.2s | $0.105 |
| DeepCAD | × | 0.870 | 0.281 | 0.302 | 0.232 | 0.000 | — | 6.1s | $0.024 |
| Claude Opus 4.7 → OpenSCAD kernel error: BRepCheck_NotClosed | × | 0.000 | — | — | — | 0.000 | — | 33.7s | $0.308 |
| Trellis 3D | × | 0.850 | 0.058 | 0.059 | 0.037 | 0.000 | — | 8.5s | $0.047 |
| Spline AI | × | 0.850 | 0.048 | 0.049 | 0.018 | 0.000 | — | 9.2s | $0.047 |