Preprint · cad-bench/v0.5 · sweep 2026-04-12open · MIT
CAD·Benchv0.5
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SEAL-001 · Sealing-Groove Design · difficulty 4/5

AS568-214 face-seal groove

sha256:44c01ef0b1199aa0

§1Prompt verbatim

Design the female face-seal groove for an AS568-214 O-ring (Ø 0.984 in cross-section 0.139 in / 3.53 mm). Sealed pressure 10 MPa static, hydraulic. Apply standard squeeze (16-25 %) and groove-fill (75-85 %).

§2Ground-truth spec

shells1
watertighttrue
manifoldtrue
acceptance ε±0.05 mm
featuresgroove_AS568-214

§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

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
AgentWatert.Manif.Named-Dimension RMSEStandards ComplianceP@1p50latencycost
Claude Opus 4.7 → CadQuery0.9620.2380.7011.00048.2s$0.283
GPT-5 → CadQuery0.9560.2440.7200.00044.9s$0.194
Human Baseline (Mech-E)0.9650.1440.8840.000622.8s$6.380
Zoo Text-to-CAD0.9450.1590.6960.0006.7s$0.180
Adam (CADcrush)0.9300.1710.6340.0007.0s$0.220
Claude Opus 4.7 → OpenSCAD0.9130.2590.5340.00035.2s$0.269
Gemini 2.5 Pro → OpenSCAD×0.9050.2550.4940.00035.5s$0.076
DeepCAD×0.8660.3420.2920.0005.4s$0.020
Trellis 3D×0.8500.5520.0460.00010.2s$0.056
Spline AI×0.8500.5410.0180.0009.4s$0.039