The toolkit
An AI-native CAD pipeline, hardening over time
It started as a single agent writing OpenSCAD against a validator. Since then it's grown a second modeling backend (Autodesk Fusion 360 over MCP for organic shapes), an industrial-design critique loop, closed-form strain analysis, slicer-level printability gates, and an automated test-print planner.
The human owns the intent — dimensions, constraints, how parts mate. The pipeline does the CAD and refuses to ship until the geometry passes quantitative review.














