MECHANICAL, AEROSPACE & CIVIL

2D CAD & DXF drafting automation

2D CAD & DXF drafting automation is an OpenEnv-compatible reinforcement learning environment in our Mechanical, Aerospace & Civil catalog. An agent acts through the tools below, and a deterministic verifier scores every episode, so the reward can be used for GRPO or other RLVR post-training.

Task and verification

Create and repair architectural and mechanical drawings with geometry, layers, dimensions, blocks, layouts, and offsets. Entity-level geometric integrity checks verify the output.

Tools and runtime

AutoCAD-compatible DXF engine + entity & layer verifiers

OPENENV / DXF

Related Mechanical, Aerospace & Civil gyms

• OpenFOAM CFD aerodynamic optimization
• FreeCAD CAM & CNC toolpath planning
• Parametric mechanical CAD (CadQuery)
• Structural CAE & FEA analysis
• GNC & orbital mechanics (Orekit)
• Modelica multiphysics modeling
• BIM & MEP building systems routing
• Physics & PDE model calibration

See how these environments are run privately on the custom RL environments page, and how their rewards are made hard to game in our verifier design guide.

Plan a training run

Check the environment’s availability, compatible models and compute in Studio. A catalog entry does not guarantee that hosted training is enabled for your workspace.