MECHANICAL, AEROSPACE & CIVIL

BIM & MEP building systems routing

BIM & MEP building systems routing 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

Route HVAC ducts, electrical conduits, and plumbing systems through architectural building models without physical clashes against structural beams, columns, or other MEP systems.

Tools and runtime

IFC validation and deterministic 3D clash detection

OPENENV / IFC

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
• 2D CAD & DXF drafting automation
• 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.