MECHANICAL, AEROSPACE & CIVIL

OpenFOAM CFD aerodynamic optimization

OpenFOAM CFD aerodynamic optimization 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

Optimize a 2D airfoil across hidden Reynolds and Mach operating points. Mesh validity, solver convergence, residuals, and lift-to-drag targets gate qualification.

Tools and runtime

Gmsh + OpenFOAM/SU2 + force coefficients

OPENENV / CFD

Related Mechanical, Aerospace & Civil gyms

• 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
• 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.