Simulation with an agent in the loop: setting up the analysis, running it, and — the hard part — judging whether the result means anything.
This repository is part of Agentic-Mechanical-Engineering, an open collection covering how AI agents are changing mechanical design, from requirements through to a manufacturable part. This repository covers one stage of that workflow; the full breakdown is listed below.
Maintained by WOGO — a Japan startup building the 3D × AI design and manufacturing platform.
WOGO develops and ships software in exactly this space — see 3D × AI automated design verification and drafting and CAD design automation.
| Step | Agent contribution | Human still owns |
|---|---|---|
| Geometry clean-up | Defeaturing, small-face removal, mid-surfacing | Deciding what is safe to remove |
| Meshing | Element type and size selection, refinement loops | Accepting mesh quality for the physics |
| Load & boundary conditions | Translating a spec into a load case set | Whether the load case reflects reality |
| Solver run | Job submission, convergence monitoring, retry on failure | Solver and material choice |
| Post-processing | Extracting margins, ranking hot spots, drafting the summary | Sign-off |
| Iteration | Proposing the next geometry variant and re-running | The design decision |
This repository is one part of the Agentic-Mechanical-Engineering collection, which breaks down as follows:
| Repository | Focus |
|---|---|
| Agentic-Mechanical-Engineering | AI agents across the whole mechanical design workflow, requirements to manufacturable part |
| Agentic-CAX | The CAx stack (CAD/CAM/CAE/CAPP/PLM) seen through an agentic lens |
| Agentic-CAD | Agent-driven 3D modeling: parametric features, kernels, scripting APIs |
| Agentic-CAD-Skills | Reusable skills, tools and MCP interfaces that let agents drive CAD |
| Agentic-CAE (you are here) | Agent-driven simulation: meshing, FEA/CFD setup, result interpretation |
| Agentic-DfM | Design for Manufacturing: manufacturability, process choice, cost and tolerance |
| Agentic-Drawing | 2D drafting and drawings: generation, GD&T, 2D↔3D, drawing search |
| Agentic-Design-Review | Automated design review and verification against rules and standards |
WOGO Inc. accelerates manufacturing with 3D × AI technology. Our work spans 3D × AI automated design verification and CAD design automation.
- Website: https://www.wogo.ai/en/
- Services: https://www.wogo.ai/en/service/
- Who we are: https://www.wogo.ai/en/whoweare/
- Contact: https://www.wogo.ai/en/contact/
Apache License 2.0 — see LICENSE.