Open-Source Next-Generation Digital Engineering & Physical AI Platform
Democratizing high-fidelity 3D Multiphysics, 1D MBSE (FMI), and Physics-Informed AI for engineers, researchers, and makers worldwide.
- Code-as-CAD & Auto-Meshing: Parametric B-Rep geometry definition via
build123dand automatic boundary-tagged meshing withGmsh. - 3D Multiphysics Coupling: Seamless orchestration of open-source solvers (
OpenFOAMfor CFD,Elmer FEMfor Electromagnetics/Thermal,CalculiXfor Structural FEA) viapreCICE. - 1D-3D System Co-simulation: Standard
FMI 2.0/3.0support integrating 1D systems (OpenModelica) with 3D field simulations. - Physical AI & ROM Studio: Distributed DoE parameter sweeps generating high-density field datasets (
HDF5/Zarr), training Physics-Informed AI (PINNs/DeepONet/pyMOR), and auto-packaging to deployable.fmuandONNXruntime models. - Closed-Loop Digital Thread: End-to-end traceability from requirements (
ReqIF/SysML) to operational sensor data (Asset Administration Shell / AAS). - Self-Healing & Resilient Orchestration: Automated CAD defeaturing and mesh relaxation fallbacks ensuring uninterrupted massive DoE runs.
flowchart TB
subgraph UI ["Presentation Layer (Web UI)"]
Canvas["React Flow Workflow Canvas"]
Viewer3D["VTK.js / Three.js 3D Field Viewer"]
Dash["DoE Pareto & Physical AI Studio"]
end
subgraph Core ["Control Plane & Orchestration (FastAPI)"]
Gateway["FastAPI Async Gateway"]
Heal["Self-Healing & Fallback Engine"]
Thread["Digital Thread & Lineage Engine (W3C PROV-O)"]
VandV["Automated V&V Benchmark Engine"]
end
subgraph Workers ["Isolated Containerized Compute Pool"]
CAD["[CAD/Mesh] build123d / Gmsh"]
CFD["[CFD] OpenFOAM v2312+"]
FEA["[FEA/Multiphysics] Elmer FEM / CalculiX"]
MBSE["[1D System] OpenModelica / PyFMI"]
AI["[Physical AI] pyMOR / PyTorch / Python-FMU"]
end
subgraph Storage ["SPDM Data Lakehouse"]
MinIO["MinIO S3 (STEP, Mesh, VTK, FMU, ONNX)"]
DB["PostgreSQL + Apache AGE (Metadata & Graph)"]
Lake["HDF5 / Zarr Field Data Lake"]
end
UI <==> Core
Core <==> Workers
Workers <==> Storage
Core <==> Storage
The complete enterprise specification, architecture blueprints, and conventions are available in the docs/ folder:
- Product Requirement Document (PRD) & SWOT Analysis: Product goals, business rationale, SWOT analysis, and phased roadmap.
- System Architecture Blueprint v2.0: Detailed microservice architecture, self-healing fallbacks, V&V benchmarks, and data pipelines.
- PEST, Legal & Economic Review: Political, economic TCO models, AGPL v3 compliance, and liability disclaimers.
- Conventions & Glossary: Standard terminology, abbreviations, SPDM naming conventions, SI unit standards, and Git DCO rules.
- International Standards & Datasets: ISO/IEC/ASME/FMI standards and public engineering datasets for CAD, CFD, FEA, and Physical AI.
- Lean On-Demand Data Ingestion Architecture: Zero-download, on-the-fly synthetic parametric generation, and lazy streaming to prevent over-engineering.
- License: This project is licensed under the GNU Affero General Public License v3 (AGPL v3). See
LICENSEfor details. - Disclaimer: This software is provided "AS-IS" without warranty of any kind. Simulation results should be verified for safety-critical applications.