ORAIN
A closed-loop engineering intelligence that converts natural language into exact, simulation-grade geometry and multi-dimensional meshes — eliminating surface-triangulation errors at their source.
Project ORAIN
Moving beyond chat wrappers to construct a reliable, comprehensive engineering assistant. ORAIN executes text-to-model commands through a multi-phase deterministic engine.
Closed-Loop Text-To-Model Core
Instead of inaccurate surface-triangulation approximations, ORAIN maps engineering parameters and constraints straight into clean, editable solid structures — automating hours of repetitive manual configuration.
Utilizes an exact solid-body CAD kernel to instantly render flow-oriented components directly from plain-language constraints and dimensions.
Automatically filters broken solids or non-manifold topology before orchestrating advanced mesh routines to produce analysis-ready engineering grids.
Powers rapid parameter sweeps and automated tracking for structural loads, fluid dynamics, pressure drops, and thermal fields.
Monitors downstream errors and solver diagnostics, feeding feedback tokens back into the engine to adjust parameters until absolute accuracy is reached.
MESH ENGINE → GMSH 4.x
TOPOLOGY → SOLID_ONLY
CORRECTION → LOOP_∞
STATUS → PHASE_1_ONGOING
Platform Architecture Pillars
Ensuring perfect structural integrity by cleanly separating high-level orchestration, solid shape modeling, and discrete computational discretization.
OpenCascade (OCCT) Backbone
ORAIN drives an enterprise-grade solid geometric modeling kernel to generate exact topology data instead of fragile graphic triangles.
- Strict solid and surface boundary preservation
- Highly reproducible, stable geometry states
- Parametric dimension and unit mapping controls
Industrial GMSH Orchestration
Ensures generated shapes transfer flawlessly to engineering analysis by automating discrete computational meshes.
- Multi-dimensional mesh grids (1D, 2D, 3D)
- Rigorous quality metrics on aspect ratios and sizing
- Deterministic separation between CAD repair and mesh math
Validation & Error Correction
A resilient closed-loop pipeline checks models before processing and heals faulty configurations automatically.
- Proactive rejection of broken or overlapping inputs
- Direct intake of physics engine diagnostic flags
- Deterministic correction over loose stochastic adjustments
The Closed-Loop Workflow
ORAIN unifies conversational prompt translation, rigorous topology creation, discrete mesh processing, and autonomous error correction into one deterministic pipeline.
Ready to Engineer the Future?
Program for ORAIN and experience geometric intelligence inside your engineering workflow.