Simulation Engineer
Core
Architect end-to-end CFD-to-ML pipelines to generate high-fidelity transient datasets for training foundational AI models in fluid dynamics.
Role type
Senior IC simulation engineer (CFD/ML)
Builds
Production-ready CFD datasets and automated simulation workflows for AI training
Domain
Automotive, aerospace, and energy engineering with a focus on fluid dynamics and scientific machine learning
Deliverable
production ML models
Required skills
CFD mastery, fluid dynamics theory, mesh generation, solver execution, Python/C++ scripting, HPC usage
Preferred skills
Sci-ML experience, surrogate modeling, CAD cleanup, volume meshing
Technologies
OpenFOAM, ANSYS Fluent, STAR-CCM+, ANSA, ParaView
Responsibilities
Design and execute simulation workflows from CAD cleanup to solver execution; Develop and validate transient CFD datasets; Collaborate with AI researchers to translate fluid dynamics principles into model constraints; Build automated meshing and solver infrastructures; Align simulation parameters with industrial-scale design challenges; Establish company-wide standards for mesh quality and simulation fidelity
Seniority
Senior, hands-on IC