🛠 Tech Stack

💼 About This Role

You'll generate, validate, and refine high-fidelity simulation datasets to power neural solvers for real-world engineering problems. You'll set up and run FEM simulations, benchmark neural solver outputs, and automate workflows through scripting. This role offers the chance to work on industrial use cases in an async-first, remote team.

🎯 What You'll Do

• Set up and run FEM simulations across structural, thermal, or fluid domains
• Define and validate meshing strategies, boundary conditions, and solver configurations
• Benchmark neural solver outputs against traditional FEM results
• Automate simulation workflows through scripting

📋 Requirements

• 5+ years of hands-on FEM experience in consulting, R&D, or engineering
• Strong fundamentals in continuum mechanics, material modeling, and numerical methods
• Experience in at least one domain: structural mechanics, heat transfer, or CFD
• Ability to manage multiple simulation campaigns without compromising accuracy

✨ Nice to Have

• Experience with parametric studies or design of experiments
• Familiarity with ML/AI methods in scientific computing (PINNs, neural operators)
• Background in manufacturing or industrial engineering applications