Software Engineer - Nonlinear Solid Mechanics & High-Performance Computing

Vinci AI

$120K — $150K *
Technical Services
Less than 5 years of experience
Job Overview by Ladders

Qualifications

  • 5-7 years of experience in computational mechanics, scientific computing, or HPC environments
  • Expertise in developing nonlinear solvers for solid mechanics, including large-deformation and material nonlinearity
  • Strong knowledge of the finite element method (FEM) in structural mechanics
  • Experience with iterative linear solvers and preconditioning for large systems
  • Proficiency in GPU programming utilizing CUDA or similar frameworks
  • Comfortable programming in C++ and/or Python with an emphasis on performance-critical applications
  • Demonstrated understanding of software engineering practices including version control and automated testing

Responsibilities

  • Design and implement nonlinear solvers for geometric and material nonlinearity in solid mechanics
  • Build and enhance linear algebra capabilities for large sparse systems
  • Optimize solvers for GPU execution, focusing on performance and scalability
  • Implement FEM discretizations for structural and thermomechanical analyses
  • Establish robust software engineering processes, including CI/CD and testing
  • Collaborate with physicists and engineers to accurately implement physical models
  • Benchmark solver performances to identify and rectify bottlenecks

Benefits

  • Work on challenging technical problems that have real-world engineering impact
  • Join a close-knit team where individual contributions are valued and visible
  • Enjoy a flexible working environment
  • Participate in competitive compensation packages with equity options
  • Experience the fulfillment of building innovative solutions from the ground up
Full Job Description
The Role

We are looking for a software engineer who lives at the intersection of computational solid mechanics, numerical methods, and high-performance computing. You will design, implement, and tune solvers for geometric and material nonlinearity in solid mechanics - think large-deformation, contact, and history-dependent material response - that run at scale on modern hardware. You will write production-quality code, contribute to our CI/CD infrastructure, and collaborate closely with a multi-disciplinary team of physicists, engineers, and software developers.

This is not a "maintain the existing stack" role. You will be building things that don't exist yet, solving problems that require both rigorous mathematical thinking and solid engineering instincts.

What You Will Work On
  • Develop and tune nonlinear solvers for solid mechanics, handling both geometric nonlinearity (large deformation, finite strain) and material nonlinearity (plasticity, viscoelasticity, temperature-dependent and history-dependent constitutive models)
  • Build and optimize the underlying linear algebra: iterative linear solvers and preconditioners for the large sparse systems arising at each Newton iteration
  • Port and optimize these solvers for GPU execution using CUDA, HIP, or equivalent frameworks, with a focus on memory bandwidth, occupancy, and scalability
  • Implement FEM discretizations for structural and thermomechanical field solves, with attention to robustness and convergence under stiff, ill-conditioned, and near-singular conditions
  • Contribute to a robust software engineering foundation: version control discipline, automated testing, CI/CD pipelines, and code review practices
  • Collaborate with domain experts to translate physical models and mathematical formulations into correct, efficient implementations
  • Profile and benchmark solver performance; identify and eliminate bottlenecks


What We Are Looking For

Technical Skills
  • Hands-on experience developing solvers for geometric and material nonlinearity in solid mechanics - large-deformation kinematics, nonlinear constitutive models, and the Newton-type schemes that drive them to convergence
  • Strong foundation in the finite element method (FEM) for solid and structural mechanics
  • Deep familiarity with iterative linear solvers (e.g., Krylov methods) and preconditioning techniques for large, sparse systems, with hands-on experience implementing these inside a nonlinear solver
  • Proven GPU programming experience (CUDA, HIP, SYCL, or similar) with a track record of getting real performance out of hardware
  • Proficiency in C++ and/or Python; comfort working in performance-critical codebases
  • Strong software engineering practices: Git workflows, code review, automated testing (unit, integration, regression), and CI/CD pipelines

Experience
  • 3-6 years of industry or research experience in a relevant field (computational mechanics, scientific computing, computational physics, numerical simulation, or HPC)
  • A portfolio of work - open source contributions, published code, or shipped products - that demonstrates the above

Soft Skills
  • A genuine collaborator: you learn from teammates as readily as you help them
  • Able to communicate technical depth clearly to people from different disciplines - physicists, mechanical engineers, product managers
  • Comfortable with ambiguity and excited by the challenges that come with building something new
  • Self-directed and ownership-oriented: you drive your work to completion without needing to be managed closely

Nice to Have
  • Experience with warpage and residual-stress problems in semiconductor manufacturing (e.g., packaging, die/substrate stacks, thermomechanical deformation)
  • Familiarity with matrix-free methods for nonlinear and linear operator application
  • Experience with geometric multigrid approaches as solvers or preconditioners
  • Background in adaptive mesh refinement (AMR)
  • Familiarity with embedded geometry or immersed boundary methods for solid mechanics
  • Experience applying machine learning to solid mechanics problems (surrogates, constitutive modeling, solver acceleration)
  • Experience with performance profiling tools (Nsight, VTune, Roofline analysis)


Why Vinci4d
  • Work on genuinely hard technical problems with real engineering impact
  • Join a small team where your contributions are visible and your voice is heard
  • Competitive compensation with equity participation
  • Flexible work environment
  • The satisfaction of building something from the ground up - and the opportunity to help define what it becomes

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