5 часов назад
Senior AI Research Engineer (Semiconductors)
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Senior AI Research Engineer (Semiconductors): Developing and scaling MPI+CUDA PDE solvers and neural operators for semiconductor design with an accent on high-performance computing and physical consistency. Focus on building simulation pipelines and training high-fidelity surrogates to push AI beyond human cognitive limits in hardware design.
Location: Palo Alto, USA (Onsite)
Company
is a startup developing world models and AI agents to design and create hardware, electronics systems, and semiconductors beyond human cognitive limits.
What you will do
- Develop and scale MPI+CUDA PDE solvers for electrostatics and electromagnetic field problems on complex 3D IC geometries.
- Tune and extend AMG preconditioners, Krylov solvers, and mesh pipelines for performance at scale.
- Build and train neural operators (FNO, DeepONet, GNO) as high-fidelity surrogates for PDE-based solvers.
- Design simulation pipelines for training data generation, including sampling strategies and physical consistency checks.
- Validate models against analytical solutions, benchmarks, and cross-validation between solvers and surrogates.
Requirements
- PhD in computational physics, applied mathematics, computational engineering, or a related field.
- Deep expertise in numerical PDE methods (FEM, FVM, or BEM) including weak formulations and error analysis.
- Strong C++ and CUDA proficiency with experience in kernel optimization and multi-GPU programming.
- Experience with multi-node HPC, MPI, domain decomposition, and scaling strategies.
- Hands-on experience with neural operators and AI for Science methodology.
Nice to have
- Experience with HYPRE, PETSc, and Trilinos.
- Familiarity with multi-node GPU clusters (NCCL, CUDA-aware MPI, NVLink).
- Published work in neural operators, physics-informed ML, or scientific HPC.
- Domain knowledge in IC design, device physics, or semiconductor materials.
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