Quick overview
Job description
About the Role
Join an AI/ML systems team building high-performance training and inference infrastructure for image, video, and world-model workloads. You will improve efficiency across GPU kernels, distributed execution, and multi-node training and serving.
What You'll Do
Optimize system and GPU performance for training and inference workloads.
Profile and remove bottlenecks at the kernel, memory, system, and cluster levels using Nsight and related tools.
Implement low-level optimizations with CUDA and Triton.
Design and improve distributed training and inference engines for diffusion models.
Improve communication performance across GPUs and nodes using NCCL, RDMA, InfiniBand, RoCE, and disaggregated serving.
Build benchmarking and regression harnesses to sustain performance gains in production.
Develop hardware-aware co-design across kernels, runtimes, and models.
What We're Looking For
At least 2 years of experience in deep learning training or inference systems, distributed systems, or related ML systems work.
At least 1 year of hands-on ML systems or GPU performance experience in a full-time role.
Experience authoring core features in an inference or training framework, such as vLLM, SGLang, TensorRT-LLM, or Megatron.
Direct NVIDIA GPU kernel development experience using CUDA, CUTLASS, Triton, or PTX, including writing kernels.
Experience optimizing inference or training performance across GPU kernels, runtimes, or distributed execution.
Strong machine learning and computer science fundamentals, with a degree in computer science or a related quantitative field.
Experience with PyTorch, Nsight, NCCL, and RDMA is relevant; experience optimizing diffusion, video, image, or other multimodal workloads is valuable.
Compensation & Benefits
Base salary is $180,000 to $260,000 annually. Visa sponsorship is available.
Location
On-site in Menlo Park, California, United States.
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