Remotery

Senior GPU Networking Architect

Posted May 20

This is a fully remote position, open to applicants in Poland.

📋 Description

• Design, implement, and enhance GPU communication kernels that support collective and point-to-point operations in large-scale AI frameworks.

• Utilize extensive knowledge of GPU architecture—including thread scheduling, memory hierarchy, and execution pipelines—to enhance kernel performance, reduce latency, and synchronize computation with communication.

• Create GPU-resident communication primitives and device-side APIs that facilitate fine-grained, kernel-initiated data transfers across nodes and accelerators.

• Analyze and optimize GPU kernels comprehensively, pinpointing bottlenecks at the convergence of computation, memory, and networking, and driving focused enhancements.

• Work in tandem with network software, hardware, and AI framework teams to collaboratively design communication strategies that are compatible with GPU execution patterns and new model architectures.

• Develop proofs-of-concept, carry out experiments, and execute quantitative modeling to assess and verify new communication strategies prior to their production deployment.

• Aid in the advancement of programming models that reveal GPU-aware networking features to application developers.


⛳️ Requirements

• Over 5 years of practical experience in CUDA programming, including the writing and optimization of complex GPU kernels.

• A Master’s degree or equivalent experience in computer science, computer engineering, or a closely related discipline.

• A solid understanding of GPU architecture principles: warp scheduling, shared memory, L2 cache, memory coalescing, occupancy tuning, and asynchronous execution.

• Proficiency in systems-level C/C++ development within performance-sensitive environments.

• Knowledge of GPU data transfer mechanisms, such as GPUDirect RDMA and GPU-initiated communication.

• Capability to interpret and analyze GPU performance profiles (e.g., Nsight Compute, Nsight Systems) and convert insights into practical optimizations.

• Excellent collaboration abilities in a multinational, interdisciplinary setting.


🏝️ Benefits

• Health insurance

• 401(k) matching

• Flexible work hours

• Paid time off

• Remote work options

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