CUDA Engineer

Posted Oct 21

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

📋 Description

• Conduct investigations and enhancements on LLM inference performance utilizing modern GPUs.

• Collaborate with inference and serving frameworks such as vLLM, SGLang, TensorRT-LLM, or other comparable systems.

• Examine GPU execution, memory access patterns, kernel performance, and identify inference bottlenecks.

• Design, enhance, debug, or reverse-engineer CUDA kernels and low-level GPU operations.

• Investigate optimization strategies for matrix multiplication, attention mechanisms, and layers of neural networks.

• Perform benchmarking to assess performance and discover areas for improving latency, throughput, and GPU utilization.

• Tackle technically demanding challenges that require analytical thinking and hands-on experimentation.


⛳️ Requirements

• Extensive hands-on experience with CUDA and GPU programming.

• Profound understanding of GPU architecture, memory hierarchy, parallel execution, and performance optimization techniques.

• Background in LLM inference, AI systems, GPU kernels, or high-performance computing.

• Familiarity with frameworks such as vLLM, SGLang, TensorRT-LLM, Triton, or FlashAttention.

• Proven experience in debugging intricate performance issues and analyzing low-level system behavior.

• Strong problem-solving capabilities.

• Proficient communication of complex technical concepts in English.

• A PhD or research experience in Computer Science, Machine Learning, Computer Architecture, or a related discipline is preferred.

• Publications, research initiatives, or significant contributions to open-source GPU/LLM infrastructure are advantageous.

• Experience with PyTorch internals, distributed inference, quantization, KV cache optimization, or custom GPU kernels is a plus.

• Contributions to vLLM, SGLang, Triton, FlashAttention, or related repositories are beneficial.


🏝️ Benefits

• Security through client vetting to reduce risks and ensure reliability and timely payments.

• Career support and assistance in finding new project opportunities.

• Legal assistance regarding independent contractor or sole proprietorship status, taxes, and related processes.

• English language courses.

• Opportunities for professional growth.

• Team-building events.

• Flexible working hours.

• 29 days of PTO (18 working days per year plus all national holidays).

• 10 paid recovery days.

• Comprehensive financial and legal support for independent contractors.

• Free English classes with native speakers or Ukrainian instructors.

• Dedicated HR support.

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