обновлено 4 дня назад
Inference Performance Engineer (AI)
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Inference Performance Engineer (AI): Optimizing the inference stack for efficient model serving with an accent on caching, batching, quantization, decoding, and kernel-level performance. Focus on improving throughput, cost, and tail latency, tuning routing across infrastructure and external providers, and building profiling systems for production workloads.
Location: San Francisco; hybrid work with in-person collaboration in the Bay Area
Company
Builds AI systems designed to adapt in real time through efficient, flexible, personalized, and accessible intelligence.
What you will do
- Own the cost and performance of the model inference stack as workloads, traffic, and hardware change.
- Improve throughput, cost, and tail latency through KV-cache management, continuous batching, speculative decoding, and quantization.
- Optimize long-context prefill and decode workloads using real production traffic.
- Tune routing between internal infrastructure and external providers based on cost, capacity, and performance.
- Optimize serving engines such as vLLM, SGLang, and TensorRT-LLM, including below-framework work when needed.
- Build profiling and measurement systems to identify time, memory, and compute usage.
Requirements
- 5+ years of experience in ML systems, inference infrastructure, or performance engineering, with measurable cost or latency improvements.
- Deep understanding of model serving, including prefill and decode, memory bandwidth, batching, and concurrency.
- Production experience with vLLM, SGLang, or TensorRT-LLM.
- Strong Python skills and proficiency in C++, Rust, or another systems language.
- Experience with GPU performance, including CUDA, NCCL, mixed precision, memory layout, kernels, or quantization.
Culture & Benefits
- In-person collaboration in the Bay Area within a distributed, global-first team.
- Team offsites and an annual travel stipend for exploring a new country.
- Weekly meal allowance for takeout or grocery delivery.
- Comprehensive medical benefits and generous paid time off.
- Collaborative environment encouraging adaptable teammates and bold ideas.
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