Senior Inference Runtime Engineer (AI)
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
TL;DR
Senior Inference Runtime Engineer (AI): Designing and optimizing the performance-critical serving layer of a MaaS platform with an accent on LLM runtimes, GPU utilization, and latency reduction. Focus on optimizing KV cache behavior, speculative decoding, and scaling distributed inference for high-throughput production environments.
Location: Singapore, Penang (Malaysia), or Taiwan
Company
A world-leading technology company specializing in Bitcoin mining and AI cloud infrastructure.
What you will do
- Optimize prefill/decode scheduling, continuous batching, and KV cache behavior for self-hosted LLMs.
- Tune vLLM, SGLang, and TensorRT-LLM runtimes to improve latency, throughput, and GPU utilization.
- Profile bottlenecks across GPU memory, HBM bandwidth, NCCL network, and model worker paths.
- Lead high-value model onboarding, including runtime selection, quantization, and parallelism strategies.
- Define runtime playbooks for reasoning, tool calling, and multimodal capabilities.
- Collaborate with SRE and performance engineers to translate benchmark findings into production improvements.
Requirements
- 6+ years of experience in systems, ML infrastructure, or high-performance backend engineering.
- Hands-on experience with LLM serving runtimes such as vLLM, TensorRT-LLM, SGLang, or Triton.
- Deep understanding of GPU memory, CUDA/NCCL, and distributed inference tradeoffs.
- Proficiency in Go or Python, with the ability to read runtime source code and profile traces.
- Experience operating production inference services with strict latency, availability, and cost targets.
Culture & Benefits
- Culture that values authenticity and diversity of thoughts and backgrounds.
- Inclusive environment with open workspaces and a startup spirit.
- Opportunity to network with industry pioneers and impact the future of the digital asset industry.
- Personal accountability, autonomy, and fast growth opportunities.
- Attractive welfare benefits, training, and mentoring.
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