Senior ML Systems Engineer, Inference
runpod · Remote - USA
Job description
About the role
Runpod is seeking a Senior ML Systems Engineer to lead LLM inference performance improvements. You will own end‑to‑end serving performance, measuring, diagnosing, and optimizing latency and cost for customers.
Key responsibilities
- Define and build rigorous tooling to measure inference performance metrics such as throughput, time to first token, inter‑token latency, and cost per token.
- Profile and diagnose performance issues across the serving stack, from scheduling and memory management to kernels and interconnect.
- Improve serving efficiency for state‑of‑the‑art models on single‑node and multi‑node GPU deployments.
- Translate findings into production‑ready runtimes, configurations, and defaults for customers.
- Collaborate with product and infrastructure teams to shape inference offerings.
- Stay current with the inference ecosystem and decide on adoption, building, or contributing back.
Required profile
- 5+ years of professional system engineering experience.
- Hands‑on experience with vLLM, SGLang or comparable serving engines at production or benchmark scale.
- Strong software engineering skills in Python and ability to work in large, performance‑critical codebases.
- Solid understanding of LLM inference performance drivers: batching, memory, parallelism, latency vs throughput trade‑offs.
- Experience with modern inference optimizations such as quantization, speculative decoding, or distributed serving.
- Rigorous benchmarking and GPU profiling expertise.
Required skills
- Python
- vLLM
- SGLang (or comparable serving engine)
- CUDA or Triton kernel development
- GPU profiling tools
- Quantization techniques
- Speculative decoding
- Distributed serving
What we offer
- Competitive base salary $150,000–$220,000
- Equity stock options
- Generous medical, dental & vision plans
- Flexible PTO
- Remote‑first work environment
- $1,200 home office and equipment stipend
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Published 18 hours ago
Expires 1 month from now
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runpod
Remote - USA