ByteDance

Research Engineer, LLM/VLM Inference Optimization (Kernel & Compiler) - Seed Infra

ByteDance
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8 hours ago
San Jose, CA, USASenior
H1B sponsor

Responsibilities

  • Design, implement, and optimize GPU kernels for large-scale LLM/VLM inference workloads, including attention and GEMM operators.
  • Develop and tune inference kernels in CUDA and Triton and optimize production inference performance at scale.
  • Profile and analyze the inference stack from kernel level through serving level to identify performance bottlenecks.
  • Collaborate with research and infrastructure teams to deploy kernel- and compiler-level optimizations in production inference systems.

Requirements

  • Bachelor's degree or above in Computer Science, Electrical Engineering, or a related field.
  • Strong proficiency in C/C++ and Python, with foundations in algorithms, data structures, and systems programming.
  • Hands-on LLM/VLM inference optimization experience with demonstrated impact on latency, throughput, or serving cost.
  • Hands-on experience writing and optimizing GPU kernels in CUDA and/or Triton.
  • Deep understanding of GPU architecture, including memory hierarchy, occupancy, and instruction throughput, with solid optimization experience.
  • Experience with ML compiler internals such as Triton, MLIR, or LLVM is preferred.
  • Contributions to related open-source projects such as Triton, vLLM, SGLang, FlashAttention, or CUTLASS are preferred.
  • Publications in relevant venues such as MLSys, OSDI, or ASPLOS are preferred.

Tech Stack

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ByteDance

About ByteDance

10,000+ employees

ByteDance is a global incubator of platforms at the cutting edge of commerce, content, entertainment and enterprise services - over 2.5bn people interact with ByteDance products including TikTok. Creation is the core of ByteDance's purpose. Our products are built to help imaginations thrive. This is doubly true of the teams that make our innovations possible. Together, we inspire creativity and enrich life - a mission we aim towards achieving every day. At ByteDance, we create together and grow together. That's how we drive impact - for ourselves, our company, and the users we serve. We are committed to building a safe, healthy and positive online environment for all our users. We have over 110,000 employees based in more than 30 countries globally. Join us.

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