Trainium NKI Kernel Expert (Part-Time Evaluator)

OpenTrain AI

Northern (KY)

Hybrid

USD 96,000 - 124,000

Part time

2 days ago
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Benefits offered by this job

Contractor role
Part-time opportunity
US-based role
20+ hours/week
English-language work
Competitive pay $70-90/hr

Job summary

OpenTrain AI is seeking a Trainium NKI Kernel Expert to evaluate the quality and correctness of NKI development tasks used to train advanced AI models. You will deliver rubric-based feedback on each task, focusing on CUDA-to-NKI migration fidelity and cross-platform numerical correctness.

The role is listed as entry level, yet requires 2+ years of hands-on NKI kernel development experience. This is a US-based, part-time contractor position with English-language work and a compensation of $70–$90

Qualifications

  • At least 2 years of hands-on NKI kernel development for AWS Trainium or Inferentia2.
  • Strong understanding of NKI tile-based computation, SBUF, PSUM, and DMA orchestration.
  • Familiarity with NeuronCore-v2 architecture and FP32/BF16/FP8/INT8 data types.
  • Experience evaluating CUDA-to-NKI migration quality and performance bottlenecks.

Responsibilities

  • Evaluate NKI kernel tasks for quality, correctness, and hardware appropriateness on AWS Trainium and Inferentia2.
  • Assess CUDA-to-NKI migration fidelity and identify performance bottlenecks.
  • Define cross-platform numerical-correctness standards for GPU and Trainium implementations.
  • Provide rubric-based written feedback on each task.

Skills

NKI kernel development
Trainium/Inferentia2
CUDA-to-NKI migration
HBM memory hierarchy
DMA orchestration
NeuronCore-v2
Profiling/ benchmarking

Tools

AWS Neuron SDK
Neuron Compiler

Job description

OpenTrain AI is seeking a Trainium NKI Kernel Expert to evaluate the quality and correctness of NKI development tasks used to train advanced AI models. You will deliver rubric-based feedback on each task, focusing on CUDA-to-NKI migration fidelity and cross-platform numerical correctness.

The role is listed as entry level, yet requires 2+ years of hands-on NKI kernel development experience. This is a US-based, part-time contractor position with English-language work and a compensation of $70–$90

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