Lead GPU Kernel & AI Performance Engineer

Mercor

San Francisco (CA)

On-site

USD 150,000 - 210,000

Full time

4 days ago
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Job summary

Mercor seeks a skilled evaluator to assess GPU/kernel tasks for frontier AI models. You will examine numerical correctness, performance benchmarks, and task scoping across diverse kernels, then deliver rubric-based feedback on methods and outcomes.

Responsibilities include verifying compilation/runtime validity and identifying failure modes, with emphasis on reproducibility and precision.

Qualifications

  • 3+ years hands-on experience developing, optimizing, or verifying GPU/accelerator kernels in CUDA, Triton, NKI, or Pallas (JAX).
  • Strong understanding of numerical-correctness criteria for kernels (absolute/relative/ULP tolerances).
  • Experience with performance profiling and benchmarking (nsight, ncu, roofline analysis).
  • Familiarity with common compilation and runtime failure modes.

Responsibilities

  • Evaluate quality, correctness, and completeness of GPU/accelerator kernel development tasks used to train and evaluate a frontier AI lab's models.
  • Assess numerical correctness, performance-benchmarking fairness, and task scoping across diverse kernel task types.
  • Provide rubric-based written feedback on results and methods.

Skills

Numerical correctness
Performance profiling
Kernel development
Task scoping

Tools

CUDA
Triton
NKI
Pallas/JAX

Job description

Mercor seeks a skilled evaluator to assess GPU/kernel tasks for frontier AI models. You will examine numerical correctness, performance benchmarks, and task scoping across diverse kernels, then deliver rubric-based feedback on methods and outcomes.

Responsibilities include verifying compilation/runtime validity and identifying failure modes, with emphasis on reproducibility and precision.

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