On-prem Platform Engineer

On-prem Platform Engineer

Location: Charlotte, NC

Key Skills:

Must-Have Skills (Mandatory Keywords)

LLM Inference & Optimization

• vLLM, TensorRT-LLM, Triton Inference Server, SGLang


• Inference optimization techniques:
  
  
  
  • Continuous batching
  
  
  • Speculative decoding
  
  
  • KV cache / Prefix caching
  
  
  
  


• Model optimization:
  
  
  
  • FP8, AWQ, GPTQ
  
  
  
  

Distributed & GPU Systems

• Tensor parallelism and large model scaling


• CUDA, NCCL, GPU architecture


• GPU partitioning & optimization (MIG)

Kubernetes & ML Serving

• Kubernetes-based ML serving...