Remote AI Performance Engineer - Throughput & Cost

Bright Vision Technologies

SOUTH PLAINFIELD (NJ)

Remote

USD 90,000 - 150,000

Full time

5 days ago
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Job summary

Bright Vision Technologies seeks an AI Performance Optimization Engineer to extract maximum throughput, minimize latency, and reduce cost across training and inference workloads for large neural network systems.

The role spans the full stack from low-level kernel optimization to distributed system tuning, requiring deep understanding of GPU architecture, model parallelism, memory management, and compiler-level optimization.

Qualifications

  • Bachelor’s or Master’s degree in Computer Science, Computer Engineering, or a related field.
  • Six or more years of experience in performance engineering, ML systems, or HPC.
  • Strong proficiency in Python and C++.
  • Hands-on experience optimizing deep learning workloads on modern GPUs.
  • Deep understanding of distributed training and inference techniques.
  • Experience with profiling tools across CPU, GPU, and distributed systems.
  • Familiarity with model compression techniques and their accuracy implications.
  • Strong grasp of memory hierarchies, communication primitives, and parallelism strategies.
  • Excellent measurement, debugging, and analytical reasoning skills.
  • Strong communication and collaboration skills.

Responsibilities

  • Profile and optimize end-to-end AI training and inference pipelines for throughput, latency, and cost.
  • Identify and eliminate bottlenecks across data loading, model compute, communication, and memory.
  • Implement and tune quantization, sparsity, and pruning strategies to reduce model footprint and accelerate inference.
  • Optimize distributed training using tensor parallelism, pipeline parallelism, FSDP, and ZeRO-style sharding.
  • Tune attention implementations using FlashAttention, paged attention, and related techniques.
  • Implement KV cache optimization, continuous batching, and speculative decoding for LLM serving.
  • Drive compiler-level optimizations using Triton, XLA, TorchInductor, or TVM, working with the broader ML framework community to land improvements that translate into measurable end-to-end performance gains.
  • Optimize data pipelines, sharding strategies, and storage access patterns for high-throughput training.
  • Build and maintain rigorous benchmark suites and regression frameworks across workloads.
  • Collaborate with ML and platform engineering teams to embed best practices in standard pipelines.
  • Drive cost-efficiency improvements through model architecture, hardware selection, and scheduling strategies.
  • Evaluate new hardware and software offerings, and advise on adoption.
  • Document performance tuning playbooks and share findings broadly across engineering teams.
  • Stay current with AI systems research and translate advances into production improvements.

Skills

Python
C++
GPU optimization
Distributed training
Profiling tools
Model compression
Memory hierarchy
Debugging & analytics
Communication

Education

Bachelors
Masters

Tools

Triton
CUTLASS
TensorRT
DeepSpeed
TVM
TorchInductor

Job description

Bright Vision Technologies seeks an AI Performance Optimization Engineer to extract maximum throughput, minimize latency, and reduce cost across training and inference workloads for large neural network systems.

The role spans the full stack from low-level kernel optimization to distributed system tuning, requiring deep understanding of GPU architecture, model parallelism, memory management, and compiler-level optimization.

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