12+ years of overall professional experience in the technology industry in developer relations, product management, technical partnerships, business development, or solutions architecture, including 3+ years of hands-on experience in applying accelerated computing to production workloads - inference serving and optimization, AI/ML/agentic software development, large-scale distributed training, GPU-accelerated query processing and data pipelines, and/or vector search. Hands-on experience with NVIDIA software libraries, frameworks, and models (e.g., CUDA-X, NVIDIA Agent Toolkit, CUTLASS, CuTeDSL, cuDNN, NCCL, CUPTI, cuVS, cuDF, nvCOMP, Dynamo, Triton, TRT-LLM, TensorRT, Nemotron, Cosmos, NeMo Framework, NeMo RL, NeMo Gym, Megatron-Core, Megatron Bridge).