Byungsoo Jeon

Byungsoo Jeon is a senior system software engineer on the NVIDIA TensorRT compiler backend team, specializing in high-performance distributed ML systems for LLMs. His expertise spans ML compiler optimization, multi-GPU parallelism, operator fusion, and custom GPU kernel development across both training and inference. Byungsoo holds a Ph.D. in Computer Science from Carnegie Mellon University, where his dissertation focused on automated and portable machine learning systems.
Avatar photo

Posts by Byungsoo Jeon

Decorative image.
Developer Tools & Techniques

Scaling AI Inference Across Multiple GPUs Using NVIDIA TensorRT with Multi-Device Inference Support

Generative AI workloads are rapidly outgrowing the memory and compute budget of single GPUs. For inference developers building media generation pipelines, the... 11 MIN READ