Jonathan Bentz

Jonathan Bentz leads the CUDA technical marketing engineering team at NVIDIA, where his team focuses on creating and delivering engaging content and connecting with CUDA developers. Jonathan holds a PhD in Chemistry and a master’s degree in Computer Science from Iowa State University.
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Posts by Jonathan Bentz

Data Center / Cloud

Understanding Memory Management on Hardware-Coherent Platforms

If you're an application developer or a cluster administrator, you’ve likely seen how non-uniform memory access (NUMA) can impact system performance. When an... 6 MIN READ
Developer Tools & Techniques

Unlock GPU Performance: Global Memory Access in CUDA

Managing memory is one of the most important performance characteristics to consider when writing a GPU kernel.  This post walks you through the important... 15 MIN READ
Developer Tools & Techniques

Developers Can Now Get NVIDIA CUDA Directly from Their Favorite Third-Party Platforms

Building and deploying applications can be challenging for developers, requiring them to navigate the complex relationship between hardware and software... 3 MIN READ
Developer Tools & Techniques

What’s New and Important in CUDA Toolkit 13.0

The newest update to the CUDA Toolkit, version 13.0, features advancements to accelerate computing on the latest NVIDIA CPUs and GPUs. As a major release, it... 19 MIN READ
An illustration representing CUDA.
Developer Tools & Techniques

Navigating GPU Architecture Support: A Guide for NVIDIA CUDA Developers

If you’ve used the NVIDIA CUDA Compiler (NVCC) for your NVIDIA GPU application recently, you may have encountered a warning message like the following: nvcc... 6 MIN READ
Developer Tools & Techniques

Advanced NVIDIA CUDA Kernel Optimization Techniques: Handwritten PTX

As accelerated computing continues to drive application performance in all areas of AI and scientific computing, there's a renewed interest in GPU optimization... 11 MIN READ