NVIDIA AI Updates: June 26, 2026

1. NVIDIA TensorRT Adds Multi-Device Inference for Scaling Across GPUs

NVIDIA detailed new multi-device inference support in TensorRT that lets developers scale AI inference workloads across multiple GPUs. The post described how the feature distributes a model across several devices, helping teams serve larger models and increase throughput beyond the limits of a single GPU. The capability targets production inference deployments where models exceed the memory or compute available on one accelerator. Source

2. NVIDIA Streamlines Vulkan Resource Binding with Descriptor Heaps

NVIDIA published technical guidance on end-to-end support for Vulkan descriptor heaps, aimed at simplifying how developers handle resource binding in graphics and compute applications. The post explained how descriptor heaps reduce the complexity of managing shader resources, offering a more streamlined binding model for the Vulkan API. Source