Deploy an Open Model from Checkpoint to Inference in Two Commands with NVIDIA TensorRT Model Connect

<img width="768" height="432" src="https://developer-blogs.nvidia.com/wp-content/uploads/2026/08/ai-use-cases-1-768x432.png" class="webfeedsFeaturedVisual wp-post-image" alt="" style="display: block; margin-bottom: 5px; clear:both;max-width: 100%;" link_thumbnail="" decoding="async" srcset="https://developer-blogs.nvidia.com/wp-content/uploads/2026/08/ai-use-cases-1-768x432.png 768w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/08/ai-use-cases-1-179x101.png 179w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/08/ai-use-cases-1-300x169.png 300w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/08/ai-use-cases-1-625x352.png 625w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/08/ai-use-cases-1-645x363.png 645w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/08/ai-use-cases-1-660x370.png 660w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/08/ai-use-cases-1-500x281.png 500w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/08/ai-use-cases-1-160x90.png 160w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/08/ai-use-cases-1-362x204.png 362w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/08/ai-use-cases-1-196x110.png 196w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/08/ai-use-cases-1-1024x576.png 1024w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/08/ai-use-cases-1-960x540.png 960w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/08/ai-use-cases-1.webp 1209w" sizes="(max-width: 768px) 100vw, 768px" title="ai-use-cases" />Open AI models are evolving faster than ever, but bringing them into native applications can still require model-specific conversion, preprocessing,...<img width="768" height="432" src="https://developer-blogs.nvidia.com/wp-content/uploads/2026/08/ai-use-cases-1-768x432.png" class="webfeedsFeaturedVisual wp-post-image" alt="" style="display: block; margin-bottom: 5px; clear:both;max-width: 100%;" link_thumbnail="" decoding="async" loading="lazy" srcset="https://developer-blogs.nvidia.com/wp-content/uploads/2026/08/ai-use-cases-1-768x432.png 768w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/08/ai-use-cases-1-179x101.png 179w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/08/ai-use-cases-1-300x169.png 300w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/08/ai-use-cases-1-625x352.png 625w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/08/ai-use-cases-1-645x363.png 645w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/08/ai-use-cases-1-660x370.png 660w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/08/ai-use-cases-1-500x281.png 500w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/08/ai-use-cases-1-160x90.png 160w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/08/ai-use-cases-1-362x204.png 362w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/08/ai-use-cases-1-196x110.png 196w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/08/ai-use-cases-1-1024x576.png 1024w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/08/ai-use-cases-1-960x540.png 960w, https://developer-blogs.nvidia.com/wp-content/uploads/2026/08/ai-use-cases-1.webp 1209w" sizes="auto, (max-width: 768px) 100vw, 768px" title="ai-use-cases" /><p>Open AI models are evolving faster than ever, but bringing them into native applications can still require model-specific conversion, preprocessing, post-processing, and runtime code. NVIDIA TensorRT Model Connect open collection of reference implementations helps to address this challenge. TensorRT Model Connect shows you how to run supported models with NVIDIA TensorRT in native C++…</p> <p><a href="https://developer.nvidia.com/blog/deploy-an-open-model-from-checkpoint-to-inference-in-two-commands-with-nvidia-tensorrt-model-connect/" rel="nofollow" data-wpel-link="internal" target="_self">Source</a></p>