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

NVIDIA Developer Blog · Aug 28, 2026 · Product Launches

NVIDIA TensorRT Model Connect deploys open models to inference in two commands

“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 released TensorRT Model Connect, an open collection of reference implementations that simplifies deploying open-source AI models to native C++ inference pipelines. The tool reduces what previously required model-specific conversion and runtime code down to two commands. While useful for practitioners, this is a developer tooling release rather than a major strategic or research announcement.

nvidia tensorrt inference open-models deployment cpp

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