NVIDIA 分享 TensorRT Model Connect 的 AI 原生开发经验
原标题:AI Native by Design: Lessons Learned from Building NVIDIA TensorRT Model Connect
AI 摘要
NVIDIA 发布技术博客,介绍其开源项目 TensorRT Model Connect 的构建经验。该项目用 C++ 实现 AI 模型参考实现,基于 TensorRT,旨在让非 TensorRT 专家也能使用 NVIDIA 推理栈的性能。团队以编码智能体为核心进行开发,总结出并行工作、模型家族隔离、可逆变更和 GPU 验证等工程原则,截至 2026 年 7 月 29 日已覆盖 128 个模型家族并在 GB300 上测试。
正文节选
Parallel work, model-family isolation, reversible changes, and GPU-backed validation shaped an open source project designed around coding agents NVIDIA TensorRT Model Connect is an open source collection of AI model reference implementations in C++, built on top of NVIDIA TensorRT. It began with a practical question: could the performance of the NVIDIA inference stack be made accessible to model developers who are not TensorRT experts? The NVIDIA team initially approached the project as an exper