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 experiment with coding agents. Within the first few days, however, the interest shifted to a larger question: what would it mean to design a serious software project around AI agents from the beginning—not merely use an agent to accelerate an existing development process?

The answer has not been an elaborate orchestration system or an ever-growing collection of prompts.…