At the beginning of 2023, Instagram had O(10) gpu models, a manual release process, and a manual monitoring setup. This talk will be centered around our journey to 1000 models: the bumps along the road and the foundational work built to make monitoring model health faster and more accurate. We’ll be going over model registry, the model launch process, and model stability.