AI Startup: Production MLOps Platform in 6 Weeks
A computer vision startup had five models trained in Jupyter notebooks served by ad-hoc scripts on a single GPU instance. Models could not be versioned, retraining was manual, and two models had silently degraded for weeks. We built a production MLOps platform from scratch in 6 weeks.