A comprehensive blueprint for orchestrating continuous training, governance, and canary deployments with automated rollbacks. Executive Summary & Core Challenge Transitioning a machine learning model from exploratory Jupyter notebooks into a high-availability, fault-tolerant production environment represents one of the most complex architectural hurdles in modern software engineering. While localized script execution and ad-hoc evaluations are straightforward during initial ...