This week was "the world after building models." We covered monitoring deployed models, automating retraining and deployment (MLOps), protecting data/models/permissions (security), and managing cost/audit/recovery (operations) in one full loop. Today we integrate these pieces into a single operating system and organize the judgment points most frequently split on the exam.