Serving Infrastructure

- Recommendation API: user_id + context -> ranked item list - Model registry and versioning (MLflow) - Shadow deployment and canary for new models - Fallback to cached/popular recommendations on model failure Output the system architecture diagram, feature schema, and model training/serving pipeline first. ================================================================================