Design a Spam Detection System

Design an ML system that classifies incoming messages as spam or legitimate in real time. The system must handle adversarial attackers who constantly evolve their tactics, minimize false positives (blocking legitimate messages is costly), and process millions of messages per second. Consider feature engineering from text and metadata, model retraining frequency, and feedback loops.