Design a Fraud Detection System

Design an ML system that detects fraudulent financial transactions in real time. The system must make decisions in under 100ms, handle extreme class imbalance (fraud is rare), and adapt to new fraud patterns without excessive false alarms. Consider feature engineering from transaction sequences, graph-based features, and how to handle the cost asymmetry between missing fraud and blocking legitimate transactions.