Testing and Refinement of Anomaly Detection Logic

Create a test suite with known anomalous transaction patterns and use it to evaluate your LangGraph system. How will you identify false positives/negatives, and what iterative refinement process will you use to improve the anomaly detection logic and Deep Think prompting?