Pattern Detection Agent

Analyzes 90-day transaction history, builds transaction graphs for network analysis, applies Isolation Forest for anomaly detection, identifies structuring patterns (amounts just below $10K threshold), detects velocity spikes and threshold creeping, scans for round-robin and layering patterns. Matches patterns against historical confirmed fraud cases with similarity scoring.