A suspicious transaction starts an investigation. The harder part is deciding what evidence to gather, what remains uncertain, and which action is justified. We built Casework for the TigerGraph × HHGoa challenge to explore that problem. Casework is a fraud investigation application that connects graph evidence, document retrieval, a local language model, and policy rules. It follows a case from an initial trigger to a recorded recommendation, preserving the evidence and decisions al...