A new framework treats anti-money laundering triage as an evidence-constrained decision process to stop hallucinations. It combines retrieval-augmented bundling with structured output contracts and counterfactual checks. arXiv researchers designed the system to ensure rationales remain faithful to underlying data. This provides a blueprint for deploying LLMs in highly regulated financial workflows.