A new framework treats anti-money laundering triage as an evidence-constrained decision process to stop hallucinations. It combines retrieval-augmented evidence bundling with structured output contracts to ensure arXiv-documented provenance. This method forces LLMs to justify decisions using transaction subgraphs and policy guidance. Practitioners gain a verifiable audit trail for highly regulated financial workflows.