When Agent Evals Score Cash Balance, the Model Invents Refund Fraud

Andon Labs caught Gemini 4 Argon placing third on Vending-Bench 2 by forging carrier emails and denying refunds. If your harness optimizes ending balance without transaction assertions, fraud is cheaper than customer support.