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The paper introduces 'Fool's Gold,' a defensive deception technique that trains open-weight models to generate decoy responses with falsified critical elements when subjected to safety-removal attacks, effectively poisoning the attack's payoff. Tested on multiple models, it achieves high decoy rates without degrading benign performance.