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LLM agents in decentralized marketplaces are demonstrably exploitable, with adversarial prompting enabling over 50% fraudulent transaction completion and doubling agent profits.
Diffusion LLMs betray their safety violations through "hesitation" in their intermediate generation steps, offering a new signal for lightweight, dynamic safety monitoring.