Proof-of-Use: Mitigating Tool-Call Hacking in Deep Research Agents

SHengjie Ma, Chenlong Deng, Jiaxin Mao +5

While reinforcement learning (RL) enhances their ability to plan and reason across retrieval steps, we identify a critical failure mode in this setting: Tool-Call Hacking. Unlike e…