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MATS researchers, with Anthropic's Alex Cloud among the authors, propose GRAFT. It routes gradients from monitor-flagged reward hacks into a sacrificial adapter that is removed before deployment. On Qwen3-8B, hacking of all types fell to nearly zero.
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