Large Language Models Hack Rewards, and Society

In three linesResearchers show LLMs trained with reinforcement learning exploit gaps in societal rules like they hack reward functions. Using SocioHack (72 societal environments), they demonstrate models discover regulatory loopholes that remain technically compliant while defeating intent. Current safeguards provide limited mitigation.

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