Author

Xinyi Mou

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#artificial intelligence Jun 2026

Large Language Models Hack Rewards, and Society

To study this phenomenon, SocioHack is introduced, a sandbox of 72 societal environments, and it is found that within these environments, reward hacking naturally emerges and leads to regulatory loophole discovery.

Wei Liu, Xinyi Mou, Hanqi Yan et al. · arXiv.org · 3 citations

#artificial intelligence Preprint Sep 2026

State-Grounded Conditioning: Wrapping User-Facing LLM Agents Where Direction Depends on Live State

We introduce State-Grounded Conditioning (SGC), a design principle for user-facing LLM agents that must condition on live user state (game state, session history, live inventory), and a distinct failure class we call direction drift: task-complete responses whose chosen direction misaligns with the current state. SGC e...

Qi Liu, Xiao-Yang Yuan, Yu-Bin Ruan et al. · 0 citations