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#bargaining

GameTalk: Training LLMs for Strategic Conversation

Intermediate
Victor Conchello Vendrell, Max Ruiz Luyten et al.Jan 22arXiv

Large language models usually get judged one message at a time, but many real tasks need smart planning across a whole conversation.

#strategic conversation#reinforcement learning for LLMs#multi-turn dialogue

The Poisoned Apple Effect: Strategic Manipulation of Mediated Markets via Technology Expansion of AI Agents

Intermediate
Eilam Shapira, Roi Reichart et al.Jan 16arXiv

The paper shows that simply adding a new AI model to the menu—without anyone actually using it—can push a fairness-focused regulator to change the market rules, shifting money from one side to the other.

#Poisoned Apple effect#AI agents#meta-game