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Research

When LLM Agents Negotiate: Private Information and Dynamic Bargaining in Supply Chains

Zac Boring August 11, 2026 1 min read
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As LLM agents move from decision support to autonomous procurement, firms need to know whether delegated negotiators create value, divide it predictably, and avoid money-losing contracts. We study this in a canonical supply chain bargaining problem: a buyer with private demand information negotiates a quantity-payment contract with an uninformed seller. We benchmark nine LLMs from OpenAI, Google, and Alibaba against a validated Perfect Bayesian Equ

By Chen Liang, Fasheng Xu

Read the full article at ArXiv cs.AI →