Why it matters

Negotiation shapes market-like agents. Understanding shapes patterns.

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The architecture

Offer + counter-offer.

Utility maximization per agent.

Agreement or breakdown.

Multi-agent negotiationOfferagent proposesCounter-offerother refinesAgreementor breakdownRubinstein alternating offers + Nash bargaining foundations; LLM negotiation growing research
Multi-agent negotiation.
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How it works end to end

Alternating offers (Rubinstein).

Nash bargaining solution.

LLM negotiation studies (Bianchi et al.).