Article overview

This article follows a trade-promotion experiment built around a 52-week market simulation. Two agents negotiate discounts and display fees, observe outcomes, and adjust their behavior. It explores how seasonal demand, inventory and reward design affect their choices. The work ran on two NVIDIA DGX Spark machines and presents simulation findings rather than results from a production deployment.

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