微软发布 MiniCorp 企业智能体模拟环境论文
微软等机构发布论文，提出 MiniCorp——一个电商公司办公室模拟器，由智能体团队运营，通过消息、会议讨论决策并调整定价、库存与广告支出，模拟市场中的顾客和自适应竞争对手会做出响应。模拟市场经真实市场研究验证：四周 20% 折扣使销量提升 71%，价格恢复后销量仍比对照组高 31%。检查点机制可让同一市场状态以不同决策重放，产出真实企业记录无法提供的配对结果。
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MiniCorp is an office simulator. A firm of agents runs an e-commerce company, discusses decisions in messages and meetings, and sets prices, inventory, and ad spend. A simulated market with customers and adaptive competitors responds, and the firm reacts to the results.
The market is checked against published studies of real ones. A four-week 20% discount lifts units by 71%, and sales stay 31% above control after prices return to normal.
Checkpoints let the same market state replay with a different decision, giving paired outcomes that real company records cannot provide.
Paper: arxiv.org/abs/2610.05912
Chat with Paper: academy.dair.ai/papers/minic…
来源：dair_ai · x.com