From agentic shopping to retail media and omnichannel intelligence, AI is changing the economics of digital commerce. Here’s how leaders can turn experimentation into a durable advantage.

In the arenas, investment cycles are accelerating, value pools are shifting, and a new type of competitor is scaling across industries.

Arenas are industries that transform the business landscape. As 18 future arenas emerge, companies should understand their own exposure and positioning now.

With all of the new AI entrants into the UX tools space, many influencers have been proclaiming for months on end that “Figma is dead”. As the co-founder of a design agency, Fuego UX, we utilize...

本研究提出了一种零和评估协议，以解决大型语言模型评估中的偏差和高成本问题。实验结果表明，尽管模型在常见游戏中表现良好，但在创造新问题方面存在显著困难。

本研究探讨了引入竞争机制以提升大语言模型驱动的多代理系统在新闻驱动时间序列预测中的能力。实验结果表明，竞争机制能够增强代理的创新思维，并显著改善预测表现。

本研究提出了一种新型混合专家模型Race-DiT，采用“专家竞赛”路由策略，动态分配专家以提升扩散模型的性能和扩展性。实验结果表明，该模型在ImageNet数据集上表现优异。

本研究探讨了人工智能谈判代理的发展与传统谈判理论的关系。研究发现，人类谈判原则在AI谈判中依然适用，尤其是高温暖度代理能够促进合作并达成更多交易。强调了结合传统理论与AI策略的新理论的重要性。

The financial sector is at a crossroads. Financial enterprises must balance the need for innovation with increasing regulatory scrutiny. New entrants are redefining customer expectations, while...

The financial sector is at a crossroads. Financial enterprises must balance the need for innovation with increasing regulatory scrutiny. New entrants are redefining customer expectations, while...

本文研究了大型语言模型（LLM）智能体在竞争性多智能体环境中的成功因素，采用拍卖作为测试平台。分析表明，角色特征影响智能体表现，竞争者行为可用于建立优势，为理解多智能体工作流提供新见解。

本研究提出了一种新方法，通过计算变量间的配对一致性分数，解决传统因果发现方法的假设依赖问题。研究表明，该方法在经典基准测试和实际数据中有效恢复因果顺序，且误差较低。

本研究提出了一种新的法律条文竞争检测方法（LACD），旨在识别法律条文间的潜在竞争。通过创新的检索方法CAM-Re2，检测准确性显著提高，假阳性降低20.8%，假阴性降低8.3%。

Manufacturers of residential battery energy storage systems in Europe face competitive pressure from players in Asia—and they need to adjust their strategies to stay ahead.

From 2005 to 2020, a relatively small number of industries—from cloud services to e-commerce to consumer internet to biopharmaceuticals–reshaped the global economy, radically changing businesses...

Arenas are industries that transform the business landscape. Eighteen future arenas could reshape the global economy and generate $29 trillion to $48 trillion in revenues by 2040.