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MHP管理咨询:2025释放代理型AI的力量:企业架构助力业务转型白皮书(英文版)(37页).pdf

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1、Unleashing the Power of Agentic AITransforming Business by Leveraging Enterprise ArchitectureWHITEPAPERContent 5 Introduction 7 Architecture as a critical success factor in the evolution of AI 9 Architecting the interplay:AI agents and enterprise resources 21 Aligning and evolving the enterprise arc

2、hitecture to meet emerging challenges 34 Limitations and Future Research 35 Conclusion 2AbstractThe advent of generative AI represents a fun-damental shift in the operational paradigm of contemporary businesses,with the potential to profoundly impact their future operations.The emergence of planning

3、 and reasoning capabili-ties in AI models represents a significant advance-ment,enabling the automated planning and execution of complex tasks and unlocking new opportunities for enterprise automation and opti-mization(Russell et al.,2021).To fully realize the potential of generative AI technology,i

4、t is essen-tial to have in place a robust enterprise architec-ture.This paper examines the pivotal function of architecture management in unleashing the potential of generative AI.By examining the inter-play between business capabilities,data products and functional services,we demonstrate how a wel

5、l-structured architecture can significantly enhance the performance and reliability of gener-ative AI and AI agents.We also examine the integration of enterprise capability management,emphasizing the signifi-cance of aligning data products and services with business objectivesInventorymanagementWare

6、house managementTransportation managementDelivery managementAccounts receivable managementBilling and invoicingTax managementOrder managementCustomer account managementPricing managementOrder creationOrder fulfillmentShippingInvoicing3IntroductionSuccess factorArchitecting the interplay Aligning and

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本文主要探讨了如何通过企业架构管理来释放生成式AI的潜力。文章首先介绍了生成式AI的发展历程,包括从RNN到Transformer架构再到大型语言模型(LLM)的演变,以及AI代理如何整合推理、工具使用和交互能力。接着,文章分析了AI代理与企业资源之间的互动,提出了ReAct模式,并使用节点和边来表示企业图。文章还探讨了如何将AI代理的功能与企业架构的概念进行映射,包括业务服务、业务流程、工具和应用服务。此外,文章还讨论了如何利用能力管理来适应企业架构的演变,提出了基于能力的AI代理确定方法,并探讨了多智能体系统(MAS)和相关的架构模式。最后,文章提出了六条关于AI代理集成的架构原则。
企业架构如何释放AI潜力? AI代理如何与资源互动? 企业架构如何应对挑战?
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