元数据智能：构建可信智能代理人工智能系统的关键.pdf

1、 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.P E X 4 0 3Metadata Intelligence:The Key to Trusted and Smart Agentic AI SystemsWeifan LiangWW Data&AI,Sr PSAAmazon Web Services(AWS)Igor AlekseevWW Pr.Data&AI PSAAm

2、azon Web Services(AWS)2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.What is metadata?Metadata intelligence for Agentic AIArchitectureImplementationCTA and resourcesAgenda 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.The evolution into Agentic AIINCREASING A

3、UTONOMY AND BUSINESS IMPACTGenerative AI assistantsGenerative AI agentsAgentic AI systemsFollow a set of rules Automate repetitive tasksAchieve a singular goalAddress broader range of tasksAutomate entire workflowsFully autonomousMulti-agent systemsMimic human logic and reasoningM O R EH U M A NO V

4、E R S I G H TL E S SH U M A NO V E R S I G H T 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.What is metadata?Contextual data about data-meaning and insight into a dataset Technical and business Operational and usage information Data about anything?Question:What kind of metadata

5、 could be useful for Agentic AI?2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Metadata benefits Agentic AI systems Optimize workflows and reduce costImprove accuracyAutomate data discoveryEnhance trust and reliability Question:How using metadata will affect system design?Improve

6、 app response latency 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Architecture 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Design considerations when using metadata Query data sources for