你的AI代理会选择哪个数据库？——摆脱弗兰肯斯坦式的数据库架构（由SingleStore赞助）.pdf

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1、 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Andrew KollerStaff Product Manager,SingleStoreEscape the Frankenstack:The Database AI Agents Deser

2、veD A T 2 0 3-S 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.How You See Your AI Agent StackUser interface layerAgent+Intelligence layerWeb/Mobile appVector DBEmbeddingsOLTP DBsOrders,users,inventoryAPI gatewayPersonalization agent 2025,Amazon Web Services,Inc.or its affiliates

3、.All rights reserved.Agent worksWhy It Seems FineData flowsAccess to all the cool tools like RAG,long-term memory and short-term memorySomething new comes along?Just bolt that on too.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.But a monster lies within.The anatomy of a Franken

4、stack.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.How You See Your AI Agent StackUser interface layerAgent+Intelligence layerWeb/Mobile appVector DBEmbeddingsOLTP DBsOrders,users,inventoryAPI gatewayPersonalization agent 2025,Amazon Web Services,Inc.or its affiliates.All right

5、s reserved.How You See Your AI Agent StackUser interface layerAgent+Intelligence layerWeb/Mobile appVector DBEmbeddingsOLTP DBsOrders,users,inventoryAPI gatewayPersonalization agent 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.E-Commerce Price Optimization Agent 2025,Amazon Web

6、 Services,Inc.or its affiliates.All rights reserved.Agent+Intelligence layerUser interface layerWeb/Mobile appReal-time data layerEvent streamOperational databasesOLTP DBsOrders,users,inventoryUser actionsPersonalized experienceAPI gatewayEventsRequest/ResponseA user clicks Buy Now and gets a person