最佳实践：基于容器、Kubernetes 和 Oracle 数据库的 AI 微服务 26ai [LRN2896].pdf

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1、Best Practices for AI Microservices,Containers,K8s,and Oracle AI DatabaseWei HuSenior Vice PresidentDatabase DevelopmentOctober 15,2025The following is intended to outline our general product direction.It is intended for information purposes only,and may not be incorporated into any contract.It is n

2、ot a commitment to deliver any material,code,or functionality,and should not be relied upon in making purchasing decisions.The development,release,timing,and pricing of any features or functionality described for Oracles products may change and remains at the sole discretion of Oracle Corporation.Sa

3、fe harbor statement2Copyright 2025,Oracle and/or its affiliates This is a No-Code Talk Backed by Code This is a broad topic I will focus on the key concepts There are code examples and LiveLabs that illustrate these points QR code will take you to a set of FREE hands-on code and resources to apply t

4、hese concepts3Copyright 2025,Oracle and/or its affiliates Microservices are Essential for AI Most AI development will involve augmenting existing apps with AI,instead of writing new apps from scratchFastest way to get benefits of AI Microservices allow you to do this in a clean,modular mannerAI Micr

5、oservices are like other microservices,except More likely to be polyglot(Python+Java)Need to plan for more churn need stronger interfaces and agility4Copyright 2025,Oracle and/or its affiliates Design your app with AI-Assisted Code Generation in mind Make your application idiot-proof.LLMs can be sma

6、rt,but dont rely entirely on their smarts Use languages,APIs,and design patterns that LLMs are trained on Design with guardrails Build incrementally,consolidate gains as you go Support the use of different LLMs to find the one that works best for your app These best practices also make it easier for