AI 代码到生产环境：上下文很重要 [重复].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.N T A 4 0 4 R 1Pranjit BiswasMarcus MattsonAI Code to Production:Context Matters(He/Him)Solution A

2、rchitect(He/Him)Sr.Solution Architect 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.What Well Cover TodayUnderstanding the AI code production problemThree essential context layers for successCode TalkTransforming AI from liability to advantageKey TakeawaysQ&A 2025,Amazon Web Ser

3、vices,Inc.or its affiliates.All rights reserved.The$50,000 Question 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.The Context Problem 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Why AI Code Fails in Production AI models trained on code,not your business Mi

4、ssing awareness of your technical constraints No knowledge of your AWS environment Unaware of compliance and security requirements No visibility into cost implications 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.The Solution:Context EngineeringThree-Layer Context Framework for

5、 AI Code Generation:Business Context:Ensures alignment with requirements and compliance needs Technical Context:Addresses architecture constraints and integration concerns AWS Context:Optimizes implementation with AWS services and best practices 2025,Amazon Web Services,Inc.or its affiliates.All rig

6、hts reserved.Transforming AI into Advantage 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.From Concept to ProductionRequirementsUser StoriesAcceptance CriteriaDesignArchitectureData ModelsComponent DesignUX DesignTasksC