使用智能体 AI 执行自定义代码转换的最佳实践 [重复].pdf

1、 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.M A M 3 4 4-RBest practices for performing custom code transformation with agentic AIMorgan Lunt(he/him)Senior PMT,AWS TransformAWSVenu Vasudevan(he/him)Sr.Specialis

2、t Solution ArchitectAWS 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Technical debt challengeScaled remediation optionsBest practicesDemoAgenda 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Technical debtThe invisible drag on enterprise innovation20%of IT b

3、udget20%of IT budgets are spent managing technical debt instead of advancing new capabilities.-Forrester Research,Inc.23%of developer timeDevelopers waste,on average,23%of their time due to tech debt.-Journal of Systems and Software$2.41TTech debt cost per yearIn the US alone,tech debt costs$2.41 tr

4、illion a year and would require$1.52 trillion to fix.-Accenture“Left unchecked,technical debt will ensure that the only work that gets done is unplanned work.”Gene Kim,The Phoenix Project 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Security/Compliance RiskEOL runtimes(Java,Pyt

5、hon,Node.js)Vulnerable libraries(Log4J,AWS SDK v1)Performance LimitationsOld architecture(x86,monolith)Inefficient code patternsMissing modern featuresMaintenance BurdenOutdated dependenciesUnsupported frameworkLegacy patternsStrategic MisalignmentPost-M&A tech stack divergenceNon-standard approache

6、sFragmented tools and practicesTypes of Technical Debt 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.6Node.js 16 EOL approaching,multiple services with tight security timelineAWS SDK v1 v2 Golang migration across 900+repositoriesCustomer apps need latest ERP platform,2 weeks per