使用 Amazon Bedrock 大规模构建自主 AI.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.A I M 3 9 0Building autonomous AI at scale with Amazon BedrockSean EichenbergerPrincipal Tech Product ManagerBedrock Amazon Web Services Stephanie ZhaoSr.WW GenAI GT

2、M SpecialistBedrock GTMAmazon Web ServicesKay ZhuCofounder and CTOGenspark,Mainfunc 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.AgendaThe Autonomous AI Landscape in 2025The Prototype-to-Production GapPerformance OptimizationCost OptimizationReliability&ScalabilitySecurity&Guar

3、drailsReal-world Proof with Genspark 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.The Autonomous AI Landscape2024 2025 Evolution 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Top Use CasesContent GenerationMarketing copy,blog posts,emails,and creative writi

4、ng assistance with human editing and approval workflowsData AnalysisAutomated insights,anomaly detection,and natural language querying of business intelligence systemsCustomer SupportFirst-line query handling,knowledge base augmentation,case routing,and human handoff for complex issuesSearch Enhance

5、mentSemantic search,natural language queries,and contextual ranking of enterprise knowledge and documentationCommon Patterns&CharacteristicsHuman-in-the-LoopAI systems generated content or recommendations that required human review and approvalRequest-Response ModeInteraction pattern limited to disc

6、rete requests with immediate responses rather than continuous autonomous operationSingle-Task FocusOptimized for specific domain tasks rather than general-purpose capabilities across workflowsSupervised ExecutionActions required explicit approval,with limited ability to take autonomous initiative or