使用 Amazon Bedrock AgentCore 构建长期运行的代理 [重复].pdf

1、 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.A I M 3 3 0 3Build long-running agents withAmazon Bedrock AgentCoreOsman SantosSr.Deep Learning ArchitectAWSQingwei LiPrincipal AI/ML SAAWS 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.AgendaLong-running agents

2、Amazon Bedrock AgentCoreExample use case:Financial investigationsQ&A 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.W H Y Y O U A R E H E R EMost agents are built for short interactions,but many use cases can span longer time periodsAgents that can run for hours,days or weeksExec

3、ution of long running tools&computationsMulti-step processes with waiting periods Manual expert reviews and approval workflowsDependencies on external inputs or eventsLong running agents 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Scientific ResearchAgents running complex ML m

4、odels and data analyses that can take hours or daysEmployee onboardingAgents supporting new employees during their first 90 daysTechnical supportCoordination of field technician appointments,troubleshooting complex issuesFinancial InvestigationsAnalyze complex transaction patterns over time,ensure c

5、ompliance and identify fraudulent behaviorExample Use Cases 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Challenges with long-running agentsChallengesAgent cant handle interruptionsContext doesnt carry across interactionsComplex workflows fail or time outWhats needed?Robust ses

6、sion persistenceIntelligent memory managementFlexible Agent Runtime 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Amazon Bedrock AgentCoreEverything you need for getting agents into productionRuntimeMemoryIdentityGatewayCode InterpreterBrowser ToolObservability 2025,Amazon Web S