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利用 Strands SDK 和 OpenTelemetry 实现可靠智能体的可观测性.pdf

上传人: 明**** 编号:1013639 2025-12-21 20页 519KB

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.Gabriel PSr.Solutions ArchitectAWSLuis TSolutions Architect ManagerAWSObservability for Reliable A

2、gentic AI with Strands SDK&OpenTelemetryN T A 4 0 6 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Observability for Reliable Agentic AI with Strands SDK&OpenTelemetryN T A 4 0 6Sr.Solutions ArchitectAWSGabriel Pa

3、redesSolutions Architect ManagerAWSLuis Eduardo Torres 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Wed like to know what you have done with agents.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Introduction to Agent Observability What are we building today?

4、Lets codeAgenda 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.How do you know what your Agents are doing in Production?With ObservabilityWithout ObservabilityNo understanding of what the agent(s)are doingUnderstand and audit every interaction 2025,Amazon Web Services,Inc.or its

5、affiliates.All rights reserved.ObservabilityWhy it matters?Agents follow non-deterministic control flows powered by models reasoningRoot cause analysis in complex sequence of chained callsAssessing system health holistically for operational performanceDetecting performance degradation1234 2025,Amazo

6、n Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.What are we building today?2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.AnyCompany Financial Advisor 2025,Amazon Web Services,Inc.or its affiliates.All ri

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根据报告的内容,全文主要内容概括如下: - **主题**:使用Strands SDK和OpenTelemetry实现可靠代理AI的可观察性。 - **关键点**: - **代理可观察性**:了解代理在生产中的行为,进行审计和监控。 - **重要性**:代理遵循非确定性控制流,复杂调用链需要根因分析,评估系统健康,检测性能下降。 - **构建内容**:任何公司金融顾问、聊天代理、UI代理等。 - **Amazon Bedrock Agent Core**:部署和操作高度可信赖的代理,使用任何框架和模型。 - **Agent Core Observability**:通过Agent Core Memory Tools、OTEL日志和仪表板监控代理性能。 - **关键指标**:高LLM延迟、过多代理步骤、错误、慢速外部集成、IAM/权限失败、令牌过度使用等。
AI代理如何透明化?" "构建AI代理,观测力是关键!" "AWS Bedrock,AI代理观测新篇章!"
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