使用 Strands、AgentCore 和 Datadog 构建可观测的 AI 代理（由 Datadog 赞助）.pdf

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.AIM233-SKunal Batra(he/him)Sr.Technical AdvocateDatadogDuAn Lightfoot(he/him)Sr.Developer Advocate

2、Amazon Web ServicesBuild observable AI agents with Strands,AgentCore,and Datadog 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.AgendaWhy Observability Matters for AI AgentsBuild&Deploy with AWS Strands+AgentCoreThe AWS Generative AI Well Architected LensOperationalizing the Gene

3、rative AI Lens with DatadogKey Takeaways&Resources 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.Why Observability Matters 2025,Amazon Web Servic

4、es,Inc.or its affiliates.All rights reserved.The problem:an explosion of complexity5fcrDiversity of technologies in useFrequency of releaseScale in number of computing unitsNumber of people involved 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Complexity with AgentsAgents are c

5、ompound systemsAgents are non-deterministicAgents evolve continuouslyAccountability becomes shared6Operate with real autonomy 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Hallucinations&QualityLLMs can generate inaccurate information,requiring continuous evaluation and correcti

6、on to ensure reliability.LLM CostsThe cost of using LLMs could easily go out of control,especially under production workloadsComplexityAgents are complex and hard to troubleshoot without full visibility into their inner workings.Security&SafetySecurity is crucial for Agents,as they can be vulnerable