智能分析实践（由 ZS 赞助）.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.Agentic Analytics in ActionS E S S I O N I D:A I M 2 9 5Partner at ZSGopi Vikranth 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Agentic AI is d

2、isrupting a wide array of Enterprise functionsAgentic AI reimagines decision and intelligence enginesClassical AI,data science and GenAI are converging into Agentic AIMulti-modal,Multi-agent systems are capturing many enterprise workflows 2025,Amazon Web Services,Inc.or its affiliates.All rights res

3、erved.Five key levers came online over the last yearReasoningAgentic WorkflowsDomain InfusionTool AugmentationEvalsComplex multi Step analysisMultiple agents connects to execute tasksDomain and enterprise context via knowledge graphs and ontologyIntegrations via tools and MCP toolsDeterministic perf

4、ormance 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Agentic Analytics ComponentsReasoning&Fine TuningCompliance&SecurityDomain InfusionTool Augmentation&MCPsAgentic WorkflowsAI EvalsLLMOps and Agentic TelemetryContext EngineeringDynamic Multi-LLM Routing&Ensemble ExecutionAuto

5、nomous Task Delegation&Negotiation FrameworkMulti-Modal Collaboration&Retrieval-Augmented ReasoningTemplate&Versioned Prompt LibraryPrompt Lifecycle Governance WorkflowContext Window Packing&ReorderingDynamic Query Planning&Tool RoutingMulti-Layer Guardrails&Policy EnforcementIdentity,Secrets&Token

6、Vault per agentEnd-to-End Audit Logging&ExplainabilityLLM&Output validation via BenchmarkModel Arena-Comparison&DiagnosticsContinuous Regression&CI/CD HarnessTask&Domain Benchmark LibraryModel Registry&RollbackOpenTelemetry Agent Trace Dashboards Shadow Deployment PipelinesAuto-Scaling&Cost ControlE