2765 - 为智能体设计稳健的评估流程.pdf

1、Orlando,FLOctober 69IBM TechXchange 2025Session 2765Evan RiveraIBM,Senior Product ManagerDesigning Robust Evaluation Pipelines for AgentsWhat you will learn in this session010203Why tests alone fail agentsWhat makes eval pipelines robustStrategies to scale with confidenceIBM TechXchange|2025 IBM Cor

2、porationAgents Dont Fail in Tests.They Fail in the Wild.3IBM TechXchange|2025 IBM CorporationWhy Traditional Testing Falls ShortStatic tests miss real world complexityEdge cases multiply in dynamic environmentsDrift breaks assumptions over time4IBM TechXchange|2025 IBM CorporationStatic Tests Unit t

3、ests Golden prompts Scripted scenariosDynamic Environment User drift Edge cases Compounding errors5IBM TechXchange|2025 IBM CorporationWhat an Evaluation Pipeline Looks LikeEvaluation PipelineInsightsEvaluationDataOptimizationIBM TechXchange|2025 IBM Corporation6Experimentation trackingTrack agentic

4、 app variants and compare results to inform which to push to productionAgentic system metrics,monitoring and alerts Oversee elements such as hallucination,answer relevance,and system drift in production and developmentTraceabilityHelp developers debug agentic app by tracing each step of the user int

5、eraction and agent processingCataloging of agentic AI applicationsSingle consolidated view of all in development and usePractical Strategies for Robust EvaluationAgentic AI feature highlightsProviding the tools and capabilities to develop,deploy,manage,evaluate,and govern AI agentsAgentic tool catal

6、ogAgent evaluation studioAgent evaluatorsAgent production monitoringPlease note:roadmap items are subject to changewatsonx.governanceQ&AEvan RiveraIBM,Senior Product ManagerEvan.R8IBM TechXchange|2025 IBM CorporationLinkedInNotices and disclaimersIBM,the IBM logo,and are trademarks of International