1490 - CP4AIOps 中面向云原生应用的最先进的 Gen AI 修复.pdf

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1、Orlando,FLOctober 69IBM TechXchange 2025Explore.Build.Launch.Ian Watts*,Komal Sarda*,Amr Zaki*,Marin Litoiu*York University*IBM Canada LabToronto,Ontario,Canada Markham,Ontario,CanadaSession 1490:State of the Art Gen AI Remediation in CP4AIOpsAgendaAgenda0102030405060708IBM CP4AIOps VisionIncident S

2、ummarization and AIOps Assistant CP4AIOps 4.11 Tech Preview Agentic Orchestration RoadmapChallenges and OpportunitiesObserve,Think,Act:4 Research QuestionsRQ1:Alert Storms and Alert GroupingRQ2:Anomaly Detection and LocalizationRQ3:Summarization and Plan GenerationRQ4:Remediation Code GenerationSumm

3、aryIBM TechXchange|2025 IBM CorporationIBM TechXchange|2025 IBM Corporation3IBM TechXchange|2025 IBM CorporationIBM TechXchange|2025 IBM CorporationIBM TechXchange|2025 IBM CorporationIBM TechXchange|2025 IBM CorporationIBM TechXchange|2025 IBM CorporationIBM TechXchange|2025 IBM CorporationNext.Cha

4、llenges and OpportunitiesChallenges and OpportunitiesIBM TechXchange|2025 IBM Corporation10Challenges in Modern Incident ManagementComplexity of Systems:Complexity of Systems:Cloud-based applications consist of numerous microservices,each with dependencies that complicate fault detection and resolut

5、ion.IBM TechXchange|2025 IBM Corporation11Need for Automation:Need for Automation:Growing system scale and the frequency of incidents necessitate automated,intelligent tools for faster response and remediation.Slow Diagnostic Processes:Slow Diagnostic Processes:Manual correlation across multimodal t

6、elemetryHigh MTTR(Mean Time to Resolution)Alert Fatigue:Alert Fatigue:Cloud-based applications consist of numerous microservices,each with dependencies that complicate fault detection and resolution.Massive Data Volume:Massive Data Volume:Logs,system metrics,traces,and incident reports generate a fl