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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.A N T 4 2 4Autonomous agents powered by streaming data and Retrieval Augmented GenerationRahul Sonawane(he/him)Principal Solutions Architect GenAI/MLAWSPrashant Agra
2、wal(he/him)Principal Solutions Architect OpenSearchAWS 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.AgendaWhat challenge are we solving?Key TechnologiesArchitecture overviewLive demo!Wrap-up 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Unusual outbound tra
3、fficAnomaly detected high severity.The 2AM Incident 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.New reality Network that Never SleepTodays networks dont just move data-they speak in millions of micro-events per second 2025,Amazon Web Services,Inc.or its affiliates.All rights r
4、eserved.Too Many Alerts&Too Little ContextAlert FatigueNo ContextToo LateKnowledge exists-but its everywhereStatic docs,wikis,and playbooksNo real-time link to data streamsSearching replaces solving 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Who all feels this pain?Struggles
5、with unreliable systems impacting releasesShip code fasterCTODeveloperDeveloper ManagerExperience outages or degraded performanceCustomerEnd UserAlert overload,fatigue,risk of oversightRoot cause buried in logsReactive not proactive and MTTR(Mean time to resolution)riseCISOSecurity AnalystNetwork En
6、gineerOps Manager 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Autonomous Agents for Real-Time Network IntelligenceUtilize near,real-time data from network devicesEnrich,and Identify key metricsUse knowledge Bases to predict maintenance Use autonomous agents to Evaluate potenti