超越云端的智能体人工智能：在边缘构建自主性.pdf

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1、W P S 3 0 1Agentic AI beyond the cloud:Building autonomy at the edgeConor CahillSenior Solutions ArchitectDavid MaloneWW IoT Principal Tech Lead 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Autonomous or semi-autonomous software systems that can reason,plan,and act to accomplis

2、h goals in digital or physical environmentsWhat are AI Agents?2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Enterprises are doubling down on agentsof enterprise software apps will include agentic AI by 2028,up from less than 1%in 202433%15%of day-to-day work decisions will be ma

3、de autonomously through agentic AI by 2028 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.5GSatComFiberGlobal internetCommercial or GovCloud RegionThird-party Edge devicesAWS accountSolution brief:Uses public networkpublic internet&AWS Global Edge Network Use existing connectivit

4、y(Wi-Fi,hardwired,modem/radio)Public network solutionusing Amazon Global Edge network 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Autonomy in DDIL environmentsDDIL Denied Degraded Intermittent Limited 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.AgendaFar

5、 Edge challengeSmall Language Models(SLMs)Bridging the performance gapSLM optimizationMulti-agent orchestrationArchitecture 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Whiteboarding 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Summary 2025,Amazon Web Serv

6、ices,Inc.or its affiliates.All rights reserved.Far Edge challenge Constraint matrix Optimize edge deployment SWAP constraintsSize:Deck of cardsWeight:140g1kgPower:550WAdditional constraintsMemory:416GBEnvironment:-40 to+85Network:Disconnected Hardware mapping Orin Nano8GB,715W13B modelsOutpost serve