扩展多智能体架构：关键任务人工智能的模式.pdf

1、 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.A R C 3 2 6Scaling multi-agent architectures Patterns for mission-critical AISamuel BaruffiHe/HimPrincipal Solutions ArchitectGlobal Financial ServicesAmazon Web Ser

2、vices(AWS)Kawshik SarkarHe/HimSenior Solutions ArchitectAmazon Global SalesAmazon Web Services(AWS)2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Agenda High level Agent Architecture Multi-Agent Foundation Design&Development best practices Deployment options and best practices Ke

3、y Takeaways 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Agent High-Level ArchitectureReasoning(LLM)Input&contextOutputExecute toolPick toolOutside worldUpdate contextAgentic loop 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or

4、 its affiliates.All rights reserved.Multi-Agent 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Multi-agent FoundationsOrchestration(control-plane)Specialization(roles)Collaboration(interaction model)Coordinates agents,enforces ordering,retries and failure semantics.Decompose prob

5、lems into focused agents(e.g.,retriever,planner,verifier).How agents exchange information shared memory,message bus,or direct calls.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Graph(directed nodes)Swarm(parallel,negotiated)Orchestration PatternsDeterministic data/control flow.

6、Use when you need auditability,repeatability,and simple retry semantics.Concurrent agents explore/score/vote.Use for creative search,redundancy,and resilience.Workflow(linear/branching)Staged pipelines with decision points&human steps.Use for business processes and approvals.OA2A3A1AGA1A2A3A4A1AA 20