智能体架构深度解析：核心组成、设计模式与实践落地

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contents

7

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Introduction

2

AGENTICARCHITECTURESIWEAVIATEEBOOK

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componentsofAlagents

AgentRuntime

Alagent

Reasoning

Memory

Y

short-term

hasaccessto

planning

Long-term

Reflection

Tools

prompt(Instructions)

Task

Role

websearch

3

y

vectordatabasesinagenticarchitectures

vectordatabasescanbeusedfordifferentpurposesinagenticarchitectures.

Tools

Memory

Y

4

AgenticArchitecturesweaviateEbookweaviate

Multi-agentarchitectures

havemultipleAlagentscollaboratingtoresolvetasks.

AgenticArchitecturesweaviateEbookweaviate

single-agentvs.multi-agentarchitectures

single-agentarchitectures

haveasingleAlagentthatindependentlyresolvestasks.

Y

>

Memory

Alagent

5

AgenticArchitecturesweaviateEbookweaviate

Aggregator

orsynthesizer

patternsinmulti-agentsystems

Alagent

out

Network

orhorizontal

"

Alagent

parallel

out

Alagent

sequential

Alagent

"

Alagent

out

Hierarchical

orvertical

Alagent

Alagent

Alagent

"

Alagent

Alagent

out

Router

out

out

In

out

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-v

●

AgenticArchitecturesweaviateEbook

RevisitingnaiveRAGarchitecture

whilethebeautyofthenaiveapproachliesinitssimplicity,itleavesalotofroomforerrors:

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AgenticArchitecturesweaviateEbookweaviate

器Tooluse

Legend

Human-in-the-loopexample

sharedtoolsexample

AgenticArchitecturesweaviateEbookweaviate

Multi-agentarchitectures

Hierarchicalexample

9

Memorytransformationthroughtooluse

AgenticArchitecturesweaviateEbookweaviate

sequentialexample

shareddatabasewithdifferenttoolsexample

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AgenticArchitecturesweaviateEbook