AI Agent 与多智能体

AI Agent 与多智能体系统:单体到层级化编排、工具调用、记忆与规划,以及 CrewAI / AutoGen 等多智能体框架的构建实战。

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AI Agent 与多智能体

AI Agent 与多智能体系统:单体到层级化编排、工具调用、记忆与规划,以及 CrewAI / AutoGen 等多智能体框架的构建实战。

本主题共 96 篇教程

进阶

Multi-Agent AI Systems with CrewAI and AutoGen

Orchestrate teams of AI agents to solve complex problems

高级

CrewAI vs AutoGen vs LangGraph: Multi-Agent Framework 2026

Build production multi-agent systems with the right framework

高级

LangGraph Complete Guide 2026: Build Stateful AI Agents

Build agents with cycles, memory, human-in-the-loop using LangGraph

进阶

CrewAI Tutorial 2026: Build Multi-Agent Systems That Work Together

Create coordinated AI agent teams with CrewAI to tackle complex tasks—research, analysis, content creation—that single agents cannot handle alone

进阶

Build an AI Customer Support Agent with OpenAI Assistants API 2026

Complete guide to building a production-ready AI customer support system using OpenAI Assistants API with file search, code interpreter, and custom tools

进阶

CrewAI Multi-Agent Teams: Tutorial and Best Practices

Build production AI with CrewAI — role-based collaborative AI agents

高级

Database Query Agent: Complete Tutorial

Natural language database agent with SQL generation

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Multi-Tool Agent Pipeline: Complete Tutorial

Chaining multiple tools in a sequential agent workflow

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AutoGen Conversational Agents: Tutorial and Best Practices

Build production AI with AutoGen — autonomous multi-agent conversations

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Calendar Management Agent: Complete Tutorial

AI agent for intelligent calendar management and scheduling

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Multi-Agent Systems with CrewAI: Complete Developer Guide 2026

Master Multi-Agent Systems with CrewAI with practical examples and production patterns

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Code Execution Agent: Complete Tutorial

Agent with sandboxed Python code execution capability

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Event-Driven AI Agent: Complete Tutorial

Agents triggered by external events and webhooks

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Multi-Agent System with CrewAI

Orchestrating a team of specialized AI agents — hands-on project tutorial

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Continuous Monitoring Agent: Complete Tutorial

Agent that continuously monitors and alerts on conditions

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Documentation Agent: Complete Tutorial

Agent that autonomously maintains and updates documentation

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AI Agent Architecture: Complete Developer Guide 2026

Master AI Agent Architecture with practical examples and production patterns

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Memory-Augmented AI Agent: Complete Tutorial

Implementing short and long-term memory for AI agents

进阶

CrewAI vs AutoGen vs LangGraph: Side-by-Side Comparison

Multi-agent framework comparison — comparing agent patterns across crewai and autogen

高级

Self-Healing Agent: Complete Tutorial

Agent that detects and recovers from its own errors

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Tool-Calling Agent with OpenAI: Complete Tutorial

Building function-calling agents with OpenAI tools API

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Social Media Agent: Complete Tutorial

Automated social media content creation and posting agent

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Planning and Execution Agent: Complete Tutorial

Agent with high-level planning and step-by-step execution

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File System Agent: Complete Tutorial

AI agent for autonomous file management and organization

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Data Collection Agent: Complete Tutorial

Autonomous web scraping and data collection agent

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Multi-Agent AI System Orchestration: Building Complex AI Workflows

LangGraph, CrewAI, and human-in-the-loop patterns for production AI systems

入门

AI Agent Starter Kit: Starter Guide

Complete agent development starter with tools and memory

高级

Email Management Agent: Complete Tutorial

Autonomous email reading, writing, and organization agent

入门

CrewAI vs AutoGen: Which is Better for multi-agent systems? (2026)

Detailed comparison of CrewAI and AutoGen for multi-agent systems

高级

API Orchestration Agent: Complete Tutorial

Agent that autonomously calls and chains API operations

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Testing Automation Agent: Complete Tutorial

AI agent that generates and runs automated tests

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Hierarchical Agent System: Complete Tutorial

Multi-level agent hierarchy with delegation and reporting

进阶

LangChain ReAct Agent from Scratch

Building a ReAct agent with tools using LangChain — hands-on project tutorial

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Research Agent with Citations: Complete Tutorial

Autonomous research agent that cites sources accurately

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Web Browsing AI Agent: Complete Tutorial

Agent that autonomously browses and extracts web information

高级

LangGraph Tutorial: Build Stateful AI Agents with Persistent Memory

Build complex multi-step AI workflows with state management using LangGraph

高级

LangChain vs LangGraph 实战指南:Agent 框架如何选,一篇讲清楚

从实际项目需求出发,告诉你该用哪个框架

入门

Replit Agent vs Bolt.new vs Lovable:2026 年最全 Vibe Coding 工具对比

自然语言写代码的时代,哪个工具真的能用到生产?

入门

Replit Agent 完整教程 2026:AI 帮你写代码、运行、部署一条龙

从提示词到上线应用,Replit Agent 全流程实战

高级

AI Agent Frameworks: LangChain, AutoGen & CrewAI for Production in 2025

Build reliable AI agents that use tools, plan multi-step tasks, and collaborate in teams

进阶

AI Agent 提示词工程实战:写出高质量 System Prompt 的完整框架

从踩坑总结到可复用模板——让 AI Agent 稳定、可控、真正好用

入门

AI Agent 2026 年中盘点:6 个正在改变行业的重大转变

从工具到同事——AI Agent 如何重塑每个人的工作方式

进阶

AI Agent 工作流自动化完全指南:从零搭建到生产部署

用 n8n + Dify + MCP 打通全自动工作流,亲测有效的实战方案

进阶

AI Agent Prompt 工程完全指南:让 Agent 真正听懂你的意图

System Prompt 设计、角色定义、工具调用指令——Agent 提示词最全实战手册

进阶

Manus vs AutoGPT vs OpenClaw:2026 年通用 Agent 深度对比

三款最具代表性的通用 AI Agent 全方位横评

入门

2026 AI Agent 完全入门指南

从零到第一个 Agent:概念、工具、实战全覆盖

进阶

2025年AI十大趋势全景:从Small Language Models到AI Agent规模化

系统梳理2025年最值得关注的AI技术和商业趋势,帮助你把握下一个机遇

高级

用 LangGraph 构建多步骤 Agent

状态机思维:让 Agent 像工作流一样可控

进阶

多 Agent 协作:3种模式让复杂任务自动完成

串行、并行、监督者模式的选择和实现

入门

Skill vs Agent vs Model:三者关系一张图看懂

积木、建造者、大脑的关系

入门

什么是 AI Agent?

5 分钟搞懂和普通 AI 的区别

高级

Windsurf vs Devin vs SWE-agent: Autonomous Coding AI 2026

Which autonomous AI coding agent can actually ship production-ready code?

高级

CrewAI 多智能体系统实战 2026:让多个 AI Agent 协同工作

从单Agent到多Agent团队:用CrewAI构建真正能协作的AI工作流

高级

AI Agent Memory Systems: Short-Term and Long-Term Memory

Build AI agents that remember and learn from interactions

高级

LangGraph 状态机 Agent 2026:构建可控的复杂 AI 工作流

超越简单Chain,用图结构实现真正可调试、可维护的AI流程

进阶

AI Agent Frameworks Compared: LangChain vs LlamaIndex vs AutoGen vs CrewAI

Which AI agent framework should you choose for production applications in 2025?

高级

AutoGen 2.0 多智能体实战:从单 Agent 到协作系统

Microsoft 最新 AutoGen 框架完整教程,含真实业务案例

高级

AI Supply Chain Optimization: From Demand Forecasting to Autonomous Procurement

Supply chain executives share how AI reduced stockouts by 60% and carrying costs by 25%

进阶

AI Real Estate Valuation and Property Analysis: How Investors and Agents Use ML for Better Decisions

Real estate professionals share how AI property analysis tools changed their investment strategy

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Agent 推理模式对比:Extended Thinking vs Streaming Output,该如何选择?

成本、速度、准确率三角权衡

高级

AI Agents in Production: Architecture Patterns and Reliability Engineering

Building AI agent systems that work reliably in enterprise production environments

高级

Building Research Assistant Agent with AI Agents: Complete Guide 2026

Create autonomous search the web and synthesize research on any topic using LLM agents

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Safe RL Agent Training

Safe reinforcement learning practices for AI agent development

高级

Building Code Review Agent with AI Agents: Complete Guide 2026

Create autonomous automatically review pull requests for bugs and quality using LLM agents

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Building Financial Analysis Agent with AI Agents: Complete Guide 2026

Create autonomous analyze financial data and generate investment reports using LLM agents

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Tool Caching for Agents: Complete Guide

Caching tool results to improve agent performance

高级

Building Bug Fix Agent with AI Agents: Complete Guide 2026

Create autonomous identify and fix bugs in codebases autonomously using LLM agents

进阶

AI Technical Support Agent

Self-service technical support with RAG and escalation

进阶

LangGraph for Stateful Agents: Tutorial and Best Practices

Build production AI with LangGraph — stateful agent graphs with cycles

高级

Building SQL Query Agent with AI Agents: Complete Guide 2026

Create autonomous translate natural language to SQL and execute queries using LLM agents

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Evaluating LLM Agents: Complete Guide

Metrics and frameworks for measuring AI agent performance — practical implementation

高级

Building DevOps Automation Agent with AI Agents: Complete Guide 2026

Create autonomous monitor systems and automate infrastructure tasks using LLM agents

高级

Building Email Triage Agent with AI Agents: Complete Guide 2026

Create autonomous read, categorize, and draft email responses using LLM agents

进阶

Corrigible AI Agent Design

Ensuring AI agents remain correctable and under human control

入门

AI Recipe: Create an AI agent with web search tools

Step-by-step implementation: create an ai agent with web search tools

高级

Building Content Writer Agent with AI Agents: Complete Guide 2026

Create autonomous research and write high-quality content at scale using LLM agents

入门

Quick Tip: Build multi-agent pipelines without a framework

Practical guide to build multi-agent pipelines without a framework

入门

Introduction to AI Agents: Beginner's Complete Guide

Everything a beginner needs to know about introduction to ai agents

进阶

AI Agents in 2025 and Beyond: 2025 Guide

The evolution of autonomous AI agents and what comes next

高级

Building Customer Support Agent with AI Agents: Complete Guide 2026

Create autonomous handle customer inquiries using your knowledge base using LLM agents

高级

How to Build an AI Agent with Tool Use: Complete Guide for Developers 2026

Build a autonomous AI assistant step by step

进阶

Autonomous Research Agent

Building agents that autonomously search and synthesize — hands-on project tutorial

进阶

AI Agent Security Best Practices: 2026 Developer Guide

Essential practices every AI developer should follow for ai agent security

进阶

MCP with LangGraph Agents: Complete Guide

Using MCP tools in LangGraph agent workflows

高级

Multi-Modal Agent Systems: Advanced Guide

Agents that process and generate across modalities

高级

Building Data Analysis Agent with AI Agents: Complete Guide 2026

Create autonomous analyze datasets and generate insights autonomously using LLM agents

进阶

Pydantic AI Type-Safe Agents: Tutorial and Best Practices

Build production AI with Pydantic AI — type-safe AI agent development

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AI Meeting Scheduling Agent

Autonomous meeting scheduling and calendar management

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AI Agent Autonomy Levels: From Copilots to Fully Autonomous Systems

Design patterns for different levels of AI agent autonomy in enterprise applications

进阶

用 n8n + AI Agent 自动化你的日常工作流

零代码连接 200+ 应用,让 AI 接管重复性工作

进阶

Cursor IDE深度使用指南:Composer多文件编辑与Agent模式

解锁Cursor的隐藏功能,让AI真正成为你的编程伙伴

进阶

用 Dify 零代码构建一个客服 Agent(附模板)

30分钟搭建能回答产品问题的智能客服

高级

Agentic AI Workflows: 2025 Guide

Long-horizon planning and execution for AI agents

高级

Code Generation Agents: 2025 Guide

Fully autonomous software development AI agents

入门

OpenAI Assistants vs LangGraph: Which is Better for building AI agents? (2026)

Detailed comparison of OpenAI Assistants and LangGraph for building AI agents

高级

AI Web Agents: 2025 Guide

Autonomous web browsing and interaction with AI