Multi-Agent Collaboration

How AI Agents Break Industry Deadlocks: Decoding the Technical Core and Detailed Application Scenarios

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How AI Agents Break Industry Deadlocks: Decoding the Technical Core and Detailed Application Scenarios

Source | China Industrial Internet Research Institute 2025 is widely defined in the industry as the “Year of the Intelligent Agent.” In this year, intelligent agent technology has experienced explosive growth, rapidly transitioning from cutting-edge concepts in laboratories to various industries, gradually emerging. Unlike general large models, intelligent agents can not only understand human instructions … Read more

Artificial Intelligence | How AI Agents Are Transforming Industrial Scenarios

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Artificial Intelligence | How AI Agents Are Transforming Industrial Scenarios

Advanced Manufacturing · Introduction 2025 is widely defined by the industry as the “Year of the AI Agent.” In this year, AI agent technology is expected to experience explosive growth, rapidly transitioning from cutting-edge concepts in laboratories to various industries, gradually emerging in the industrial sector. Unlike general large models, AI agents can not only … Read more

Guide to Building AI Agents: Fundamental Principles from Scratch

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Guide to Building AI Agents: Fundamental Principles from Scratch

AI agents are designed for autonomous reasoning, planning, and action. To operate effectively, building an AI agent should adhere to some fundamental principles that make the AI agent more reliable, intelligent, and practical in real-world applications: Role Definition Focused Tasks Custom Tools Multi-Agent Collaboration Agent Constraints Agent Memory Role DefinitionOne of the most effective ways … Read more

The Dawn of Agentic AI: Can AI Agents Start ‘Doing Business’?

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The Dawn of Agentic AI: Can AI Agents Start 'Doing Business'?

AI Agents are gradually transforming from “task tools” into “autonomous economic participants”. Authors丨Yingxuan Yang Weinan Zhang The current most popular agentic AI applications, such as ChatGPT Agent, can autonomously browse the web and perform complex tasks, while GitHub Copilot is evolving from an editing assistant to an intelligent partner. As we discuss “AI Agents”, “multi-agent … Read more

Comparative Analysis of AI Agent Development Frameworks

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Comparative Analysis of AI Agent Development Frameworks

This article provides a comprehensive comparative analysis of AI agent development frameworks such as LangGraph, AutoGen, Dify, Coze, MetaGPT, and OpenAI Agents from various dimensions including core positioning, technical features, typical scenarios, cost models, and community support, to offer usage references. 1. Core Framework Comparison Matrix Framework Core Positioning Technical Features Typical Scenarios Cost Model … Read more

Case Study of AI Large Models in Testing: A New Paradigm of UI Automation Testing Driven by Multi-Agent Collaboration (Meituan)

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Case Study of AI Large Models in Testing: A New Paradigm of UI Automation Testing Driven by Multi-Agent Collaboration (Meituan)

Follow us to stay updatedIntroduction:This intelligent scenario focuses on UI automation testing, with a case study from Meituan, highlighting the exploration of multi-agent collaboration.The complete materials can be obtained at the end of this article.The pain points of testing will not be elaborated here; let’s get straight to the point.Three modes of human-machine collaboration are … Read more

The Arrival of AI Agents in Industrial Intelligence

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The Arrival of AI Agents in Industrial Intelligence

Have you ever thought about how, in the future factories, production lines could think autonomously, adjust flexibly, and quickly adapt to various changes like humans? This is not a scene from a science fiction movie; with the emergence of AI Agents in industrial intelligence, all of this is gradually becoming a reality. In the era … Read more