langgraph

From ReAct to Multi-Agent: How LangGraph Achieves Seamless Collaboration Among Agents?

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From ReAct to Multi-Agent: How LangGraph Achieves Seamless Collaboration Among Agents?

As the LangChain ecosystem matures, the AI applications we build are evolving from simple “question-answering bots” to complex “agent collaboration systems.” LangGraph, as a powerful tool in the LangChain ecosystem for building stateful, multi-step AI applications, offers elegant support for multi-agent systems as one of its core values. Why Multi-Agent? What is an Agent? Essentially, … Read more

Fully Automated from Requirements to Development: How to Build an AI Front-End Engineer Based on Multi-Agent Architecture

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Fully Automated from Requirements to Development: How to Build an AI Front-End Engineer Based on Multi-Agent Architecture

Ali Mei’s Introduction This article delves into the technical practices and core thoughts behind the Multi-Agent intelligent platform “Tiangong Wanxiang” developed by the Ant Financial front-end team. The emergence of AutoGPT in 2023 marks a new stage for Agents, combining the capabilities of GPT-3.5 and GPT-4.0 to accomplish complex project tasks. At that time, limited … Read more

Building Multi-Agent Systems with LangGraph

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Building Multi-Agent Systems with LangGraph

Introduction to LangGraph In the previous article, we explored the concept of multi-agent systems and how Clearwater Analytics pioneered this approach through CWIC Flow. We also demonstrated how to build a simple multi-agent system without using a specialized framework. Now, let’s explore LangGraph, a powerful library that provides a structured workflow for building complex multi-agent … Read more

Supervisor Architecture in Multi-Agent Systems

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Supervisor Architecture in Multi-Agent Systems

From single agents to workflows, we have now entered the era of multi-agent systems. Multi-agent systems essentially involve multiple agents collaborating under the guidance of a large model to complete user tasks. In this context, various agent architectures have emerged, such as centralized, decentralized, and hierarchical structures. This article analyzes the multi-agent design under the … Read more