Hello everyone, I am Xuan Jie. Before we start the main content, let me advertise myself. The Spring Festival is coming soon, to give back to the support of my fans the original price of the “3-Day AI Agent Project Practical Live Training Camp” is 199 yuan, now directly reduced to 19 yuan, today we … Read more
OpenAI open-sourced an educational multi-agent collaboration framework called Swarm in October 2024. This article starts from the source code of Swarm, gradually introducing how to write a similar multi-agent framework and illustrating how agents can enhance business quality and efficiency through six application cases. Table of Contents: Agent Class Response Class Result Class Swarm Class … Read more
As one of the earliest LLM application development frameworks alongside LangChain and LlamaIndex, Microsoft’s AutoGen has undergone a complete redesign and restructuring after a series of personnel changes last year, launching the completely revamped AutoGen 0.4 version (the previous version was 0.2), with the latest stable version 0.4.2 released in early 2025. You may have … Read more
This article introduces a practical project that uses LangGraph to develop a RAG research multi-agent tool. This tool is designed to solve complex problems that require multiple sources and iterative steps to arrive at a final answer. It employs hybrid search and Cohere reordering steps to retrieve documents, and also includes a self-correction mechanism, including … Read more
How to Pass Private Data Between Nodes In some cases, you may want nodes to exchange information that is crucial to the intermediate logic but does not need to be part of the main architecture of the graph. This private data is unrelated to the overall input/output of the graph and should only be shared … Read more
An agent is a system that uses LLM to determine the control flow of applications. As you develop these systems, they may become more complex over time, making them harder to manage and scale. For example, we may encounter the following issues: There are too many tools that agents can use, making it overly complex … Read more
• Hello everyone, I am student Xiao Zhang, sharing AI knowledge and practical cases daily. • Welcome to like + follow 👏, continuous learning, and continuous output of valuable content. • +v: jasper_8017 let’s communicate 💬 and progress together 💪. Article Overview in the Official Account So far, I have systematically studied two intelligent agent … Read more
In the last section, we mainly used Command to implement the transfer of multiple agents. In this section, we will learn how to use tools to achieve this functionality. Tool for Implementing Transfer We have clearly defined custom transfers in each agent node. Another pattern is to create a special handoff tool that directly returns … Read more
Let’s use Cohere’s new ⌘R 7B to build a Multi-Agent AI news generator. Before we start, let’s take a look at what we are building! The application takes user queries, searches the web, and transforms them into a well-crafted news article, complete with citations! Technology Stack: LLM: Cohere ultra-fast ⌘R 7B (can also be replaced … Read more
Hello everyone, I am 【Student Xiao Zhang】. Continuous learning and output of practical knowledge, follow me to learn AI large model technology together! Overview of Articles on Public Account If you have any questions, feel free to add me on WeChat: jasper_8017, looking forward to discussing and progressing together with like-minded friends! This series of … Read more