Using multi-agent collaboration to construct research and design projects is already a mature technology. Recently, Tiger Sir utilized relevant technologies to create his own AI world. Below, we will analyze this framework in detail from an engineering practice perspective. The overall framework is built using a microservice containerized deployment method that separates the front and … Read more
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
Background of ComfyUI ComfyUI is the “Lego block” in the Stable Diffusion ecosystem. It transforms AI-generated images into a visual programming game. Unlike the “dumb camera” operation of WebUI, every function here is an assemblable node: drag and drop the “prompt” node to connect to the “sampler”, then attach “ControlNet” to adjust poses… It builds … Read more
2025 is referred to as the year of Agents, with many capable manufacturers launching AI Agents. However, reality often contradicts expectations: seemingly intelligent models frequently crash, producing absurd outputs, resembling “artificial stupidity.” Where does the problem lie? Is it the model’s capabilities? Or is the framework not advanced enough? Online, I came across an article … Read more
Zhuanzhuan Frontend Weekly This publication aims to organize and present the best articles in the industry, hoping to broaden everyone’s horizons. If you come across some excellent articles that you want to share with more people, you can click on our public account name and send us the article link along with your interpretation! We … Read more
On June 12, Walden Yan from Cognition just published an article titled “Don’t Build Multi-Agents”. The next day, Anthropic released a lengthy 6000-word practical summary titled “How we built our multi-agent research system”. 💥 Cognition’s Stance: Avoid Multi-Agents The core viewpoint of Cognition co-founder Walden Yan: Context fragmentation is the root cause of agent failure; … Read more
Cover Image: nice view｜Source: Hailey I enjoy learning with “questions and curiosity”, which helps to systematize and solidify knowledge rather than just accumulating information. Follow this series of articles to explore 11 questions, which will greatly assist you in familiarizing yourself with Agent and Multi-agent technology. The next article will discuss the industry applications of … Read more
Since the launch of ChatGPT, many first-wave generative AI applications have emerged as variants of chat systems using Retrieval-Augmented Generation (RAG) models on document corpora. While significant efforts are being made to enhance the robustness of RAG systems, different teams are beginning to construct the next generation of AI applications, focusing on a common theme: … Read more