The Clash of Multi-Agent Architectures: Cognition vs Anthropic

The Clash of Multi-Agent Architectures: Cognition vs Anthropic

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

Comprehensive Analysis of Multi-Agent Technology and Applications (Technical Edition)

Comprehensive Analysis of Multi-Agent Technology and Applications (Technical Edition)

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

Overview of Emerging AI Agent Architectures: Reasoning, Planning, and Tool Invocation

Overview of Emerging AI Agent Architectures: Reasoning, Planning, and Tool Invocation

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