Prompt Engineering

Anthropic Claude Multi-Agent Research System Architecture

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Anthropic Claude Multi-Agent Research System Architecture

Research (or Deep Research) capabilities are an important direction in AI Agent research, and many well-known AI companies are actively exploring this area. Anthropic is no exception; Claude now possesses powerful research capabilities (https://www.anthropic.com/news/research), enabling it to search for information across the internet, Google Workspace, and various integrated services to accomplish complex tasks. Recently, Anthropic … Read more

Practical Experience with Multi-Agents from Anthropic: How We Built a Multi-Agent Research System

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Practical Experience with Multi-Agents from Anthropic: How We Built a Multi-Agent Research System

When building an agent system, the performance of a single agent always has its bottlenecks. When the complexity of tasks crosses a certain threshold, the “Multi-Agents” architecture becomes a necessary path. Claude has recently made groundbreaking attempts in the field of multi-agent research systems, fully disclosing the architectural design challenges, prompt optimization strategies, and practical … Read more

The Clash of Multi-Agent Architectures: Cognition vs Anthropic

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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

From Zero to Master: Unlocking the Secrets of AI Poster Design with Jidream Prompts

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From Zero to Master: Unlocking the Secrets of AI Poster Design with Jidream Prompts

Dear AI art enthusiasts! Have you ever encountered this situation: you have a super cool poster idea in mind and want AI (like tools such as “Jidream”) to help you create it, but when you stare at the prompt input box, you find yourself scratching your head for a long time, and the words you … Read more

The HTTP of AI! A Comprehensive 5000-Word Analysis of the Explosive Rise of MCP

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The HTTP of AI! A Comprehensive 5000-Word Analysis of the Explosive Rise of MCP

This article is reprinted from the public account: Goose Factory Technology. This article is for academic/technical sharing only. If there is any infringement, please contact us to delete the article. To MCP or not to MCP? After OpenAI announced support for MCP, Google did not hesitate for long. On April 4, Gemini announced the addition … Read more

Detailed Explanation of AgentGPT Technology

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Detailed Explanation of AgentGPT Technology

Author: Yeyan, Master’s in Engineering, China University of Geosciences 1. Background With the development of ChatGPT, the demand for utilizing ChatGPT to accomplish a series of complex tasks has emerged, leading to many application frameworks for AI agents. The specific applications are shown in the figure below, including both open-source and commercial options. Image from … Read more