Towards an AI Search Paradigm: Multi-Agent, MCP, DAG, RL

Towards an AI Search Paradigm: Multi-Agent, MCP, DAG, RL

Baidu Search has released a 63-page paper titled “Towards an AI Search Paradigm”, introducing a modular, multi-agent (Multi-Agent) framework that reimagines how we search for information in the era of large language models (LLMs).🚀 Unlike traditional retrieval-based search or linear RAG pipelines, this new paradigm coordinates four specialized LLM agents—Supervisor, Planner, Executor, and Writer—to handle … Read more

To Use or Not to Use Multi-Agents? The Ultimate Question Ignited by Anthropic and Devin

To Use or Not to Use Multi-Agents? The Ultimate Question Ignited by Anthropic and Devin

Recently, an interesting event occurred in the AI community. The protagonists are two major players in the AI field: one is Anthropic, which released Claude, and the other is Cognition AI, which became globally popular with its first AI programmer, Devin. Just in the past few days, it seems these two companies have coordinated to … Read more

Breaking the Limits of LLM Capabilities with MultiAgent! Integrating Insights from Different Large Models

Breaking the Limits of LLM Capabilities with MultiAgent! Integrating Insights from Different Large Models

Imagine a scenario: ChatGPT, Bard, and Claude2 are gathered around a virtual round table, arguing fiercely over a math problem. The ReConcile framework proposed by the UNC team simulates a “round table conference” approach, allowing different LLM agents to persuade each other, correct answers, and reach a better consensus through confidence-weighted voting. Traditional multi-agent debates … Read more

Multi-Agent: The Commander and Rational Division of Labor in the AI Era

Multi-Agent: The Commander and Rational Division of Labor in the AI Era

Multi-Agent (多智能体) = Rational Division of Labor (合理分工)1In March 1776,Adam Smithfirst proposed the concept ofdivision of laborin his bookThe Wealth of Nations, explaining the significant role of division of labor in improving labor productivity.In the early 20th century, Henry Forddivided the production of a car into 8,772work hours, and the assembly line significantly reduced production … Read more

Experience with Coze Multi-Agent Mode!

Experience with Coze Multi-Agent Mode!

Recently, Coze in China has updated its Multi-Agent mode, nearly six months since the last release. So, what exactly is Multi-Agent? What is the difference between Multi-Agent and Single-Agent? What are some famous and pioneering Multi-Agent research or projects? With these questions in mind, we will provide some simple answers. If you are new to … Read more

AI Multi-Agents: A New Era of Intelligent Collaboration, Are You Ready?

AI Multi-Agents: A New Era of Intelligent Collaboration, Are You Ready?

With the rapid development of artificial intelligence technology, Multi-Agent AI systems are gradually becoming a key force driving business innovation and efficiency improvement. In this article, we will delve into the concept of Multi-Agent AI systems, the steps to build them, the choice of technology stack, and why they are the trend of the future … Read more