DeepSeek’s explosive popularity has once again showcased the power of LLMs. To better utilize LLMs, let’s take a look at the highest-scoring article in the Agent field at the 2024 ICLR conference, which has the most GitHub stars—MetaGPT. Let’s briefly review the research motivation: existing multi-agent systems based on LLMs can solve simple dialogue tasks, … Read more
New Intelligence Report Editor: Lumina [New Intelligence Overview] Is there another choice that allows humanity to perfectly navigate history? Could the results of simulations of historical wars conducted by scholars from the University of Michigan and Rutgers University using LLMs be our reference answer? “Can we avoid war at the crossroads of history?” This question … Read more
Hello everyone, today we are going to learn how to use MetaGPT to implement a practical case of multi-agent collaboration – the Werewolf game. Werewolf is a classic social deduction game, and through MetaGPT’s multi-agent framework, we can simulate the behaviors of characters such as werewolves, villagers, guards, seers, and witches, and let them interact … Read more
IntroductionHave you ever thought about how AI can not only chat and draw but also socialize freely in a virtual world and host parties? The MetaGPT Stanford Town module takes you into an AI virtual world full of infinite possibilities! This article will guide you step by step on how to quickly set up and … Read more
With the rapid development of large models and agent-related technologies, major tech companies are quickly entering the multi-agent era, aiming to help humans handle complex tasks and free up their hands! Microsoft has recently launched the Magentic-One multi-agent framework, built on AotoGen, which not only can converse with humans but also can control computers to … Read more
A Multi-Agent System for Complex Tasks About a week ago, Microsoft released a new intelligent system called Magentic-One, aimed at “solving complex tasks,” which seems to have gone unnoticed. With the recent discussions surrounding the capabilities of Anthropic’s computing, Microsoft appears to want to re-establish its credentials in this area. In this article, we will … Read more
Recently, Microsoft launched a new multi-agent system called Magentic-One, designed specifically to solve complex, open-ended tasks, particularly excelling in web and document operations. Clear Division of Labor, Each Showing Their Skills The biggest highlight of Magentic-One is its multi-agent architecture. This architecture differs from traditional single-agent systems; Magentic-One is equipped with multiple specialized agents, each … Read more
Paper Address: https://arxiv.org/html/2411.04468v1 GitHub Address: https://github.com/microsoft/autogen/tree/main/python/packages/autogen-magentic-one Abstract Magentic-One is an innovative open-source multi-agent system that solves complex tasks by simulating human planning and execution capabilities. The core of the system is an agent named Orchestrator, which is responsible for formulating and adjusting task execution plans, monitoring progress, and guiding other agents. Magentic-One has demonstrated competitive … Read more
Hello everyone, I am 【Student Xiao Zhang】. Continuous learning and continuous output of practical knowledge, follow me, and let’s learn AI large model technology together! Overview of Articles in Official 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! Previously, … Read more
Abstract: MetaGPT is an innovative metaprogramming framework that encodes standard operating procedures into prompt sequences, enabling agents with human domain expertise to validate intermediate results and reduce errors for a smoother workflow. MetaGPT utilizes an assembly line paradigm to assign different roles to various agents, efficiently breaking down complex tasks into subtasks that involve collaboration … Read more