Under the Ministry of Culture and Tourism of the People’s Republic of China Sponsored by the China Academy of Art 2025 No. 1 Issue, Total No. 254 Core Journal of Chinese Humanities and Social Sciences Journal AMI Comprehensive Evaluation (A Journal) Source Journal of the Chinese Social Sciences Citation Index (CSSCI) Extended Edition RCCSE Chinese … Read more
MetaGPT is a groundbreaking open-source project that simulates the complete operation process of a software company through a multi-agent system. The project has not only gained recognition in academia (ICLR 2024 oral presentation, top 1.2%) but also demonstrates strong practical application value. By organizing large language models (LLM) into different professional roles, MetaGPT can transform … Read more
1. What Is LangGraph Why Use LangGraph? Developing agents using frameworks like langchain involves significant development effort, lacks flexibility, and incurs high modification costs. Reducing development effort while increasing the flexibility of agents is a key point for promoting agents. LangGraph supports production-grade agents and is trusted by companies like Linkedin, Uber, Klarna, and GitLab. … Read more
Unlike traditional isolated single-agent systems, CrewAI introduces autonomous AI agents that can work collaboratively. Translated from Developer Guide to the CrewAI Agent Framework for Python, by Janakiram MSV. CrewAI is one of the most popular Python frameworks designed for intelligent multi-agent collaboration—transforming how developers handle complex AI workflows. Unlike traditionally standalone single-agent systems, CrewAI introduces … Read more
Learn from João Moura, the founder and CEO of crewAI, and explore the key components of multi-agent systems: Role Assignment: Assign dedicated roles to agents Memory: Provide agents with short-term, long-term, and shared memory Tools: Allocate pre-built and custom tools to each agent (e.g., tools for web searches) Focus: Decompose tasks, goals, and tools, and … Read more
Source: ZHUAN ZHI This article is approximately 6000 words long and suggests a reading time of 12 minutes. This article provides a comprehensive overview of collaboration in multi-agent systems and proposes a scalable framework to guide future research. With the latest advancements in large language models (LLMs), Agentic Artificial Intelligence (Agentic AI) has made significant … Read more
MLNLP community is a well-known machine learning and natural language processing community both domestically and internationally, covering NLP graduate students, university teachers, and researchers from enterprises. The Community’s Vision is to promote communication and progress between the academic and industrial fields of natural language processing and machine learning, especially for the progress of beginners. Reprinted … Read more
Introduction Can we avoid war at the crossroads of history? Individuals, scholars, policymakers, and organizations throughout human history have been pursuing this question. In the field of complex systems research, simulating the process of war through techniques such as wargaming and multi-agent simulation has been a long-standing topic. Especially driven by the transformative power of … Read more
Introduction How can agents be endowed with the ability to comply with social norms and allow social norms to spontaneously emerge in AI societies? Recently, a team led by Professor Wang Zhen from Northwestern Polytechnical University and researcher Hu Shuyue from the Shanghai Artificial Intelligence Laboratory proposed the first normative framework for multi-agent systems based … Read more
1. Introduction With the rapid evolution of generative artificial intelligence, multimodal large models increasingly demonstrate their advantages in multimodal content understanding and generation. Multimodal large models (hereinafter referred to as “large models”) refer to artificial intelligence models capable of processing and understanding various modalities of data inputs, including text, images, and audio-visual content. Artificial intelligence … Read more