Awesome Autonomous GPT
目录
介绍
目前,我对基于GPT的自主AI代理的开发深感兴趣并积极参与其中。我相信,这在目前是实现AGI最清晰的路线图。此项目是与自主AI代理相关的优秀项目和资源的集合,供大家参考。
🔥 我们自开发的代理系统KwaiAgents现已发布!系统代码、模型和数据全部开源。
💡 此仓库已被包含在Auto-GPT wiki中!
项目
开发者工具
- [2023/09/12] agents - 一个开源的自行语言代理框架
- [2023/08/10] ModelScope-Agent - 模型连接世界的代理框架
- [2023/05/25] Gorilla - 一个用于LLM的API商店
- [2023/05/01] AgentVerse - 🤖 AgentVerse 🪐 旨在促进多种基于LLM的代理在各种应用中的部署
- [2023/03/31] BMTools - 大模型工具学习,ChatGPT插件开源解决方案
- [2023/03/09] LMQL - 一个用于编程(大型)语言模型的查询语言
- [2022/10/25] Langchain - ⚡ 通过组合性构建LLM应用程序 ⚡
应用程序
- [2023/12/08] KwaiAgents - 一个通用的信息检索代理系统,基于大型语言模型(LLM)。
- [2023/10/18] XAgent - 一个用于复杂任务解决的自主LLM代理
- [2023/10/12] MemGPT - 教授LLM用于无边界上下文的内存管理 📚🦙
- [2023/09/19] autogen - 启用下一代大型语言模型应用程序。
- [2023/08/20] GPTeam - GPTeam使用GPT-4创建多个代理,共同协作达成预定义目标。
- [2023/08/08] OpenAgents - OpenAgents:一个用于野外语言代理的开放平台。
- [2023/07/24] DevOpsGPT - 用于AI驱动的软件开发的多代理系统。结合LLM和DevOps工具,将自然语言需求转化为可工作的软件。支持任何开发语言并扩展现有代码
- [2023/07/18] gpt-pilot - 开发工具,从零开始编写可扩展应用程序,同时开发者监控实现过程。
- [2023/07/08] ShortGPT - 🚀🎬 ShortGPT - 一个实验性的AI框架,用于自动创建短视频内容。使创作者能够通过AI和自动化快速制作、管理和交付内容。
- [2023/07/05] gpt-researcher - 基于GPT的自主代理,进行任意给定主题的在线综合研究
- [2023/07/04] DemoGPT - 🧩DemoGPT 使您能够只用提示快速创建演示文档。[demo]
- [2023/06/30] MetaGPT - 🌟 多代理框架:根据一行需求,返回PRD、设计、任务、仓库
- [2023/06/21] gpt-author - 本项目通过GPT-4、Stable Diffusion和Anthropic API调用链生成原创奇幻小说。
- [2023/06/11] gpt-engineer - 说明您要它构建的内容,AI会询问澄清然后构建它。
- [2023/05/16] SuperAGI - <⚡️>SuperAGI - 一个开发为先的开源自主AI代理框架。使开发者能够快速可靠地构建、管理和运行有用的自主代理。
- [2023/05/13] Developer - 以人为本的整体程序合成,即你自己的个人初级开发者
- [2023/04/07] AgentGPT - 🤖 在您的浏览器中组装、配置和部署自主AI代理。[demo]
- [2023/04/03] BabyAGI - 一个AI驱动的任务管理系统示例
- [2023/03/30] AutoGPT - 一个实验性的开源尝试,旨在使GPT-4完全自主。
- [2023/03/09] TaskMatrix - 连接ChatGPT和一系列视觉基础模型,以实现聊天过程中发送和接收图像。
基准测试
- [2023/08/07] AgentBench - 一项综合基准测试,用于评估LLM作为代理的表现。[论文]
- [2023/06/18] Auto-GPT-Benchmarks - 一个用于基准测试代理性能的仓库,无论其设置和工作模式如何。
- [2023/05/28] ToolBench - 一个用于训练、服务和评估大型语言模型的开放平台。
文章
研究论文
- [2023/12/22] Pangu-Agent: A Fine-Tunable Generalist Agent with Structured Reasoning, Filippos Christianos 等人.
- [2023/12/07] Fortify the Shortest Stave in Attention: Enhancing Context Awareness of Large Language Models for Effective Tool Use, Yuhan Chen 等人. [网站]
- [2023/10/09] FireAct: Toward Language Agent Fine-tuning, Baian Chen 等人. [网站]
- [2023/10/09] Humanoid Agents: Platform for Simulating Human-like Generative Agents, Zhiling Wang 等人. [网站]
- [2023/09/27] Cognitive Architectures for Language Agents, Theodore R. Sumers 等人.
- [2023/09/14] The Rise and Potential of Large Language Model Based Agents: A Survey, Zhiheng Xi 等人. [网站]
- [2023/08/22] A Survey on Large Language Model based Autonomous Agents, Lei Wang 等人. [网站]
- [2023/08/20] AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation Framework, Qingyun Wu 等人.
- [2023/08/11] BOLAA: Benchmarking and Orchestrating LLM-Augmented Autonomous Agents, Zhiwei Liu 等人.
- [2023/08/07] TPTU: Large Language Model-based AI Agents for Task Planning and Tool Usage, Jingqing Ruan 等人.
- [2023/07/31] ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs, Yujia Qin 等人.
- [2023/07/16] Communicative Agents for Software Development, Chen Qian 等人.[代码]
- [2023/06/09] Mind2Web: Towards a Generalist Agent for the Web, Xiang Deng 等人. [代码] [演示]
- [2023/06/05] Orca: Progressive Learning from Complex Explanation Traces of GPT-4, Subhabrata Mukherjee 等人.
- [2023/06/05] RecAgent: A Novel Simulation Paradigm for Recommender Systems, Lei Wang 等人. [代码]
- [2023/05/25] Voyager: An Open-Ended Embodied Agent with Large Language Models, Guanzhi Wang 等人. [代码] [网站]
- [2023/05/23] ReWOO: Decoupling Reasoning from Observations for Efficient Augmented Language Models, Binfeng Xu 等人. [代码]
- [2023/05/17] Tree of Thoughts: Deliberate Problem Solving with Large Language Models, Shunyu Yao 等人.[代码] [原始代码]
- [2023/05/12] MEGABYTE: Predicting Million-byte Sequences with Multiscale Transformers, Lili Yu 等人.
- [2023/05/19] FrugalGPT: How to Use Large Language Models While Reducing Cost and Improving Performance, Lingjiao Chen 等人.
- [2023/05/06] Plan-and-Solve Prompting: Improving Zero-Shot Chain-of-Thought Reasoning by Large Language Models, Lei Wang 等人.
- [2023/05/01] Learning to Reason and Memorize with Self-Notes, Jack Lanchantin 等人.
- [2023/04/24] WizardLM: Empowering Large Language Models to Follow Complex Instructions, Can Xu 等人.
- [2023/04/22] LLM+P: Empowering Large Language Models with Optimal Planning Proficiency, Bo Liu 等人.
- [2023/04/07] Generative Agents: Interactive Simulacra of Human Behavior, Joon Sung Park 等人. [代码]
- [2023/03/30] Self-Refine: Iterative Refinement with Self-Feedback, Aman Madaan 等人.[代码]
- [2023/03/30] HuggingGPT: Solving AI Tasks with ChatGPT and its Friends in HuggingFace, Yongliang Shen 等人. [代码] [演示]
- [2023/03/20] Reflexion: Language Agents with Verbal Reinforcement Learning, Noah Shinn 等人. [代码]
- [2023/03/04] Towards A Unified Agent with Foundation Models, Norman Di Palo 等人.
- [2023/02/23] Not what you've signed up for: Compromising Real-World LLM-Integrated Applications with Indirect Prompt Injection, Sahar Abdelnab 等人.
- [2023/02/09] Toolformer: Language Models Can Teach Themselves to Use Tools, Timo Schick 等人. [代码]
- [2022/12/12] LMQL: Prompting Is Programming: A Query Language for Large Language Models, Luca Beurer-Kellner 等人.
- [2022/10/06] ReAct: Synergizing Reasoning and Acting in Language Models, Shunyu Yao 等人. [代码]
- [2022/07/20] Inner Monologue: Embodied Reasoning through Planning with Language Models, Wenlong Huang 等人. [演示]
- [2022/04/04] Do As I Can, Not As I Say: Grounding Language in Robotic Affordances, Michael Ahn 等人. [演示]
- [2021/12/17] WebGPT: Browser-assisted question-answering with human feedback, Reiichiro Nakano 等人.
- [2021/06/17] LoRA: Low-Rank Adaptation of Large Language Models, Edward J. Hu 等人.
博客文章
- [2023/08/14] A Roadmap of AI Agents(Chinese) 作者 Haojie Pan
- [2023/06/23] LLM Powered Autonomous Agents 作者 Lilian Weng
- [2023/06/11] A CRITICAL LOOK AT AI-GENERATED SOFTWARE 作者 JAIDEEP VAIDYAHAFIZ ASIF
- [2023/04/29] AUTO-GPT: UNLEASHING THE POWER OF AUTONOMOUS AI AGENTS 作者 Akash Takyar
- [2023/04/20] Conscious Machines: Experiments, Theory, and Implementations(Chinese) 作者 Jiang Zhang
- [2023/04/18] Autonomous Agents & Agent Simulations 作者 Langchain
- [2023/04/16] 4 Autonomous AI Agents you need to know 作者 Sophia Yang
- [2023/03/31] ChatGPT that learns to use tools(Chinese) 作者 Haojie Pan
讲座
- [2023/06/05] Two Paths to Intelligence 讲师 Geoffrey Hinton
- [2023/05/24] State of GPT 讲师 Andrej Karpathy | OpenAI