Awesome

Awesome Autonomous GPT

Introduction
Projects
Articles
Talks

Introduction

Currently, I am deeply fascinated by and actively working on developing gpt-based autonomous AI agents that interact with the real world. I believe that, at this time, it presents the clearest roadmap towards achieving AGI. This project is a collection of awesome projects and resources related to autonomous ai agents for everyone.

🔥 Our self-developed agent system KwaiAgents now released! All of the system code, models and data are open-sourced.

💡 This repo has been included in the Auto-GPT wiki !

Projects

Developer tools

[2023/09/12] agents - An Open-source Framework for Autonomous Language Agents
[2023/08/10] ModelScope-Agent - An Agent Framework Connecting Models in ModelScope with the World
[2023/05/25] Gorilla - An API store for LLMs
[2023/05/01] AgentVerse - 🤖 AgentVerse 🪐 is designed to facilitate the deployment of multiple LLM-based agents in various applications
[2023/03/31] BMTools - Tool Learning for Big Models, Open-Source Solutions of ChatGPT-Plugins
[2023/03/09] LMQL - A query language for programming (large) language models.
[2022/10/25] Langchain - ⚡ Building applications with LLMs through composability ⚡

Applications

[2023/12/08] KwaiAgents - A generalized information-seeking agent system with Large Language Models (LLMs).
[2023/10/18] XAgent - An Autonomous LLM Agent for Complex Task Solving
[2023/10/12] MemGPT - Teaching LLMs memory management for unbounded context 📚🦙
[2023/09/19] autogen - Enable Next-Gen Large Language Model Applications.
[2023/08/20] GPTeam - GPTeam uses GPT-4 to create multiple agents who collaborate to achieve predefined goals.
[2023/08/08] OpenAgents - OpenAgents: An Open Platform for Language Agents in the Wild.
[2023/07/24] DevOpsGPT - Multi agent system for AI-driven software development. Combine LLM with DevOps tools to convert natural language requirements into working software. Supports any development language and extends the existing code
[2023/07/18] gpt-pilot - Dev tool that writes scalable apps from scratch while the developer oversees the implementation.
[2023/07/08] ShortGPT - 🚀🎬 ShortGPT - An experimental AI framework for automated short/video content creation. Enables creators to rapidly produce, manage, and deliver content using AI and automation.
[2023/07/05] gpt-researcher - GPT based autonomous agent that does online comprehensive research on any given topic
[2023/07/04] DemoGPT - 🧩DemoGPT enables you to create quick demos by just using prompts. [demo]
[2023/06/30] MetaGPT - 🌟 The Multi-Agent Framework: Given one line Requirement, return PRD, Design, Tasks, Repo
[2023/06/21] gpt-author - This project utilizes a chain of GPT-4, Stable Diffusion, and Anthropic API calls to generate an original fantasy novel.
[2023/06/11] gpt-engineer - Specify what you want it to build, the AI asks for clarification, and then builds it.
[2023/05/16] SuperAGI - <⚡️> SuperAGI - A dev-first open source autonomous AI agent framework. Enabling developers to build, manage & run useful autonomous agents quickly and reliably.
[2023/05/13] Developer - Human-centric & Coherent Whole Program Synthesis aka your own personal junior developer
[2023/04/07] AgentGPT - 🤖 Assemble, configure, and deploy autonomous AI Agents in your browser. [demo]
[2023/04/03] BabyAGI - an example of an AI-powered task management system
[2023/03/30] AutoGPT - An experimental open-source attempt to make GPT-4 fully autonomous.
[2023/03/09] TaskMatrix - Connects ChatGPT and a series of Visual Foundation Models to enable sending and receiving images during chatting.

Benchmarks

[2023/08/07] AgentBench - A Comprehensive Benchmark to Evaluate LLMs as Agents. [paper]
[2023/06/18] Auto-GPT-Benchmarks - A repo built for the purpose of benchmarking the performance of agents, regardless of how they are set up and how they work.
[2023/05/28] ToolBench - An open platform for training, serving, and evaluating large language model for tool learning.

Articles

Research Papers

[2023/12/22] Pangu-Agent: A Fine-Tunable Generalist Agent with Structured Reasoning, Filippos Christianos et al.
[2023/12/07] Fortify the Shortest Stave in Attention: Enhancing Context Awareness of Large Language Models for Effective Tool Use, Yuhan Chen et al. [website]
[2023/10/09] FireAct: Toward Language Agent Fine-tuning, Baian Chen et al. [website]
[2023/10/09] Humanoid Agents: Platform for Simulating Human-like Generative Agents, Zhiling Wang et al. [website]
[2023/09/27] Cognitive Architectures for Language Agents, Theodore R. Sumers et al.
[2023/09/14] The Rise and Potential of Large Language Model Based Agents: A Survey, Zhiheng Xi, et al. [website]
[2023/08/22] A Survey on Large Language Model based Autonomous Agents, Lei Wang, et al. [website]
[2023/08/20] AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation Framework, Qingyun Wu, et al.
[2023/08/11] BOLAA: Benchmarking and Orchestrating LLM-Augmented Autonomous Agents, Zhiwei Liu, et al.
[2023/08/07] TPTU: Large Language Model-based AI Agents for Task Planning and Tool Usage, Jingqing Ruan et al.
[2023/07/31] ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs, Yujia Qin, et al.
[2023/07/16] Communicative Agents for Software Development, Chen Qian, et al.[code]
[2023/06/09] Mind2Web: Towards a Generalist Agent for the Web, Xiang Deng, et al. [code] [demo]
[2023/06/05] Orca: Progressive Learning from Complex Explanation Traces of GPT-4, Subhabrata Mukherjee, et al.
[2023/06/05] RecAgent: A Novel Simulation Paradigm for Recommender Systems, Lei Wang, et al. [code]
[2023/05/25] Voyager: An Open-Ended Embodied Agent with Large Language Models, Guanzhi Wang, et al. [code] [website]
[2023/05/23] ReWOO: Decoupling Reasoning from Observations for Efficient Augmented Language Models, Binfeng Xu, et al. [code]
[2023/05/17] Tree of Thoughts: Deliberate Problem Solving with Large Language Models, Shunyu Yao, et al.[code] [code-orig]
[2023/05/12] MEGABYTE: Predicting Million-byte Sequences with Multiscale Transformers, Lili Yu, et al.
[2023/05/19] FrugalGPT: How to Use Large Language Models While Reducing Cost and Improving Performance, Lingjiao Chen, et al.
[2023/05/06] Plan-and-Solve Prompting: Improving Zero-Shot Chain-of-Thought Reasoning by Large Language Models, Lei Wang, et al.
[2023/05/01] Learning to Reason and Memorize with Self-Notes, Jack Lanchantin, et al.
[2023/04/24] WizardLM: Empowering Large Language Models to Follow Complex Instructions, Can Xu, et al.
[2023/04/22] LLM+P: Empowering Large Language Models with Optimal Planning Proficiency, Bo Liu, et al.
[2023/04/07] Generative Agents: Interactive Simulacra of Human Behavior, Joon Sung Park, et al. [code]
[2023/03/30] Self-Refine: Iterative Refinement with Self-Feedback, Aman Madaan, et al.[code]
[2023/03/30] HuggingGPT: Solving AI Tasks with ChatGPT and its Friends in HuggingFace, Yongliang Shen, et al. [code] [demo]
[2023/03/20] Reflexion: Language Agents with Verbal Reinforcement Learning, Noah Shinn, et al. [code]
[2023/03/04] Towards A Unified Agent with Foundation Models, Norman Di Palo et al.
[2023/02/23] Not what you've signed up for: Compromising Real-World LLM-Integrated Applications with Indirect Prompt Injection, Sahar Abdelnab, et al.
[2023/02/09] Toolformer: Language Models Can Teach Themselves to Use Tools, Timo Schick, et al. [code]
[2022/12/12] LMQL: Prompting Is Programming: A Query Language for Large Language Models, Luca Beurer-Kellner, et al.
[2022/10/06] ReAct: Synergizing Reasoning and Acting in Language Models, Shunyu Yao, et al. [code]
[2022/07/20] Inner Monologue: Embodied Reasoning through Planning with Language Models, Wenlong Huang, et al. [demo]
[2022/04/04] Do As I Can, Not As I Say: Grounding Language in Robotic Affordances, Michael Ahn, e al. [demo]
[2021/12/17] WebGPT: Browser-assisted question-answering with human feedback, Reiichiro Nakano, et al.
[2021/06/17] LoRA: Low-Rank Adaptation of Large Language Models, Edward J. Hu, et al.

Blog Articles

[2023/08/14] A Roadmap of AI Agents(Chinese) By Haojie Pan
[2023/06/23] LLM Powered Autonomous Agents By Lilian Weng
[2023/06/11] A CRITICAL LOOK AT AI-GENERATED SOFTWARE By JAIDEEP VAIDYAHAFIZ ASIF
[2023/04/29] AUTO-GPT: UNLEASHING THE POWER OF AUTONOMOUS AI AGENTS By Akash Takyar
[2023/04/20] Conscious Machines: Experiments, Theory, and Implementations(Chinese) By Jiang Zhang
[2023/04/18] Autonomous Agents & Agent Simulations By Langchain
[2023/04/16] 4 Autonomous AI Agents you need to know By Sophia Yang
[2023/03/31] ChatGPT that learns to use tools(Chinese) By Haojie Pan

Talks

[2023/06/05] Two Paths to Intelligence by Geoffrey Hinton
[2023/05/24] State of GPT by Andrej Karpathy | OpenAI