This repository is a curated list of projects, research papers, articles, and talks focused on autonomous AI agents, particularly those leveraging Large Language Models (LLMs). It serves as a comprehensive resource for researchers, developers, and enthusiasts interested in the rapidly evolving field of AI agents capable of interacting with the real world and achieving complex goals.

How It Works

The collection highlights various frameworks and approaches for building autonomous agents. These include agent systems that connect LLMs with external tools and environments (e.g., ModelScope-Agent, BMTools), agent architectures designed for multi-agent collaboration (e.g., AgentVerse, AutoGen, GPTeam), and methods for enhancing LLM capabilities like memory management (MemGPT) and tool use (Toolformer, ReAct). The underlying principle is to empower LLMs to perform tasks autonomously through structured reasoning, planning, and interaction with external resources.

Quick Start & Requirements

This repository is a curated list and does not have a direct installation or execution command. It links to various projects, each with its own setup requirements. Users are directed to individual project repositories for specific installation instructions and dependencies, which can range from Python environments to specific LLM API keys and potentially GPU acceleration for advanced models.

Highlighted Details

• Features a comprehensive list of over 30 projects, including prominent ones like AutoGPT, AgentGPT, SuperAGI, and MetaGPT.
• Includes a substantial collection of recent research papers (over 40) and blog articles covering theoretical foundations, benchmarks, and practical applications of autonomous agents.
• Lists notable talks from AI leaders like Geoffrey Hinton and Andrej Karpathy, providing insights into the future of AI.
• Highlights benchmark projects like AgentBench and ToolBench for evaluating agent performance.

Maintenance & Community

The repository is actively maintained, with frequent updates to include new projects and research. It has been recognized and included in the Auto-GPT wiki, indicating community adoption. Links to community resources like Discord or Slack are not explicitly provided within this README.

Licensing & Compatibility

The repository itself is a list of links and does not have a specific license. The licenses of the linked projects vary widely, from permissive MIT licenses to more restrictive ones. Users must consult the individual project licenses for compatibility with commercial or closed-source applications.

Limitations & Caveats

As a curated list, this repository does not provide direct functionality. The rapid pace of development in the autonomous agent space means that some linked projects may become outdated or superseded quickly. Users must independently verify the status and applicability of each linked resource.