AI Agents
Introduction to AI Agents, Langchain, SWE.
AI Agents
LLM Agent Paper List
Paper: The Rise and Potential of Large Language Model Based Agents: A Survey
Survey of LLM-based AI Agents
Paper: An In-depth Survey of Large Language Model-based Artificial Intelligence Agents
Blog: 4 Autonomous AI Agents you need to know
Camel
Communicative Agents for “Mind” Exploration of Large Language Model Society
Code: https://github.com/camel-ai/camel
AutoGPT
Paper: Auto-GPT for Online Decision Making: Benchmarks and Additional Opinions
Code: https://github.com/Significant-Gravitas/Auto-GPT
Blog: AutoGPT architecture & breakdown
Tutorials: AutoGPT Forge
AgentGPT
Code: https://github.com/reworkd/AgentGPT
BabyAGI
Blog: Task-driven Autonomous Agent Utilizing GPT-4, Pinecone, and LangChain for Diverse Applications
Colab:
Godmode
Voyager
Paper: Voyager: An Open-Ended Embodied Agent with Large Language Models
Code: https://github.com/MineDojo/Voyager
Talk2Drive
Paper: Large Language Models for Autonomous Driving: Real-World Experiments
MemGPT
Paper: MemGPT: Towards LLMs as Operating Systems
Code: https://github.com/cpacker/MemGPT
RL-GPT
Paper: RL-GPT: Integrating Reinforcement Learning and Code-as-policy
MC-Planner
Paper: https://arxiv.org/abs/2302.01560
Code: https://github.com/CraftJarvis/MC-Planner
Multi-Agent
Generative Agents
Paper: Generative Agents: Interactive Simulacra of Human Behavior«br>
Code: https://github.com/joonspk-research/generative_agents
Demo
Blog: Paper Review: Generative Agents: Interactive Simulacra of Human Behavior
Multi-Agent Collaboration
- “Communicative Agents for Software Development,” Qian et al. (2023) (the ChatDev paper)
- “AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation,” Wu et al. (2023)
- “MetaGPT: Meta Programming for a Multi-Agent Collaborative Framework,” Hong et al. (2023)
Multi-Agent examples
LangGraph + Llama3 + Groq
Colab: https://drp.li/X3hpZ
Frameworks
LangChain
LangGraph
SWE
OpenDevin
Paper: SWE-AGENT: AGENT-COMPUTER INTERFACES ENABLE AUTOMATED SOFTWARE ENGINEERING
Code: https://github.com/OpenDevin/OpenDevin
Docs: OpenDevin Intro
DroidAgent
Paper: Autonomous Large Language Model Agents Enabling Intent-Driven Mobile GUI Testing
Code: DroidAgent: Intent-Driven Android GUI Testing with LLM Agents
AutoCodeRover
Paper: AutoCodeRover: Autonomous Program Improvement
This site was last updated June 29, 2024.