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Autonomous AI Agents Launchpad: Research, Frameworks, Tools

Intro

Autonomous AI agents are intelligent entities capable of making decisions and taking actions in complex environments without human intervention. These agents are powered by machine learning techniques, such as reinforcement learning, which enables them to learn from their experiences and adapt their behavior over time.

Reinforcement learning is a unique approach to machine learning where agents learn by trial and error, receiving feedback in the form of rewards or penalties for their actions. This powerful learning paradigm has been instrumental in achieving breakthroughs in various domains, from game-playing AI to robotics and beyond.

In this blog post, you will find a list of resources regarding autonomous AI agents. Research, github repositories, programming libraries, and results of reinforcement learning, autonomous ai agents and large language models, and discussing their potential impact on the future of AI. Please email [email protected] if you would like to add something to this list.

Use AI Agents with UI

BabyAGI UI AgentGPT

Research

WebGPT: Browser-assisted question-answering with human feedback

Stanford Agency

Duke University Agent Architectures

Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback

Improving alignment of dialogue agents via targeted human judgements

Sparks of Artificial General Intelligence: Early experiments with GPT-4

Training Language Models with Language Feedback at Scale

Language Models can Solve Computer Tasks

Generative Agents: Interactive Simulacra of Human Behavior

CAMEL: Communicative Agents for “Mind” Exploration of Large Scale Language Model Society

REACT: SYNERGIZING REASONING AND ACTING IN LANGUAGE MODELS

Reflexion: an autonomous agent with dynamic memory and self-reflection

Principled Reinforcement Learning with Human Feedback from Pairwise or K-wise Comparison

SELF-REFINE:ITERATIVE REFINEMENT WITH SELF-FEEDBACK

SELF-INSTRUCT: Aligning Language Model with Self Generated Instructions

Instruct-GPT

Programming Frameworks

Agents

Langchain Agents

VoCode Voice Agents

Llama Index Langchain Agents

Reinforcement Learning

Spinning Up in Deep RL

Stable Baselines RL

Demos

Meet Samantha Chatbot

Simulcra Human Behavior Demo

Deploy Your Own, Open Source Github Repos

AutoGPT

Setup AutoGPT

AgentGPT

BabyAGI UI

Camel AutoGPT

BabyAGI

AgentLLM