Autonomous GPT-4: From ChatGPT to AutoGPT, AgentGPT...
The emergence of ChatGPT and LLM technology has transformed the AI industry. These language models have inspired developers and organizations to explore innovative ways of building on these cutting-edge models. As a result, platforms like LangChain and LlamaIndex have been created to streamline integration and foster the development of new applications.
Autonomous tasks and agents are beginning to harness the power of GPT-4, enhancing the ability to handle complex tasks that integrate different systems and pushing the boundaries of what we can achieve with autonomous AI.
Categorization of GPT-4 Autonomous AI
Various tools and applications for GPT-4 autonomous AI can be classified into Command Line Interface (CLI) and browser-based solutions, HuggingGPT can support both.
CLI:
- AutoGPT
- BabyAGI
Browser-based:
- AgentGPT
- God Mode
- CAMEL
- Web LLM
These innovative platforms make it easier than ever to access and utilize the power of LLMs, reinventing the way we interact with LLMs.
AutoGPT
AutoGPT is an experimental open-source application showcasing the capabilities of the GPT-4 language model. This program, driven by GPT-4, chains together LLM “thoughts” to autonomously achieve whatever goal you set. As one of the first examples of GPT-4 running fully autonomously, Auto-GPT pushes the boundaries of what is possible with AI.
It is easy to set up and run, and its code can be found on its GitHub page.
AgentGPT
AgentGPT is an autonomous AI solution on the web that allows for configuring and deploying autonomous AI agents. Name your own custom AI and have it embark on any goal imaginable. It will attempt to reach the goal by thinking of tasks to do, executing them, and learning from the results.
This platform is currently in beta with progressing features, and its code and website can be found below:
BabyAGI
BabyAGI is a pared-down version of the original Task-Driven Autonomous Agent. Its main idea is to create tasks based on the result of previous tasks and a predefined objective. The script then uses OpenAI’s language model capabilities to create new tasks based on the objective and Pinecone to store and retrieve task results for context.
Its code and website can be found below:
HuggingGPT
HuggingGPT, aka JARVIS, is a collaborative system, including an LLM as the controller and numerous expert models as collaborative executors. The workflow consists of four stages:
- Retrieving context and setting up the conversation
- Generating a response using an LLM model
- Selecting and executing the appropriate expert model to perform the action
- Updating the conversation status and preparing for the next turn
Web LLM
Web LLM brought an LLM and LLM-based chatbot to web browsers, running inside the browser with no server support and accelerated with WebGPU. Technically, Web LLM is not a solution for autonomous AI but a lightweight web chatbot.
Its code and website can be found below:
God Mode
GodMode is another impressive web-based autonomous AI agent. Please see its website below.
godmode.spaceCAMEL
CAMEL stands for Communicative Agents for Mind Exploration of Large Scale Language Model Society. It proposes a novel communicative agent framework, role-playing, as an alternative to AutoGPT and AgentGPT.
Its code and websites can be found below:
The integration of ChatGPT and LLMs into a diverse range of applications is just the beginning of an exciting journey into the future of language models. As we continue to explore new ways to harness the power of GPT-4, we can expect even more groundbreaking innovations and advancements in the AI field.
