Deploying Autonomous AI Agents with AgentGPT

Aitrainee | Public Account: AI Progress Student

🌟AgentGPT allows you to configure and deploy autonomous AI Agents. It is an improved version of AutoGPT based on Langchain, requiring no deployment, and provides a website that can be used directly. The customized agents will attempt to achieve their goals by thinking about the tasks to complete, executing them, and learning from the results 🚀.

Deploying Autonomous AI Agents with AgentGPT

AgentGPT:https://agentgpt.reworkd.ai/en

Do you remember the AutoGPT project we talked about earlier? Yes, it’s the one that uses the GPT-4 brain and the linking ideas of Langchain to connect various resources on the internet to complete tasks. Now, this project is nearing 162k stars on GitHub 🌟!

This thing has made computers significantly smarter. You just need to tell it what you want to do, and AutoGPT can devise a plan and complete it step by step. Encounter a problem? It can also break down tasks and solve them gradually. It’s truly amazing!

Moreover, AutoGPT’s capabilities are not just as simple as chatting. It integrates control, cloud storage, and various tools’ APIs to help you analyze markets, formulate trading strategies, handle customer service, and even manage marketing and finance. Karpathy has said that this thing is the new frontier of prompt engineering.

How does it achieve this? It mainly relies on three components:

  • Architecture, it calls GPT-4 and GPT-3.5 via API;

  • Autonomous iteration, AutoGPT self-evaluates and improves results using previous actions and prompt history;

  • Memory management, collaboration with @pinecone allows it to retain more context and make better decisions.

In addition to these, AutoGPT can manipulate files, browse the web, retrieve data, and more, with an overwhelming number of features!

Speaking of this, you might think of another name — AgentGPT. This tool is quite similar to AutoGPT, also based on Langchain and OpenAI, allowing you to create and configure your own AI agents in the browser or on your computer, setting any target and watching it accomplish it.

However, AgentGPT is much simpler than AutoGPT. It is an improved version based on the AutoGPT architecture, featuring a web interface, so you don’t have to set up anything; you can just log in to the website and use it.

Deploying Autonomous AI Agents with AgentGPT

▲ Experience link: https://agentgpt.reworkd.ai/en

Just like a convenient version of AutoGPT, you don’t have to deal with Git, Python, Docker, and all that stuff, nor worry about the OpenAI API key or need local settings for physical task automation.

AgentGPT is a platform for autonomous AI agents that allows users to create and deploy customizable autonomous AI agents directly in the browser. Just assign a name and goal to your AI agent, and watch it embark on an exciting journey to achieve the specified goals.

AgentGPT allows you to configure and deploy autonomous AI agents. Name your custom AI and let it start achieving any imaginable goal. It will attempt to reach its goals by thinking about the tasks to be done, executing them, and learning from the results 🚀, such as creating company reports, planning trips, or formulating study plans.

Deploying Autonomous AI Agents with AgentGPT

Results of a goal decomposition performed by AgentGPT

Deploying Autonomous AI Agents with AgentGPT

▲ Memory management using vector databases for long-term memory

How about it? Sounds interesting, right? Want to try deploying it yourself? Below, detailed deployment instructions will be provided, meanwhile, I recommend the bloggerAIGCLINK‘s video for complementary viewing:

Deploying Autonomous AI Agents with AgentGPTQuick Start

The easiest way to use AgentGPT is to automatically set up the CLI, which is bundled with the project. The CLI sets up the following for AgentGPT:

  • 🔐 Environment variables (and API keys)

  • 🗂️ Database (Mysql)

  • 🤖 Backend (FastAPI)

  • 🎨 Frontend (Nextjs)

Prerequisites👆

Before starting, please ensure you have installed the following:

  • Choose your editor, such as Visual Studio Code (VS Code)

  • Node.js

  • Git

  • Docker. After installation, please create an account, open the Docker application, and log in.

  • An OpenAI API key

  • An Serper API Key (optional)

  • A Replicate API Token (optional)

Getting Started Guide🚀

  1. 1. Open your editor

  2. 2. Open the terminal – Typically, you can do this in the ‘Terminal’ tab, or use a shortcut (e.g., in VS Code, for Windows you can use Ctrl + ~, for Mac Control + ~).

  3. 3. Clone the repository and enter the directory – Once your terminal is open, you can clone the repository and enter the directory by running the commands below. For Mac/Linux users 🍎 🐧

    git clone https://github.com/reworkd/AgentGPT.git
    cd AgentGPT
    ./setup.sh

    For Windows users :windows:

    git clone https://github.com/reworkd/AgentGPT.git
    cd AgentGPT
    ./setup.bat
  4. 4. Follow the setup instructions in the script. – After adding the appropriate API keys, ensure all services are running, then access http://localhost:3000 in your web browser.

Happy hacking! 🎉

🎉 Roadmap

The platform is currently in testing phase (beta), and a complete list of completed and planned features can be found in our public roadmap.

🚀 Tech Stack

  • Bootstrapping: create-t3-app + FastAPI-template.

  • Framework: Nextjs 13 + Typescript + FastAPI

  • Auth: Next-Auth.js

  • ORM: Prisma & SQLModel.

  • Database: Planetscale.

  • Styling: TailwindCSS + HeadlessUI.

  • Schema Validation: Zod + Pydantic.

  • LLM Tooling: Langchain.

Deploying Autonomous AI Agents with AgentGPTSummary of AgentGPT

Advantages of AgentGPT:

  • Simple operation via browser interface

  • Can set complex goals

  • No programming skills required

  • Data is encrypted locally, secure and stable

  • Can upload own data to train dedicated AI agents

  • Easy to monitor and manage

  • Rich application scenarios

However, it does have some disadvantages:

  • AI agent reasoning may sometimes be limited

  • Behavior may be unstable, requires human supervision

  • Requires internet access

  • Still in beta testing phase, so there may be minor issues

  • It may take some time to learn when starting

  • While there is a free trial, full functionality requires payment

Speaking of money, the pricing for AgentGPT is as follows:

  • Free Trial: 5 demo agents per day, some feature limitations, using GPT-3.5-Turbo

  • PRO Version (Most Popular): $40 per month, 30 agents available per day, offering GPT-3.5-Turbo 16k access and GPT-4 access, with up to 25 cycles per agent, unlimited web search, and the latest plugins with priority tech support

Reference links:

  • https://agentgpt.reworkd.ai (🔗 Short Link)

  • https://docs.reworkd.ai/ (📚 Documentation)

  • https://docs.reworkd.ai/essentials/contributing (🤝 Contributing)

  • https://discord.gg/gcmNyAAFfV (📢 Discord)

  • https://github.com/reworkd/AgentGPT/tree/main(Deploying Autonomous AI Agents with AgentGPTGitHub Repository)

End

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Deploying Autonomous AI Agents with AgentGPT

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