AutoGPT is an AI-driven system designed to enhance user interactions and streamline workflows using OpenAI's ChatGPT.
Silicon Valley's latest fascination is Auto-GPT, an open-source app that leverages OpenAI's AI models, GPT-3.5 and GPT-4, to autonomously perform tasks. It interacts with online and local software, handling follow-up interactions with the AI models until a task is complete. Auto-GPT's popularity stems from its ability to engage with various applications and services, like creating basic websites and devising marketing strategies.
- 👤 User Input: Users provide a name for their AI agent and set up to 5 goals in the terminal.
- 📥 Initial Prompt: An initial prompt based on user input is sent to the ChatGPT API, including instructions and commands.
- 🗨️ ChatGPT Response: ChatGPT returns a JSON string with its thoughts, reasoning, plan, criticism, and the next command.
- ⚙️ Command Execution: The system extracts and executes the command, returning a string value (e.g., search results or summaries).
- 🧠 Memory Update: ChatGPT's output and the command return string are combined and added to the system's memory.
- 🔍 Short-Term Memory: The context is stored as text in the short-term memory using a queue or FIFO data structure.
- 📚 Long-Term Memory: The context is also stored in long-term memory as (vector, text) pairs, searchable using KNN or approximate-KNN.
- 💡 Relevant Memories: The system queries long-term memory to retrieve the top-K most relevant memories based on short-term memory context.
- 🔄 New Prompt: A new prompt is created with the initial instructions, relevant memories, and an instruction to generate the next command.
- 🔁 Loop: The system repeats steps 3 to 10 until ChatGPT completes the task and issues the shut down command.
AI agents have been gaining traction for the past four weeks, showcasing a wide range of remarkable advancements:
🌐 Rapid custom website creation
💻 SQL statement generation
📝 Task completion in to-do lists
🔍 Research and market analysis
💰 Sales prospect exploration
📈 Product and stock market data analysis
🤖 Python script creation and testing
🎙️ Podcast outline preparation
🎲 Support in RPG games
💪 Continuous self-improvement
Take a look at these specific projects:
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🌐 Create a custom website in 3 minutes
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💻 AutoGPT Intern: Understands database tables, writes SQL, and sends execution results to Slack
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📝 To-do list management: List tasks and let AutoGPT complete them
https://twitter.com/thegarrettscott/status/1645918390413066240
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🔍 Specialized agents for research tasks
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🎙️ Agents that read the latest news and prepare podcast outlines
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💰 AI agents that independently perform sales prospecting using GPT-4
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🛍️ Product research assistance for your shopping needs
https://twitter.com/LinusEkenstam/status/1646095934177124353
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📈 Stock market data analysis
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🧐 Market research conducting
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🎮 Role-playing game (RPG) agents
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🤖 Code-writing agents
https://twitter.com/FelipeSchieber/status/1647780395839111168
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🐍 Python script writing and execution, enabling debugging, development, and recursive self-improvement
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📁 Multi-file code creation: Write code to complete entire projects
https://twitter.com/FelipeSchieber/status/1647780395839111168
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🧪 Code testing
https://twitter.com/adamcohenhillel/status/1644836492294905856