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demonstration of using AIGNE Framework with memory.","maintainers":[{"email":"liyechao@yechao.xyz","name":"li-yechao"},{"email":"shijun@arcblock.io","name":"wangshijun"},{"email":"rob@arcblock.io","name":"mave99a"}],"readme":"# Memory Example\n\n<p align=\"center\">\n  <picture>\n    <source srcset=\"https://raw.githubusercontent.com/AIGNE-io/aigne-framework/main/logo-dark.svg\" media=\"(prefers-color-scheme: dark)\">\n    <source srcset=\"https://raw.githubusercontent.com/AIGNE-io/aigne-framework/main/logo.svg\" media=\"(prefers-color-scheme: light)\">\n    <img src=\"https://raw.githubusercontent.com/AIGNE-io/aigne-framework/main/logo.svg\" alt=\"AIGNE Logo\" width=\"400\" />\n  </picture>\n</p>\n\nThis example demonstrates how to create a chatbot with memory capabilities using the [AIGNE Framework](https://github.com/AIGNE-io/aigne-framework) and [AIGNE CLI](https://github.com/AIGNE-io/aigne-framework/blob/main/packages/cli/README.md). The example utilizes the **AIGNE File System (AFS)** with memory modules to provide persistence across chat sessions.\n\n**AIGNE File System (AFS)** is a virtual file system abstraction that provides AI agents with unified access to various storage backends, including conversation history and user profiles. For comprehensive documentation, see [AFS Documentation](../../afs/README.md).\n\n## Prerequisites\n\n* [Node.js](https://nodejs.org) (>=20.0) and npm installed on your machine\n* An [OpenAI API key](https://platform.openai.com/api-keys) for interacting with OpenAI's services\n* Optional dependencies (if running the example from source code):\n  * [Pnpm](https://pnpm.io) for package management\n  * [Bun](https://bun.sh) for running unit tests & examples\n\n## Quick Start (No Installation Required)\n\n```bash\nexport OPENAI_API_KEY=YOUR_OPENAI_API_KEY # Set your OpenAI API key\n\n# Run the chatbot with memory\nnpx -y @aigne/example-memory --input 'I like blue color'\nnpx -y @aigne/example-memory --input 'What is my favorite color?'\n\n# Run in interactive chat mode\nnpx -y @aigne/example-memory --chat\n```\n\n## Installation\n\n### Clone the Repository\n\n```bash\ngit clone https://github.com/AIGNE-io/aigne-framework\n```\n\n### Install Dependencies\n\n```bash\ncd aigne-framework/examples/memory\n\npnpm install\n```\n\n### Setup Environment Variables\n\nSetup your OpenAI API key in the `.env.local` file:\n\n```bash\nOPENAI_API_KEY=\"\" # Set your OpenAI API key here\n```\n\n#### Using Different Models\n\nYou can use different AI models by setting the `MODEL` environment variable along with the corresponding API key. The framework supports multiple providers:\n\n* **OpenAI**: `MODEL=\"openai:gpt-4.1\"` with `OPENAI_API_KEY`\n* **Anthropic**: `MODEL=\"anthropic:claude-3-7-sonnet-latest\"` with `ANTHROPIC_API_KEY`\n* **Google Gemini**: `MODEL=\"gemini:gemini-2.0-flash\"` with `GEMINI_API_KEY`\n* **AWS Bedrock**: `MODEL=\"bedrock:us.amazon.nova-premier-v1:0\"` with AWS credentials\n* **DeepSeek**: `MODEL=\"deepseek:deepseek-chat\"` with `DEEPSEEK_API_KEY`\n* **OpenRouter**: `MODEL=\"openrouter:openai/gpt-4o\"` with `OPEN_ROUTER_API_KEY`\n* **xAI**: `MODEL=\"xai:grok-2-latest\"` with `XAI_API_KEY`\n* **Ollama**: `MODEL=\"ollama:llama3.2\"` with `OLLAMA_DEFAULT_BASE_URL`\n\nFor detailed configuration examples, please refer to the `.env.local.example` file in this directory.\n\n### Run the Example\n\n```bash\npnpm start\n```\n\n## How Memory Works\n\nThe memory functionality in this example is implemented using the `history` module and `UserProfileMemory` module,\nwhich are part of the AIGNE Framework's **AIGNE File System (AFS)**. Here's a brief overview of how memory is recorded and retrieved during conversations.\n\n### Recording Conversations\n\n1. When the user sends a message and got a response from the AI model,\n  the conversation pair (user message and AI response) is stored in the `history` module of the `AFS`.\n2. The `UserProfileMemory` module extracts relevant user profile information (by analyzing the conversation history)\n  from the conversation and stores it in the `user_profile` module of the `AFS`.\n\n### Retrieving Conversations\n\n1. Load User Profile Memory and prepare to inject into the system prompt to let the agent know about the user profile.\n\n```text\nYou are a friendly chatbot\n\n<related-memories>\n- |\n  name:\n    - name: Bob\n  interests:\n    - content: likes blue color\n\n</related-memories>\n```\n\n2. Inject conversation history into the chat messages\n\n```json\n[\n  {\n    \"role\": \"system\",\n    \"content\": \"You are a friendly chatbot ...\" // UserProfileMemory injected here\n  },\n  // Followed by nearby conversation history\n  {\n    \"role\": \"user\",\n    \"content\": [\n      {\n        \"type\": \"text\",\n        \"text\": \"I'm Bob and I like blue color\"\n      }\n    ]\n  },\n  {\n    \"role\": \"agent\",\n    \"content\": [\n      {\n        \"type\": \"text\",\n        \"text\": \"Nice to meet you, Bob! Blue is a great color.\\n\\nHow can I help you today?\"\n      }\n    ]\n  },\n  // Here is the last user message\n  {\n    \"role\": \"user\",\n    \"content\": [\n      {\n        \"type\": \"text\",\n        \"text\": \"What is my favorite color?\"\n      }\n    ]\n  }\n]\n```\n\n3. The AI model processes the injected messages and generates a response based on the user's profile and conversation history.\n\nAI Response:\n\n```text\nYou mentioned earlier that you like the color blue\n```\n","readmeFilename":"README.md"}