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 ## 🚀 Overview
 
-The **Hyperledger Labs AIFAQ Prototype (Agents Branch)** is an open-source conversational AI tool that simplifies knowledge discovery within vast document repositories. Our mission: to **support users, developers, and communities by providing an intuitive conversational interface** that answers questions about specific contexts—no more wading through oceans of documents!
-
-👉 Official Wiki Pages:
-
-- [Hyperledger Labs Wiki](https://lf-hyperledger.atlassian.net/wiki/spaces/labs/pages/20290949/AI+FAQ+2025)
-
-👉 Weekly Community Calls:
-
-- Every Monday (public) — join via [Hyperledger Labs Calendar](https://wiki.hyperledger.org/display/HYP/Calendar+of+Public+Meetings).
-
----
-
-## 🧩 Features
-
-- Conversational AI for targeted question answering
-- Supports RAG (Retrieval Augmented Generation) for enhanced accuracy
-- Easy integration via API and UI samples
-- Extensible architecture for multi-agent support
-
----
-
-## 🛠️ Architecture
-
-<img src="./images/architecture.png" alt="LLM chatbot architecture" width="750"/>
-
-**Workflows:**
-
-1. **Data Ingestion:** Load context documents → create vector DB (e.g., from ReadTheDocs or GitHub issues/PRs)
-2. **Chat Workflow:** Accept user queries → retrieve context → generate answer
-
-Currently uses [Mistral Models](https://mistral.ai) (e.g., Mixtral-8x7B-v0.1). Plans to evaluate other open-source models in the future.
-
----
-
-## 📝 Setup (Agents Branch)
-
-```bash
-git clone https://github.com/hyperledger-labs/aifaq.git
-cd aifaq
-git checkout agents
-python -m venv venv
-source venv/bin/activate
-cd src/mvt
-pip install -r requirements.txt
-python create_directories.py
-```
-
-### Environment Variables
-
-Edit your `.env` file:
-
-```env
-MISTRALAI_API_KEY=<required - get from https://auth.mistral.ai/ui/login>
-OPENAI_API_KEY=<optional>
-HF_TOKEN=<required - get from https://huggingface.co/settings/tokens>
-```
-
-<img src="./images/mistral.png" alt="Mistral API Key" width="500" height="300"/>
-<img src="./images/access_token.png" alt="HF Access Token" width="500" height="300"/>
-
-👉 Visit [Mixtral-8x7B-v0.1 on HuggingFace](https://huggingface.co/mistralai/Mixtral-8x7B-v0.1) and request access.
-<img src="./images/hf_request.png" alt="HF Model Request" width="500" height="300"/>
-
-### Launch
-
-The application supports two modes of operation:
-
-#### Production Mode (Default)
-```bash
-streamlit run app.py
-```
-
-**Note:** Production mode requires authentication credentials to be configured in `.streamlit/secrets.toml`. If credentials are not configured, the application will show an error message with options to either:
-- Switch to development mode
-- Configure the required credentials
-
-#### Development Mode
-```bash
-streamlit run app.py dev
-```
-
-**Note:** Development mode provides full functionality without authentication requirements, making it ideal for testing and development.
-
-### Authentication Configuration (Production Mode)
-
-For production mode, you need to configure authentication credentials in `.streamlit/secrets.toml`:
-
-```toml
-# For Auth0 authentication
-[auth.auth0]
-domain = "your-domain.auth0.com"
-client_id = "your-client-id"
-client_secret = "your-client-secret"
-server_metadata_url = "https://your-domain.auth0.com/.well-known/openid_configuration"
-client_kwargs = { "prompt" = "login"}
-
-# OR for Google OAuth
-[auth.google]
-client_id = "your-google-client-id"
-client_secret = "your-google-client-secret"
-server_metadata_url = "https://accounts.google.com/.well-known/openid_configuration"
-
-# General auth settings
-[auth]
-redirect_uri = "your-redirect-uri"
-cookie_secret = "your-cookie-secret"
-```
-
-<img src="./images/add_knowledge.png" alt="HF Access Token" width="500" height="300"/>
-<img src="./images/update_knowledge.png" alt="HF Access Token" width="500" height="300"/>
-
-🎉 Access the demo at: [http://3.225.169.87:8502/](http://3.225.169.87:8502/)
-<img src="./images/AIFAQ.png" alt="HF Access Token" width="500" height="300"/>
-
----
-
-## 🌐 Open Source License
-
-- **License:** Apache 2.0 (see [`LICENSE`](./LICENSE) and [`NOTICE`](./docs/NOTICE))
-- **3rd Party Libraries:** [ASF 3rd Party License Policy](https://www.apache.org/legal/resolved.html)
-- **License Assembly:** [Assembling LICENSE and NOTICE](https://infra.apache.org/licensing-howto.html#mod-notice)
-
----
-
-## 🤝 Contributing
-
-We welcome contributions! Please check our [CONTRIBUTING](./docs/CONTRIBUTING.md) guidelines and [Antitrust Policy and Code of Conduct](https://lf-hyperledger.atlassian.net/wiki/spaces/HIRC/pages/19169404/Anti-trust+Policy+Notice+Code+of+Conduct).
-
----
-
-## 📆 Join Us!
-
-Join our weekly public calls every Monday! See the [Hyperledger Labs Calendar](https://wiki.hyperledger.org/display/HYP/Calendar+of+Public+Meetings) for details.
-
----
-
-## 📢 Stay Connected
-
-- [Slack Discussions](https://join.slack.com/t/aifaqworkspace/shared_invite/zt-337k74jsl-tvH_4ct3zLj99dvZaf9nZw)
-- [Hyperledger Labs Community](https://lf-hyperledger.atlassian.net/wiki/spaces/labs/pages/20290949/AI+FAQ+2025)
-- Official Website: [aifaq.pro](https://aifaq.pro)
-
----
-
-## ⭐️ Star Graph
-
-![Star Graph](https://starchart.cc/hyperledger-labs/aifaq.svg)
+This is a sub-project of **LFDT Labs AIFAQ Prototype (Studio Branch)**. The main goal is to build an AI agent that interacts with the communities to get feedback from potential users.