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BlogWiseAgent

BlogWiseAgent is an intelligent chatbot that stores blog embeddings from provided URLs and efficiently routes queries. It uses the Astra Vector DB to enhance knowledge retrieval and provides accurate responses by leveraging two agents: a database agent for blog-related inquiries and a wiki agent for general knowledge.

Requirements

To run this project, you need the following keys:

  • GROQ_API_KEY
  • ASTRA_DB_APPLICATION_TOKEN
  • ASTRA_DB_ID

Store these keys in a .env file in the root directory of the project.

Setup

  1. Clone the repository:

    git clone https://github.com/MaazLab/BlogWiseAgent.git
cd BlogWiseAgent

  2. Install Dependencies

    Use the following command to install required libraries:

    pip install -r requirements.txt

  3. Set Up API Key

    • Create a .env file in the root directory of the project.
    • Add your API key to the .env file as follows:
    GROQ_API_KEY=your_groq_api_key_here
ASTRA_DB_APPLICATION_TOKEN=your_astra_db_application_token
ASTRA_DB_ID=your_astra_db_id

Models Used

  • Chatbot Model: Gemma2-9b-It
  • Embedding Model: all-MiniLM-L6-v2

Future Plans

  1. Transform this notebook into a proper application.
  2. Create a user-friendly interface using Streamlit or Gradio to demonstrate the workings of the agents and the final response.
  3. Provide flexibility to allow users to input their own blog URLs.

Contributing

Contributions are welcome! Feel free to submit issues or pull requests.

License

This project is licensed under the MIT License. You are free to use, modify, and distribute this software for both commercial and non-commercial purposes, as long as you include the original license. See the LICENSE file for full details.