GenAI Agentic HR Assistant

The GenAI Agentic HR Assistant is an AI-powered application designed to streamline HR management tasks. This application leverages the power of MongoDB, LLMs (Used Groq-Mistral), and agentic workflows using Langchain agent to provide intelligent and efficient solutions for employee record management, team formation, and natural language query resolution.

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Directory Structure

bachasachin0-Genai_Agentic_HR_asssitant/
├── config.py                  # Configuration settings for the application
├── main.py                    # It is just to check if the agent is working well
├── agent/                     # Core agent functionality
│   ├── mongodb_utils.py       # MongoDB utility functions
│   ├── llm_utils.py           # LLM integration utilities
│   ├── __init__.py            # Initialization file for the `agent` module
│   └── workflow.py            # Defines agent workflows
├── app.py                     # Entry point for running the application
├── __init__.py                # Root module initializer
├── notebooks/                 # Jupyter notebooks for data analysis and generation
│   ├── data_generator.ipynb   # Implementaion notebook
│   └── data/                  # Data directory
│       └── synthetic_data_employees.csv  # Sample employee data
├── requirements.txt           # Required Python dependencies
├── database/                  # Database management utilities
│   ├── db_connection.py       # MongoDB connection setup
│   ├── __init__.py            # Initialization file for `database` module
│   └── data_generation.py     # Scripts to generate string and embedding's
├── streamlit_app.py           # Streamlit app for Assistant interaction
├── style.css                  # Styling for the frontend
├── README.md                  # Project documentation
└── form.py                    # Form handling logic

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Features

• Employee Record Management: Efficiently manage employee data using MongoDB.
• Intelligent Query Resolution: Use natural language to retrieve employee records or form project-specific teams.
• Team Formation: Automatically suggest teams based on project requirements.
• Agentic Workflows: Dynamic workflows powered by LLMs to support HR operations.
• Interactive UI: Intuitive Streamlit-based interface for seamless interaction.

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Installation

1. Clone the repository:

   git clone https://github.com/bachasachin0/Genai_Agentic_HR_assistant.git

2. Navigate to the project directory:

   cd Genai_Agentic_HR_assistant

3. Install dependencies:

   pip install -r requirements.txt

4. Run the application:

   python app.py

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Usage

• Run the Streamlit App:

  streamlit run streamlit_app.py

• Access the application via your local web browser.

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Agent Workflow Diagram

Add an image here to illustrate the agent workflow. You can include a diagram showing the interaction between components such as MongoDB(Tool) , LLMs (chatbot), and the user interface.

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Application Screenshots

Include screenshots here to showcase the interface and features of the application, such as:

• Employee data management
• Team formation suggestions

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Contributing

Contributions are welcome! Please follow these steps:

1. Fork the repository.
2. Create a new branch for your feature or bug fix.
3. Commit your changes and push to your branch.
4. Submit a pull request for review.

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Contact

For questions or feedback, please contact:

• Name: Sachin V Bacha
• Email: bachasachin0@gmail.com

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Enjoy using the GenAI Agentic HR Assistant! Let know your thoughts and suggestions.