llm-recipes

Military Decision Agent System

• Scenario Generator
  • scene 1 - ukraine -scenario 2025
  • scene 2 - scenario 2025
  • scene 3
  • scene 4

• Image Generator via Grok

• Audio Generator for Communication

• Audio Generator for Sounds

Overview

The Military Decision Agent System is an advanced AI-powered platform designed to assist in military decision-making processes. It leverages cutting-edge natural language processing, computer vision, and audio analysis technologies to process multimodal inputs and provide comprehensive situation assessments and decision recommendations.

Features

• Multimodal Input Processing: Analyzes video feeds, audio intercepts, and textual reports.
• Integrated Decision Pipeline: Implements a six-stage decision-making process:
  1. Perception
  2. Integration
  3. Situation Assessment
  4. Course of Action Generation
  5. Ethical Evaluation
  6. Final Decision Formulation
• AI-Powered Analysis: Utilizes state-of-the-art machine learning models for data processing.
• Ethical Considerations: Incorporates ethical guidelines into the decision-making process.
• Scalable Architecture: Designed to handle complex military scenarios efficiently.

Technology Stack

• Python 3.9+
• LangChain for AI agent orchestration
• OpenAI’s GPT models for natural language processing
• TensorFlow and OpenCV for video analysis
• AssemblyAI for audio transcription
• Pydantic for data validation and settings management

Installation

1. Clone the repository:

   git clone https://github.com/your-organization/military-decision-agent.git
   cd military-decision-agent
   

2. Set up a virtual environment:

   python -m venv venv
   source venv/bin/activate  # On Windows use `venv\Scripts\activate`
   

3. Install the required packages:

   pip install -r requirements.txt
   

4. Set up your environment variables by creating a .env file in the project root:

   OPENAI_API_KEY=your_openai_api_key
   ASSEMBLYAI_API_KEY=your_assemblyai_api_key
   SERPAPI_API_KEY=your_serpapi_api_key
   

Usage

To run the Military Decision Agent System:

python main.py

This will start the system and prompt for input data. Ensure you have the necessary video, audio, and text files ready for analysis.

Configuration

The system’s behavior can be customized through the config.py file. Key configurations include:

• LLM model selection
• Tool configurations for video and audio analysis
• Ethical guidelines
• Logging settings

Project Structure

military-decision-agent/
│
├── main.py                 # Main entry point of the application
├── config.py               # Configuration settings
├── agents.py               # Defines the MilitaryAgent class and agent instances
├── models.py               # Pydantic models for data structures
├── tools.py                # Tool functions for data analysis
├── utils.py                # Utility functions and decorators
│
├── tests/                  # Unit tests
│   └── test_tools.py
│
├── data/                   # Sample data for testing (not included in repo)
│
├── requirements.txt        # Project dependencies
├── Dockerfile              # For containerization
├── .env                    # Environment variables (not included in repo)
└── README.md               # This file

Testing

To run the unit tests:

pytest

Deployment

The system can be deployed using Docker. Build the Docker image:

docker build -t military-decision-agent .

Run the container:

docker run -it --env-file .env military-decision-agent

Security Considerations

This system is designed to handle sensitive military data. Ensure that you:

• Use secure communication channels
• Implement proper access controls
• Regularly update and patch all components
• Follow all relevant military security protocols

Ethical Guidelines

The system incorporates ethical considerations in its decision-making process. These guidelines are defined in config.py and include:

• Minimizing civilian casualties
• Adhering to international laws of war
• Protecting cultural and historical sites
• Ensuring proportionality in military actions

Contributing

We welcome contributions to the Military Decision Agent System. Please read our CONTRIBUTING.md for details on our code of conduct and the process for submitting pull requests.

License

This project is licensed under the MIT License - see the LICENSE.md file for details.

Disclaimer

This system is designed as a decision support tool and should not replace human judgment in critical military decisions. Always involve human experts in the final decision-making process.

Contact

For any queries or support, please contact:

Military AI Division Email: military.ai@example.com

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