README.md

Nemotron Plus VLM

A Vision-Language Model fine-tuned for UI automation and self-operating computer tasks.

🚀 Model Description

This model combines multiple state-of-the-art architectures:

• Nemotron architecture for advanced language understanding
• InternVL3 for powerful vision processing
• Custom fine-tuning for UI automation and computer control tasks

📊 Training Data

The model was fine-tuned on comprehensive datasets for:

• File Operations: Hierarchical reasoning for file system tasks
• Web Interactions: CAPTCHA solving and web element interaction
• Window Management: Desktop windowing system control
• Ydotool Automation: System-level UI automation commands

Dataset Statistics:

• File operations: ~440K training samples
• Web/CAPTCHA: ~577K training samples
• Window management: ~351K training samples
• Ydotool commands: ~414K training samples

🛠️ Model Components

Vision Module

• Based on InternVL3 architecture
• Supports high-resolution image understanding
• Optimized for UI element detection

Language Module

• Nemotron-based language model
• Fine-tuned for action planning and reasoning
• Supports multi-step task decomposition

📁 Repository Structure

├── training_data/          # Fine-tuning datasets (JSONL format)
├── model_implementation/   # Core model implementation files
│   ├── internvl3/         # Vision model components
│   ├── cfp_jarvis1_*.py   # Custom model implementations
│   └── lam_model.py       # LAM integration
└── config/                # Training configurations

🔧 Usage

# Coming soon - model loading and inference examples

🏗️ Architecture Details

The model uses a hierarchical reasoning approach:

1. Vision Encoding: Process UI screenshots
2. Task Planning: Decompose user intent into actions
3. Action Generation: Generate appropriate UI commands
4. Verification: Validate action outcomes

📈 Performance

• Optimized for real-time UI automation
• Supports multi-modal inputs (text + images)
• Hierarchical reasoning for complex tasks

🔬 Technical Specifications

• Base Model: Nemotron + InternVL3
• Training Framework: Custom fine-tuning pipeline
• Input: Text prompts + UI screenshots
• Output: Structured action commands

📄 License

[To be determined]

🤝 Citation

If you use this model, please cite:

@model{nemotron-plus-vlm,
  title={Nemotron Plus VLM},
  author={genialo555},
  year={2024},
  publisher={Hugging Face}
}

💡 Contact

For questions or collaboration: [Your contact info]