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  <img src="../OpenDistillery.png" alt="OpenDistillery Logo" width="300"/>
  
  #  OpenDistillery: Next-Generation AI Prompting Platform
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<div align="center">

[![Version](https://img.shields.io/badge/version-2.0.0-blue.svg)](https://github.com/opendistillery/core)
[![License](https://img.shields.io/badge/license-MIT-green.svg)](LICENSE)
[![Python](https://img.shields.io/badge/python-3.9+-blue.svg)](https://python.org)
[![FastAPI](https://img.shields.io/badge/FastAPI-0.104+-red.svg)](https://fastapi.tiangolo.com)

</div>

OpenDistillery is the world's most advanced AI prompting platform, featuring cutting-edge techniques from quantum-inspired optimization to neuro-symbolic reasoning. Built for enterprises that demand the highest quality AI interactions.

## Features

### Advanced Prompting Techniques
- **Quantum Prompt Superposition**: Quantum-inspired optimization using superposition states
- **Neural Architecture Search**: Automated discovery of optimal prompt architectures  
- **Hyperparameter Optimization**: Bayesian optimization of prompt parameters
- **Meta-Cognitive Prompting**: Self-aware prompting with reflection and adaptation
- **Neuro-Symbolic Reasoning**: Combines neural generation with symbolic logic
- **Multi-Modal Chain of Thought**: Reasoning across text, images, audio, and structured data
- **Tree of Thoughts**: Systematic exploration of reasoning processes

### Enterprise-Grade Infrastructure
- **Unified Model Hub**: Seamless integration with 20+ leading AI models
- **Intelligent Routing**: Automatic model selection based on task requirements
- **Real-time Monitoring**: Advanced analytics and performance tracking
- **Auto-scaling**: Elastic infrastructure that scales with demand
- **Security**: Enterprise-grade security with API key management and rate limiting

### Advanced Analytics
- **Quality Prediction**: ML-powered quality forecasting
- **Performance Optimization**: Continuous improvement through data-driven insights
- **Cost Optimization**: Intelligent resource allocation and cost reduction
- **Custom Dashboards**: Real-time monitoring with Grafana integration

##  Quick Start

### Installation

```bash
# Clone the repository
git clone https://github.com/opendistillery/core.git
cd opendistillery

# Install dependencies
pip install -r requirements.txt

# Set up environment variables
cp .env.example .env
# Edit .env with your API keys

# Start the platform
docker-compose up -d
```

### Basic Usage

```python
from opendistillery import OpenDistillery

# Initialize the platform
od = OpenDistillery(api_key="your-api-key")

# Optimize a prompt using advanced techniques
result = od.optimize_prompt(
    prompt="Explain quantum computing to a 10-year-old",
    techniques=["quantum_superposition", "metacognitive"],
    quality_target=0.95
)

print(f"Optimized prompt: {result.optimized_prompt}")
print(f"Quality improvement: {result.improvement:.1%}")
```

### CLI Usage

```bash
# Optimize a single prompt
opendistillery optimize --prompt "Your prompt here" --stream

# Batch process multiple prompts
opendistillery batch --file prompts.txt --parallel

# Real-time monitoring
opendistillery monitor --host localhost --port 8000

# View analytics
opendistillery analytics --days 30
```

## Documentation

### Core Concepts

#### Prompting Techniques

**Quantum Prompt Superposition**
- Inspired by quantum computing principles
- Explores multiple prompt variations simultaneously
- Collapses to optimal solution through measurement
- Best for: Complex reasoning, creative tasks

**Neural Architecture Search**
- Automated discovery of optimal prompt structures
- Uses reinforcement learning for architecture optimization
- Continuous improvement through evolutionary algorithms
- Best for: Performance optimization, systematic search

**Meta-Cognitive Prompting**
- Self-aware AI that reflects on its own processes
- Iterative improvement through planning, monitoring, evaluation
- Learns from experience and adapts strategies
- Best for: Complex problems, adaptive reasoning

#### Model Hub

The Unified Model Hub provides seamless access to leading AI models:

| Provider | Models | Strengths |
|----------|--------|-----------|
| OpenAI | GPT-4 Turbo, GPT-3.5 | General reasoning, coding |
| Anthropic | Claude-3.5 Sonnet, Claude-3 Haiku | Safety, analysis |
| Google | Gemini 1.5