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