README.md

metadata

title: Universal Prompt Optimizer
emoji: 🧬
colorFrom: blue
colorTo: green
sdk: gradio
sdk_version: 6.1.0
app_file: app.py
pinned: false
license: mit

Universal Prompt Optimizer

A powerful genetic evolutionary prompt optimization tool built with GEPA (Genetic Evolutionary Prompt Agent). Optimize your prompts using genetic algorithms with optional LLEGO crossover for faster convergence.

Features

• 🧬 Genetic Algorithm Optimization: Evolve prompts through multiple iterations
• 🎯 Multi-Model Support: Works with OpenAI, Anthropic, Google, and custom models
• 📊 Real-time Metrics: Track optimization progress and improvements
• 🖼️ Multi-modal Support: Include images in your training examples
• ⚡ LLEGO Crossover: Advanced genetic operations for faster convergence

How to Use

1. Select Model: Choose your target LLM (GPT-4, Claude, Gemini, or custom)
2. Enter Seed Prompt: Describe your task, constraints, and desired output format
3. Add Training Examples: Provide input/output pairs (images optional)
4. Configure Optimization: Set evolution rounds, batch size, and enable LLEGO
5. Start Optimization: Watch as the genetic algorithm evolves your prompt

API Keys

API keys are stored in-session only and never logged. You can provide them in the UI or set them as environment variables:

• OPENAI_API_KEY
• ANTHROPIC_API_KEY
• GOOGLE_API_KEY

License

MIT License