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README.md

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<div align="center">
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<img src="openevolve-logo.png" alt="OpenEvolve Logo" width="200">
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<img src="openevolve-logo.png" alt="OpenEvolve Logo" width="320">
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**🧬 The most advanced open-source evolutionary coding agent**
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</details>
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## 💬 Discussions
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<a href="https://github.com/codelion/openevolve/discussions">💬 Discussions</a>
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</p>
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<div align="center">
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**Join the conversation! Share your results, ask questions, and collaborate with other OpenEvolve users.**
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</div>
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### 🌟 **Contributors**
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Thanks to all our amazing contributors who make OpenEvolve possible!
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**New to open source?** Check out our [Contributing Guide](CONTRIBUTING.md) and look for [`good-first-issue`](https://github.com/codelion/openevolve/issues?q=is%3Aissue+is%3Aopen+label%3A%22good+first+issue%22) labels!
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## 🎯 Use Cases & Success Stories
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### 🏭 **Industry Applications**
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<details>
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<summary><b>🎮 Gaming & Graphics</b></summary>
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**GPU Shader Optimization**:
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- Metal shader evolution for Apple Silicon
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- CUDA kernel optimization for NVIDIA
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- WebGL fragment shader performance
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**Results**: 2-5x performance improvements across different GPU architectures.
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</details>
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<details>
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<summary><b>💊 Scientific Research</b></summary>
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**Computational Biology**:
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- Protein folding algorithm optimization
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- Drug discovery pathway analysis
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- Genomic sequence analysis
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**Mathematical Discovery**:
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- Symbolic regression on experimental data
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- Novel optimization algorithm discovery
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- Automated theorem proving assistance
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</details>
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<details>
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<summary><b>🏎️ Performance Engineering</b></summary>
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**High-Performance Computing**:
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- Parallel algorithm optimization
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- Memory access pattern improvement
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- Cache-aware data structure design
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**Web Performance**:
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- JavaScript bundle optimization
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- Database query evolution
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- API response time minimization
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</details>
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### 📚 **Academic & Research**
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**Articles & Blog Posts About OpenEvolve**:
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- [Towards Open Evolutionary Agents](https://huggingface.co/blog/driaforall/towards-open-evolutionary-agents) - Evolution of coding agents and the open-source movement
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- [OpenEvolve: GPU Kernel Discovery](https://huggingface.co/blog/codelion/openevolve-gpu-kernel-discovery) - Automated discovery of optimized GPU kernels with 2-3x speedups
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- [OpenEvolve: Evolutionary Coding with LLMs](https://huggingface.co/blog/codelion/openevolve) - Introduction to evolutionary algorithm discovery using large language models
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## 🙏 Acknowledgments
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### **Inspiration & Foundation**
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OpenEvolve builds upon groundbreaking research from:
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- **DeepMind AlphaEvolve**: Original evolutionary coding research
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- **MAP-Elites Algorithm**: Quality-diversity optimization framework
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- **OpenAI**: GPT models and API infrastructure
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### **Contributors & Community**
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Special thanks to:
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- Early adopters who provided feedback and bug reports
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- Contributors who added features and fixed issues
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- Researchers who shared their use cases and results
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- Community members who help others in discussions
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## 📊 Citation
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If you use OpenEvolve in your research, please cite:

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