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README.md

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*Turn your LLMs into autonomous code optimizers that discover breakthrough algorithms*
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<p align="center">
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<a href="https://github.com/codelion/openevolve/stargazers"><img src="https://img.shields.io/github/stars/codelion/openevolve?style=social" alt="GitHub stars"></a>
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<a href="https://github.com/algorithmicsuperintelligence/openevolve/stargazers"><img src="https://img.shields.io/github/stars/algorithmicsuperintelligence/openevolve?style=social" alt="GitHub stars"></a>
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<a href="https://pypi.org/project/openevolve/"><img src="https://img.shields.io/pypi/v/openevolve" alt="PyPI version"></a>
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<a href="https://pypi.org/project/openevolve/"><img src="https://img.shields.io/pypi/dm/openevolve" alt="PyPI downloads"></a>
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<a href="https://github.com/codelion/openevolve/blob/main/LICENSE"><img src="https://img.shields.io/github/license/codelion/openevolve" alt="License"></a>
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<a href="https://github.com/algorithmicsuperintelligence/openevolve/blob/main/LICENSE"><img src="https://img.shields.io/github/license/algorithmicsuperintelligence/openevolve" alt="License"></a>
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</p>
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[🚀 **Quick Start**](#quick-start)[**Examples**](#examples-gallery)[**System Messages**](#crafting-effective-system-messages)[**Discussions**](https://github.com/codelion/openevolve/discussions)
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[🚀 **Quick Start**](#quick-start)[**Examples**](#examples-gallery)[**System Messages**](#crafting-effective-system-messages)[**Discussions**](https://github.com/algorithmicsuperintelligence/openevolve/discussions)
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*From random search to state-of-the-art: Watch your code evolve in real-time*
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<summary><b>🔧 Development Install</b></summary>
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```bash
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git clone https://github.com/codelion/openevolve.git
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git clone https://github.com/algorithmicsuperintelligence/openevolve.git
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cd openevolve
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pip install -e ".[dev]"
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```
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```bash
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# Pull the image
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docker pull ghcr.io/codelion/openevolve:latest
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docker pull ghcr.io/algorithmicsuperintelligence/openevolve:latest
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# Run an example
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docker run --rm -v $(pwd):/app ghcr.io/codelion/openevolve:latest \
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docker run --rm -v $(pwd):/app ghcr.io/algorithmicsuperintelligence/openevolve:latest \
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examples/function_minimization/initial_program.py \
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examples/function_minimization/evaluator.py --iterations 100
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```
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- [ ] **Neurosymbolic Reasoning**: Combine neural and symbolic approaches
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- [ ] **Human-AI Collaboration**: Interactive evolution with human feedback
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Want to contribute? Check out our [roadmap discussions](https://github.com/codelion/openevolve/discussions/categories/roadmap)!
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Want to contribute? Check out our [roadmap discussions](https://github.com/algorithmicsuperintelligence/openevolve/discussions/categories/roadmap)!
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## FAQ
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Thanks to all our amazing contributors who make OpenEvolve possible!
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<a href="https://github.com/codelion/openevolve/graphs/contributors">
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<img src="https://contrib.rocks/image?repo=codelion/openevolve" />
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<a href="https://github.com/algorithmicsuperintelligence/openevolve/graphs/contributors">
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<img src="https://contrib.rocks/image?repo=algorithmicsuperintelligence/openevolve" />
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</a>
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### **Contributing**
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5. 📝 **Commit** with a clear message
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6. 🚀 **Push** and create a Pull Request
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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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**New to open source?** Check out our [Contributing Guide](CONTRIBUTING.md) and look for [`good-first-issue`](https://github.com/algorithmicsuperintelligence/openevolve/issues?q=is%3Aissue+is%3Aopen+label%3A%22good+first+issue%22) labels!
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### **Academic & Research**
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author = {Asankhaya Sharma},
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year = {2025},
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publisher = {GitHub},
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url = {https://github.com/codelion/openevolve}
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url = {https://github.com/algorithmicsuperintelligence/openevolve}
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}
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```
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