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This is not a limitation of CodeEvolve’s evolutionary framework: CodeEvolve is **seedable for its internal stochastic decisions**, and it forwards model `seed` to OpenAI-compatible endpoints when supported. The remaining nondeterminism comes from the LLM backbone/provider.
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## Citation
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If you use CodeEvolve or these benchmarks in your research, please cite:
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```bibtex
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@article{assumpção2025codeevolveopensourceevolutionary,
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title={CodeEvolve: An open source evolutionary coding agent for algorithm discovery and optimization},

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