Point Code to the DarwinX implementation in Beagle
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README.md
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# DarwinX: Evolving Agent Harnesses Through Natural Selection
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Project page for [arXiv:2608.07545](https://arxiv.org/abs/2608.07545).
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DarwinX treats agent self-evolution as selection over a *population* of harnesses with the base
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model frozen. Across four benchmarks, one loop adds ~17 points on average:
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# DarwinX: Evolving Agent Harnesses Through Natural Selection
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Project page for [arXiv:2608.07545](https://arxiv.org/abs/2608.07545).
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Paper page: [huggingface.co/papers/2608.07545](https://huggingface.co/papers/2608.07545).
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Official DarwinX implementation (in Beagle): [github.com/SalesforceAIResearch/Beagle](https://github.com/SalesforceAIResearch/Beagle).
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DarwinX treats agent self-evolution as selection over a *population* of harnesses with the base
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model frozen. Across four benchmarks, one loop adds ~17 points on average:
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index.html
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<a href="#limitations" class="hideable">Limitations</a>
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<a href="#bibtex" class="hideable">BibTeX</a>
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<a class="cta" href="https://arxiv.org/abs/2608.07545">arXiv</a>
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<a class="btn ghost" href="https://arxiv.org/pdf/2608.07545">PDF</a>
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<a class="btn ghost" href="https://huggingface.co/papers/2608.07545">Hugging Face</a>
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<a class="btn ghost" href="#demo">Demo (17s)</a>
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Salesforce AI Research · 2026. All figures and numbers are from
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<a href="https://arxiv.org/abs/2608.07545">arXiv:2608.07545</a>.
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Click any figure to open it at full resolution.
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</div>
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</footer>
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<a href="#limitations" class="hideable">Limitations</a>
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<a href="#bibtex" class="hideable">BibTeX</a>
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<span class="spacer"></span>
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<a class="cta" href="https://github.com/SalesforceAIResearch/Beagle">Code</a>
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<a class="cta" href="https://arxiv.org/abs/2608.07545">arXiv</a>
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</div>
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</nav>
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<a class="btn ghost" href="https://arxiv.org/pdf/2608.07545">PDF</a>
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<a class="btn ghost" href="https://huggingface.co/papers/2608.07545">Hugging Face</a>
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<a class="btn ghost" href="#demo">Demo (17s)</a>
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<a class="btn ghost" href="https://github.com/SalesforceAIResearch/Beagle" title="Official DarwinX implementation in Beagle">Code 路 Beagle</a>
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<div class="wrap">
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Salesforce AI Research · 2026. All figures and numbers are from
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<a href="https://arxiv.org/abs/2608.07545">arXiv:2608.07545</a>.
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Official DarwinX implementation:
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<a href="https://github.com/SalesforceAIResearch/Beagle">Beagle</a>.
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Click any figure to open it at full resolution.
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</div>
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</footer>
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