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README.md

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[Community](https://github.com/camel-ai/owl#community) |
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[Installation](#️-installation) |
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[Examples](https://github.com/camel-ai/owl/tree/main/owl) |
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[Paper](https://github.com/camel-ai/owl/blob/main/assets/OWL_Technical_Report.pdf) |
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[Paper](https://arxiv.org/abs/2505.23885) |
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<!-- [Technical Report](https://hypnotic-mind-6bd.notion.site/OWL-Optimized-Workforce-Learning-for-General-Multi-Agent-Assistance-in-Real-World-Task-Automation-1d4004aeb21380158749c7f84b20643f) | -->
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[Citation](https://github.com/camel-ai/owl#citation) |
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[Contributing](https://github.com/camel-ai/owl/graphs/contributors) |
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- **[2025.05.27]**: We released the technical report of OWL, including more details on the workforce (framework) and optimized workforce learning (training methodology). [paper](https://github.com/camel-ai/owl/blob/main/assets/OWL_Technical_Report.pdf).
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- **[2025.05.27]**: We released the technical report of OWL, including more details on the workforce (framework) and optimized workforce learning (training methodology). [paper](https://arxiv.org/abs/2505.23885).
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- **[2025.05.18]**: We open-sourced an initial version for replicating workforce experiment on GAIA [here](https://github.com/camel-ai/owl/tree/gaia69).
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- **[2025.04.18]**: We uploaded OWL's new GAIA benchmark score of **69.09%**, ranking #1 among open-source frameworks. Check the technical report [here](https://hypnotic-mind-6bd.notion.site/OWL-Optimized-Workforce-Learning-for-General-Multi-Agent-Assistance-in-Real-World-Task-Automation-1d4004aeb21380158749c7f84b20643f).
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- **[2025.03.27]**: Integrate SearxNGToolkit performing web searches using SearxNG search engine.

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