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README.md

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This repo is the official implementation of the MiroMind Research Agent Project. It is a leading-performance, fully open-source system designed to perform multi-step internet research for addressing complex challenges such as future event prediction. The project currently comprises four key components:
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This repo is the official implementation of the **MiroMind Research Agent Project**. It is a leading-performance, fully open-source system designed to perform multi-step internet research for addressing complex challenges such as future event prediction. The project currently comprises four key components:
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- 🤖 **MiroFlow**: an open-source research agent framework that offers reproducible state-of-the-art performance on representative benchmarks (e.g., FutureX, GAIA, HLE, xBench-DeepSearch, and BrowserComp benchmarks), included in this repo. See [[Get Started in Under 5 Minutes]](#-get-started-in-under-5-minutes) for a quick start.
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- 🤔 **MiroThinker**: an open-source agent foundation model that natively supports tool-assisted reasoning. See [MiroThinker](https://github.com/MiroMindAI/mirothinker).
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MiroFlow now ranks #1 in the future prediction benchmark. See [FutureX](https://futurex-ai.github.io/).
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- **[2025-08-27]**: **MiroFlow v0.2**: Achieves state-of-the-art performance across [multiple agentic benchmarks](https://miromind.ai/blog/miroflow), including HLE (27.2%), HLE-Text-Only (29.5%), BrowserComp-EN (33.2%), BrowserComp-ZH (47.1%), and xBench-DeepSearch (72.0%).
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- **[2025-08-26]**: Released [GAIA Validation Trace](docs/public_trace.md) (73.94% pass@1) and [Gradio Demo](https://github.com/MiroMindAI/MiroThinker/tree/main/apps/gradio-demo) for local deployment.
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- **[2025-08-08]**: **MiroFlow v0.1**: Complete open-source release of framework.
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- **[2025-08-08]**: **MiroFlow v0.1**: Complete open-source release of the research agent framework.
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## 🌟 Highlights
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- **Reproducible State-of-the-Art Performance**: #1 ranking across [multiple agentic benchmarks](https://miromindai.github.io/MiroFlow/evaluation_overview/), including FutureX, GAIA, HLE, xBench-DeepSearch, and BrowserComp benchmarks)
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- **Reproducible State-of-the-Art Performance**: #1 ranking across [multiple representative agentic benchmarks](https://miromindai.github.io/MiroFlow/evaluation_overview/), including FutureX, GAIA, HLE, xBench-DeepSearch, and BrowserComp benchmarks)
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- **High Concurrency & Reliability**: Built with robust concurrency management and fault-tolerant design, MiroFlow efficiently handles rate-limited APIs and unstable networks, ensuring seamless trajectory collection and reliable execution of complex tasks.
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- **Cost-Effective Deployment**: Powered by the open-source MiroThinker model, MiroFlow can run a research agent service on a single RTX 4090. The entire stack relies on free, open-source tools, making it simple to deploy, scale, and reproduce.
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- **Cost-Effective Deployment**: Powered by the open-source MiroThinker model, MiroFlow can run a research agent service on a single RTX 4090. The entire stack relies on free, open-source tools, making it simple to deploy, scale, and reproduce. See [MiroThinker](https://github.com/MiroMindAI/mirothinker).
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We welcome contributions from the community! Whether you're fixing bugs, adding features, or improving documentation, your help is appreciated.
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- 📋 **Issues**: Report bugs or request features via [GitHub Issues](https://github.com/MiroMindAI/MiroFlow/issues)
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- 🔀 **Pull Requests**: Submit improvements via pull requests
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- 💬 **Discussions**: Join our [Discord community](https://discord.com/invite/GPqEnkzQZd) for questions and discussions
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- 📋 **Issues**: Report bugs or request features via [GitHub Issues](https://github.com/MiroMindAI/MiroFlow/issues).
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- 🔀 **Pull Requests**: Submit improvements via pull requests.
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- 💬 **Discussions**: Join our [Discord community](https://discord.com/invite/GPqEnkzQZd) for questions and discussions.
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## 📄 License
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## 🙏 Acknowledgments
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**Benchmark Contributors** for the comprehensive evaluation datasets
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**Benchmark Contributors** for the comprehensive evaluation datasets.
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**Open Source Community** for the tools and libraries that make this possible
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**Open Source Community** for the tools and libraries that make this possible.
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We thank all contributors who have helped make MiroFlow better:
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