openbmb/ultrarag

代码更少，门槛更低，部署更快

     

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最新消息 🔥

• [2026.01.23] 🎉 UltraRAG 3.0发布：拒绝“黑匣子”开发——让每一行推理逻辑清晰可见 👉 📖 博客
• [2026.01.20] 🎉 AgentCPM-Report 模型发布！DeepResearch 终于本地化：8B 设备内写入代理 AgentCPM-Report 开源👉 🤗模型

之前新闻

• [2025.11.11] 🎉 UltraRAG 2.1发布：增强知识摄取和多模态支持，拥有更完整的统一评估系统！
• [2025.09.23] 新的每日RAG报纸摘要，每日👉 📖更新
• [2025.09.09] 发布了轻量级DeepResearch Pipeline本地设置教程 👉 📺 bilibili ·📖博客
• [2025.09.01] 发布了UltraRAG的逐步安装和完整RAG视频👉 📺 bilibili ·📖博客
• [2025.08.28] 🎉 UltraRAG 2.0 发布！UltraRAG 2.0 已全面升级：只需几十行代码即可构建高性能 RAG，赋能研究人员专注于创意和创新！我们保存了 UltraRAG v2 代码，可在 v2 查看。
• **[2025.01.

Less Code, Lower Barrier, Faster Deployment

     

简体中文  |  English

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Latest News 🔥

• [2026.01.23] 🎉 UltraRAG 3.0 Released: Say no to “black box” development—make every line of reasoning logic clearly visible 👉 📖 Blog

• [2026.01.20] 🎉 AgentCPM-Report Model Released! DeepResearch is finally localized: 8B on-device writing agent AgentCPM-Report is open-sourced 👉 🤗 Model

• [2025.11.11] 🎉 UltraRAG 2.1 Released: Enhanced knowledge ingestion & multimodal support, with a more complete unified evaluation system!

• [2025.09.23] New daily RAG paper digest, updated every day 👉 📖 Papers

• [2025.09.09] Released a Lightweight DeepResearch Pipeline local setup tutorial 👉 📺 bilibili · 📖 Blog

• [2025.09.01] Released a step-by-step UltraRAG installation and full RAG walkthrough video 👉 📺 bilibili · 📖 Blog