bubble-agent-os — DeepSeek AI Agent
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    bubble-agent-os

    bubble-agent-os

    luckincoco March 17, 2026
    1 copies 0 downloads

    Open-source AI agent with brain-inspired long-term memory. Three-path fusion retrieval + hierarchical bubble compaction + surprise detection. Self-hosted, mobile-first PWA.

    <div align="center"> <img src="web/public/bubble-192.png" alt="Bubble Agent OS" width="120" />

    Bubble Agent OS

    An AI assistant that actually remembers.

    Every conversation, every imported spreadsheet, every piece of knowledge becomes a "bubble" that links, compresses, and evolves — so the AI understands you better over time.

    一个真正有记忆的 AI 助手。

    每次对话、每份导入的数据都会变成一个个"泡泡",通过关联、压缩、演化,让 AI 越来越懂你。

    MIT License Node >= 20 TypeScript GitHub stars PRs Welcome

    </div> <div align="center"> <img src="docs/screenshots/chat-view.png" alt="Chat Interface" width="720" /> </div>

    Why Bubble? / 为什么是泡泡?

    Most AI chatbots are goldfish — they forget everything after each conversation. RAG helps, but it's just basic vector search. Bubble Agent OS takes a fundamentally different approach inspired by how human memory actually works.

    大多数 AI 聊天机器人都是"金鱼记忆"——每次对话后什么都忘了。RAG 有所帮助,但本质上只是向量检索。泡泡 Agent OS 从人类记忆的工作方式出发,采用了截然不同的方法。

    Bubble Theory / 泡泡理论: Every piece of information is a small bubble. Related bubbles naturally cluster together into larger bubbles. Over time, atomic facts compress into concepts, and concepts compress into user portraits — progressively approximating a true understanding of you.

    每一条信息都是一个小泡泡。相关的泡泡自然聚合成更大的泡泡。随着时间推移,原子事实被压缩为概念,概念被压缩为用户画像——逐步逼近对你的真正理解。

    Bubble Agent vs Traditional RAG

    Traditional RAGBubble Agent OS
    RetrievalVector similarity onlyKeyword + Vector + Graph + Recency (4-path fusion)
    WeightsFixed

    Tags

    ai-agentdeepseekfeishuknowledge-graphlong-term-memoryollamapersonal-assistantpwaragself-hosted

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