Open-source AI agent with brain-inspired long-term memory. Three-path fusion retrieval + hierarchical bubble compaction + surprise detection. Self-hosted, mobile-first PWA.
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。
</div> <div align="center"> <img src="docs/screenshots/chat-view.png" alt="Chat Interface" width="720" /> </div>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。
| Traditional RAG | Bubble Agent OS | |
|---|---|---|
| Retrieval | Vector similarity only | Keyword + Vector + Graph + Recency (4-path fusion) |
| Weights | Fixed |
Open-source AI coding agent for the terminal. Claude Code-grade accuracy with smart model routing — uses the right AI model for each task, cutting costs 10x. Supports Claude, GPT, Gemini, DeepSeek & more.
A general-purpose Python framework for building LLM agents and multi-agent systems. "Four lines of code, an agent with memory."
Ultimate LLM API Integration Cookbook 2026 for Cursor & AI Agents
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PrivateAgent is an open-source Android automation agent built with Flutter. It utilizes the DeepSeek API and native Android Accessibility Services to interpret screen layouts and execute multi-step tasks across any installed application via natural language commands.
把一队分工 Agent 织成一条写小说的流水线,做成桌面客户端;写作指纹让它越写越像你(BYO DeepSeek key,纯本地)。
Workflows from the Neura Market marketplace related to this DeepSeek resource